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AssociationofSuicidalBehavior.pdf

RESEARCH ARTICLE

Association of suicidal behavior with exposure

to suicide and suicide attempt: A systematic

review and multilevel meta-analysis

Nicole T. M. HillID 1,2*, Jo RobinsonID

1 , Jane Pirkis

3 , Karl AndriessenID

3 ,

Karolina KrysinskaID 1 , Amber PayneID

1,4 , Alexandra Boland

1 , Alison ClarkeID

1 ,

Allison Milner 5†

, Katrina Witt 1 , Stephan KrohnID

6,7‡ , Amit LampitID

6,7,8‡*

1 Orygen, Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria, Australia, 2 Telethon

Kids Institute, Perth, Western Australia, Australia, 3 Centre for Mental Health, Melbourne School of

Population and Global Health, University of Melbourne, Parkville, Victoria, Australia, 4 Northeastern

University, Boston, Massachusetts, United States of America, 5 Centre for Health Equity, School of

Population and Global Health, University of Melbourne, Parkville, Victoria, Australia, 6 Department of

Neurology, Charité–Universitätsmedizin Berlin, Berlin, Germany, 7 Berlin School of Mind and Brain,

Humboldt-Universität zu Berlin, Berlin, Germany, 8 Department of Psychiatry, University of Melbourne,

Parkville, Victoria, Australia

† Deceased.

‡ These authors are joint senior authors on this work.

* [email protected] (NTMH); [email protected] (AL)

Abstract

Background

Exposure to suicidal behavior may be associated with increased risk of suicide, suicide

attempt, and suicidal ideation and is a significant public health problem. However, evidence

to date has not reliably distinguished between exposure to suicide versus suicide attempt,

nor whether the risk differs across suicide-related outcomes, which have markedly different

public health implications. Our aim therefore was to quantitatively assess the independent

risk associated with exposure to suicide and suicide attempt on suicide, suicide attempt,

and suicidal ideation outcomes and to identify moderators of this risk using multilevel meta-

analysis.

Methods and findings

We systematically searched MEDLINE, Embase, PsycINFO, CINAHL, ASSIA, Sociological

Abstracts, IBSS, and Social Services Abstracts from inception to 19 November 2019. Eligi-

ble studies included comparative data on prior exposure to suicide, suicide attempt, or sui-

cidal behavior (composite measure—suicide or suicide attempt) and the outcomes of

suicide, suicide attempt, and suicidal ideation in relatives, friends, and acquaintances.

Dichotomous events or odds ratios (ORs) of suicide, suicide attempt, and suicidal ideation

were analyzed using multilevel meta-analyses to accommodate the non-independence of

effect sizes. We assessed study quality using the National Heart, Lung, and Blood Institute

quality assessment tool for observational studies. Thirty-four independent studies that pre-

sented 71 effect sizes (exposure to suicide: k = 42, from 22 independent studies; exposure

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OPEN ACCESS

Citation: Hill NTM, Robinson J, Pirkis J,

Andriessen K, Krysinska K, Payne A, et al. (2020)

Association of suicidal behavior with exposure to

suicide and suicide attempt: A systematic review

and multilevel meta-analysis. PLoS Med 17(3):

e1003074. https://doi.org/10.1371/journal.

pmed.1003074

Academic Editor: Vikram Patel, Harvard Medical

School, UNITED STATES

Received: August 12, 2019

Accepted: February 21, 2020

Published: March 31, 2020

Peer Review History: PLOS recognizes the

benefits of transparency in the peer review

process; therefore, we enable the publication of

all of the content of peer review and author

responses alongside final, published articles. The

editorial history of this article is available here:

https://doi.org/10.1371/journal.pmed.1003074

Copyright: © 2020 Hill et al. This is an open access article distributed under the terms of the Creative

Commons Attribution License, which permits

unrestricted use, distribution, and reproduction in

any medium, provided the original author and

source are credited.

Data Availability Statement: All relevant data are

within the manuscript and its Supporting

to suicide attempt: k = 19, from 13 independent studies; exposure to suicidal behavior (com-

posite): k = 10, from 5 independent studies) encompassing 13,923,029 individuals were eli-

gible. Exposure to suicide was associated with increased odds of suicide (11 studies, N =

13,464,582; OR = 3.23, 95% CI = 2.32 to 4.51, P < 0.001) and suicide attempt (10 studies, N = 121,836; OR = 2.91, 95% CI = 2.01 to 4.23, P < 0.001). However, no evidence of an association was observed for suicidal ideation outcomes (2 studies, N = 43,354; OR = 1.85,

95% CI = 0.97 to 3.51, P = 0.06). Exposure to suicide attempt was associated with increased

odds of suicide attempt (10 studies, N = 341,793; OR = 3.53, 95% CI = 2.63 to 4.73, P < 0.001), but not suicide death (3 studies, N = 723; OR = 1.64, 95% CI = 0.90 to 2.98, P =

0.11). By contrast, exposure to suicidal behavior (composite) was associated with increased

odds of suicide (4 studies, N = 1,479; OR = 3.83, 95% CI = 2.38 to 6.17, P < 0.001) but not suicide attempt (1 study, N = 666; OR = 1.10, 95% CI = 0.69 to 1.76, P = 0.90), a finding that

was inconsistent with the separate analyses of exposure to suicide and suicide attempt. Key

limitations of this study include fair study quality and the possibility of unmeasured confound-

ers influencing the findings. The review has been prospectively registered with PROSPERO

(CRD42018104629).

Conclusions

The findings of this systematic review and meta-analysis indicate that prior exposure to sui-

cide and prior exposure to suicide attempt in the general population are associated with

increased odds of subsequent suicidal behavior, but these exposures do not incur uniform

risk across the full range of suicide-related outcomes. Therefore, future studies should

refrain from combining these exposures into single composite measures of exposure to sui-

cidal behavior. Finally, future studies should consider designing interventions that target sui-

cide-related outcomes in those exposed to suicide and that include efforts to mitigate the

adverse effects of exposure to suicide attempt on subsequent suicide attempt outcomes.

Author summary

Why was this study done?

• Exposure to suicidal behavior in others has been linked to increased risk of suicidal

behavior, but it is not known whether the association differs between types of exposure

(suicide versus suicide attempt) or different outcome measures of suicidal thoughts and

behaviors.

• Distinguishing the relationships of different exposure types with outcomes is important

for the development of targeted interventions and public health approaches to suicide

prevention.

What did the researchers do and find?

• We conducted a systematic review and meta-analysis of 34 studies that investigated the

independent associations between exposure to different types of suicidal behavior and

subsequent suicide, suicide attempt, and suicidal ideation outcomes.

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 2 / 27

Information files. Summary data used in the

analyses are provided as S1 Data.

Funding: NH is a PhD student and was supported

by the Australian Rotary Health PhD Partnership

Scholarship (https://australianrotaryhealth.org.au).

JR was supported by a National Health and Medical

Research Council (NHMRC) Career Development

Fellowship (APP1142348, https://www.nhmrc.gov.

au). KA was supported by a NHMRC Early Career

Fellowship (APP1157796, https://www.nhmrc.gov.

au). AM was supported by a Victorian Health and

Medical Research Fellowship, Department of

Health and Human Services (https://www.vic.gov.

au). KW was supported by a post-doctoral

fellowship awarded by the American Foundation for

Suicide Prevention (PDF-0-145-16, https://afsp.

org). SK was supported by the German Federal

Ministry for Education and Research (BMBF grant

13GW0206D, https://www.bmbf.de). AL was

supported by a NHMRC-Australian Research

Council Dementia Research Development

Fellowship (APP1108520, https://www.nhmrc.gov.

au). The funders had no role in study design, data

collection and analysis, decision to publish, or

preparation of the manuscript.

Competing interests: The authors have declared

that no competing interests exist.

Abbreviations: OR, odds ratio.

• We showed that exposure to suicide is associated with increased odds of both suicide

and suicide attempt, but found limited evidence of an association with suicidal ideation.

Exposure to suicide attempt was associated with increased odds of suicide attempt only.

• For exposure to suicide, degree of relationship (i.e., whether the suicide exposure

occurred in a relative as compared to a friend or acquaintance) did not materially affect

the magnitude of the association. The odds of suicidal behavior (i.e., including

attempted suicide) were, however, greater when the exposure occurred in a relative.

What do these findings mean?

• Exposure to suicide is associated with greater odds of suicide and suicide attempt. Yet,

exposure to suicide attempt is associated with increased odds of suicide attempt only.

• Researchers and public health practitioners should refrain from combining suicide, sui-

cide attempt, and suicidal ideation into composite measures of suicide exposures and

outcomes.

• We recommend that future public health policy include the potential adverse effects of

exposure to suicide attempt.

Introduction

Suicide attempt and suicide are leading causes of global morbidity and mortality. Approxi-

mately 800,000 people die by suicide annually [1], of which about one-third are under the age

of 30 [2]. The prevalence of suicide attempt is significantly greater than that of suicide death

and is associated with heightened risk of later death by suicide [3,4] as well as psychosocial

adversities that persist later in life [5]. For every suicide death, it is estimated that approxi-

mately 135 people are affected [6]. Over the course of a lifetime, the proportion of people

exposed to the suicide of a relative, friend, or acquaintance is approximately 21% [7]. Exposure

to suicide has been linked to increased risk of physical disease and adverse mental health

including depression, posttraumatic stress disorder, and complicated grief [8,9]. The deleteri-

ous effects associated with exposure to suicide may also render some people, particularly ado-

lescents and young adults, at increased risk of suicide and suicide attempt [10].

Combined, the large number of people exposed to suicide and the potential increased risk

of suicide-related outcomes (suicide, suicide attempt, and suicidal ideation) in others mean

that exposure to suicide is a significant public health concern [1]. This is reflected in several

national suicide prevention strategies that recommend postvention interventions for those

bereaved by suicide [11], as well as several international frameworks for the prevention of sui-

cide-related contagion, and the management of suicide and self-harm clusters [12–15]. These

public health strategies have largely focused on exposure to suicide, despite a growing body of

evidence that suggests that exposure to suicide attempt, the behavior most proximal to suicide,

may also be associated with increased risk of suicide-related outcomes [16–19].

Distinguishing between the potential independent effects of exposure to suicide and suicide

attempt is important since measures of morbidity and mortality have markedly different pub-

lic health implications. Yet evidence regarding the independent effects of exposure to suicide

and suicide attempt on subsequent suicide-related outcomes is unclear. A systematic review

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

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and meta-analyses by Geulayov and colleagues [20] showed that exposure to suicide and expo-

sure to suicide attempt of a parent were associated with increased risk of suicide and suicide

attempt in offspring. However, the authors pooled mean effect sizes across subgroups within

studies and did not take into account the dependencies between effect sizes, an approach that

may distort the results of the meta-analyses [21]. Another systematic review by Crepeau-Hob-

son and Leech [19] reported that both exposure to suicide and exposure to suicide attempt

were associated with subsequent suicide-related behavior among friends or acquaintances. But

the authors did not adequately control for studies that reported lifetime prevalence, leaving the

causal direction between exposure to suicide attempt and subsequent suicide-related outcomes

unclear.

Lack of guiding evidence has impeded translation of the evidence into practice. For exam-

ple, it is not currently clear which populations may be at risk, nor whether the risk differs

across outcomes involving suicide, suicide attempt, and suicidal ideation. Sveen and Walby

[22] found inconclusive evidence supporting a relationship between exposure to suicide and

increased risk of suicide-related behavior in others. However, the authors combined studies

reporting exposure in relatives and friends or acquaintances, which may incur different suicide

risk. More recently, systematic reviews that investigated exposure to suicide in friends and

acquaintances have reported a positive association between exposure to suicide and subse-

quent suicide-related outcomes [19,23]. Yet, as noted previously, the causal direction between

exposure and outcome measures were confounded by the inclusion of studies that reported

lifetime prevalence of exposure and outcome measures. Lastly, some studies included outcome

measures that combined suicidal ideation with suicide attempt [24,25] or combined exposure

to suicide and exposure to suicide attempt as a composite measure of exposure to suicidal

behavior [26–28]. Composite measures of exposure to suicidal behavior prevent us from iden-

tifying whether the observed effect is influenced by a true association or the result of a cumula-

tive effect.

Consequently, the effects of prior exposure to suicide and suicide attempt on suicide-related

outcomes have not been reliably quantified, and the factors that moderate this risk are not cur-

rently known. We therefore aimed to conduct a systematic review and multilevel meta-analysis

investigating the independent association between prior exposure to suicide, suicide attempt,

and suicidal behavior (composite measure—suicide or suicide attempt) and subsequent sui-

cide, suicide attempt, and suicidal ideation in relatives, friends, and acquaintances. In doing

so, we aimed to quantify the association between exposure to suicide and suicide attempt and

the full range of suicide-related outcomes, and to identify whether factors such as relationship

to the person who engaged in the initial suicidal act, age of the study population, and study

design characteristics moderate this risk. By using multilevel meta-analyses, we were able to

account for dependencies among multiple effect sizes taken from the same cohort within a

study, an extremely common and challenging aspect of conducting meta-analyses of epidemi-

ological studies [29].

Methods

This work adheres to PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-

Analyses) [30] and MOOSE (Meta-analysis of Observational Studies in Epidemiology) [31]

guidelines (S1 Text) and was prospectively registered with PROSPERO (CRD42018104629).

Deviations from the protocol include the use of exposure to suicidal behavior (composite) and

statistical analyses using multilevel meta-analyses. The association between exposure to suicide

and suicide attempt and grief and mental health outcomes will be reported in a separate sys-

tematic review and meta-analysis.

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Electronic search strategy

We searched MEDLINE, Embase, PsycINFO, Cumulative Index to Nursing and Allied Health

Literature (CINAHL), Applied Social Sciences Index and Abstracts (ASSIA), Sociological

Abstracts, International Bibliography of the Social Sciences (IBSS), and Social Services

Abstracts from inception through 19 November 2019 for observational studies examining the

effects of exposure to suicide, suicide attempt, or suicidal behavior on 1 or more outcomes

relating to suicide, suicide attempt, or suicidal ideation. Search terms relating to exposure to

suicide and suicide attempt as well suicide bereavement, suicide contagion, and suicide clus-

ters were combined using Boolean logic (S2 Text). The search was not limited by time, loca-

tion, year of publication, or language (articles written in a language other than English were

translated using Google Translate). Additional articles were identified by scanning the refer-

ence lists of included articles and previous reviews. One author (NTMH) conducted the initial

search and screening of titles and abstracts. Three authors independently screened the full text

of each potentially eligible article (NTMH, AB, KA, and KW). Discrepancies were resolved by

the first author (NTMH), who also contacted the corresponding authors of primary studies for

additional information.

Study selection and eligibility criteria

Eligible studies reported dichotomous events (both the exposure and outcome were reported

as having occurred or not occurred, yielding a 2 × 2 matrix) or odds ratios (ORs) for exposure to suicide, suicide attempt, or suicidal behavior and subsequent suicide, suicide attempt, or

suicidal ideation. Exposure to suicide, suicide attempt, or suicidal behavior was determined

from self-reported measures, informant interviews, official records (such as hospital admission

records), or data linkage to death certificates. Outcomes involving suicide, suicide attempt, or

suicidal ideation were determined from self-reported measures, informant interviews, or offi-

cial records, such as death certificates, coroner reports, or hospital admission records. Cohort,

case–control, and cross-sectional study designs were eligible if the study was reported in a

peer-reviewed journal and the temporal sequence between the exposure and outcome was

specified. For cross-sectional studies, the temporal sequence between exposure and outcome

was established if the outcome measurement occurred after the exposure (e.g., the study asked

participants if they had made a suicide attempt after exposure to the suicide of another). Par-

ticipants of any age who were exposed to prior suicide or suicide attempt were eligible if the

sample was mainly, or solely, drawn from the general population, as opposed to a clinical or

other high-risk population (e.g., inpatients or prison detainees). Eligible control groups

included individuals who did not report prior exposure to suicide, suicide attempt, or suicidal

behavior in others.

Studies were excluded if findings from a non-exposed (control) group were not reported,

or the control group was composed of participants exposed to other modes of death (e.g., acci-

dent or natural causes). Studies that reported estimates of lifetime prevalence as well as studies

that did not establish the temporal sequence between exposure and suicide-related outcomes

(e.g., the study reported 12-month prevalence of the outcome, but prior exposure to suicide

was not indicated) were excluded. Finally, studies that reported outcomes following exposure

to media reports of suicide (including fictional and non-fictional portrayals) or non-suicidal

self-injury were excluded.

Data collection and coding

Two independent reviewers (NTMH and KK) extracted data using a standardized data collec-

tion form. A description of the a priori moderators of risk included in the study are presented

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in S1 Table. Dichotomous data were favored over ORs. When dichotomous events were not

available, unadjusted ORs were recorded. For studies with multiple follow-up time points,

only data from the longest time point were extracted [32]. Studies that included participants

from the same population during overlapping time periods (e.g., nationwide data registry stud-

ies that reported suicide deaths from overlapping time periods) were included only if the stud-

ies reported different relationships (e.g., relatives and friends and acquaintances) or different

suicide-related outcomes. When studies combined measures of exposure to the suicide of a rel-

ative or friend, we contacted primary authors for disaggregated data. If these data were not

available, the relationship between the exposed individual and the individual(s) who engaged

in suicidal behavior was determined by a majority rule (the relationship that occurred most

frequently as indicated in >50% of the total sample). Similarly, if the age of participants

included a combination of youths and adults, the age of the population was categorized in

favor of the age group that exceeded 50% of the overall population. Study-level data are pro-

vided as S1 Data.

Multilevel meta-analysis rationale and data analysis

Since 16/34 (47%) studies reported multiple exposure and/or outcome measures in the same

sample of participants, the assumption of independent estimates for a traditional meta-analysis

was not met. We therefore used a 3-level meta-analysis, which parallels traditional random

effects meta-analyses. The main difference is that dependent effect sizes (due to multiple sub-

groups or outcome measures within studies) are nested within studies (level 2) before these are

pooled across studies (level 3). Thus, t2 ð2Þ

is the variance within studies while t2 ð3Þ

is the variance

between studies. This approach allows for the investigation of heterogeneity not only between

but also within studies [33]. For clarity, we use the general term “multilevel” throughout to

describe our analyses.

We conducted a multilevel meta-analysis with the maximum likelihood estimation method

using the metaSEM package [34] for R version 3.6.0. For the main analysis, we used dichoto-

mous event data to calculate the pooled OR with the accompanying 95% confidence interval

(CI) for risk of suicide, suicide attempt, and suicidal ideation within exposed and non-exposed

individuals. When event data were not available, we used unadjusted ORs. Meta-analyses were

conducted separately for exposure to suicide, suicide attempt, and suicidal behavior. Heteroge-

neity was quantified as variance in true effects within (t2 ð2Þ

) and between (t2 ð3Þ

) studies. We also

report the I2 statistic, which represents the proportion of variance in true effects out of total variance for each level (i.e., I2

ð2Þ and I2

ð3Þ ), along with its 95% confidence interval. Maximum

likelihood mixed-effects analyses were used to examine effect moderators via subgroup analy-

sis and to explain heterogeneity (quantified as R2) for each level. Since the multilevel model does not provide study-level effect estimates, forest plots present the mean OR of each study

but report the pooled 3-level estimate. Small study effect (“publication bias”) was assessed by

visually inspecting funnel plots of mean log ORs against standard error for asymmetry [35].

When at least 10 studies were available for analysis, we formally assessed funnel plot asymme-

try using a multilevel analogue of Egger’s test of the intercepts [36].

Risk of bias and quality assessment

Study quality was assessed using the National Heart, Lung, and Blood Institute quality assess-

ment tool for observational studies [37]. The original tool contains 14 criteria that determine

potential sources of bias in the study population and selection of participants, outcome and

exposure measurement, blinding, confounding, and attrition. An overall rating of “good,”

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“fair,” or “poor” was provided for each independent study. Three independent reviewers con-

ducted assessments (NTMH, AP, and AC), and any discrepancies were settled through discus-

sion and finalized by the primary author (NTMH).

Results

Study selection

The initial search identified 21,868 records, of which 8,320 were duplicates. A total of 13,548

records were screened based on title and abstract (Fig 1). The full-text versions of 760 records

were assessed, 10 of which were obtained from searching the reference lists of existing reviews.

The authors of 6 studies were contacted [38–43], and information or additional data provided

for 2 studies [39,41]. A total of 167 records reported outcomes relating to suicide, suicide

attempt, or suicidal ideation. Of these, 73 articles reported lifetime prevalence estimates, 35

studies involved overlapping populations or superseded time points, and 2 studies did not

report ORs or accompanying effect sizes: These articles were therefore excluded from the meta-

analysis. One study [44] was excluded because it reported an OR of 36.4, and 1 study [45] was

excluded because it reported an OR of 18; both studies were prone to artifacts introduced by

quasi-separation (S2 Table; S3 Text). The final dataset included 34 independent studies, which

comprised 71 effect sizes (exposure to suicide: k = 42 across n = 22 studies; exposure to suicide attempt: k = 19 across n = 13 studies; exposure to suicidal behavior: k = 10 across n = 5 studies).

Characteristics of studies

Thirty-four studies were included in the meta-analysis (N = 13,923,029; Table 1). In terms of exposure to suicide, 22 studies (N = 13,607,708) provided a total of 42 effect sizes for suicide (k = 24), suicide attempt (k = 15), and suicidal ideation (k = 3). For exposure to suicide attempt, 13 studies (N = 342,516) provided a total of 19 effect sizes for suicide (k = 3) and suicide attempt (k = 16). For exposure to suicidal behavior (composite measure—suicide or suicide attempt), 5 studies (N = 2,145) provided a total of 10 effect sizes for suicide (k = 7) and suicide attempt (k = 3). Studies were from a range of geographic settings including Australia/New Zea- land [46–48], North America [16,18,28,49–57], Europe [17,41,58–63], East Asia [26,27,64–69],

the Middle East [39,42], and South America [70]. Overall, 20/34 studies involved youths aged

25 years or less. Overall exposure was determined by informant interviews in 14/34 (41%)

studies, self-report measures in 12/34 (35%) studies, and official death records in 8/34 (24%)

studies. A total of 6/34 (18%) studies reported separate effect sizes for exposure to suicide and

exposure to suicide attempt, and 5/34 (15%) studies reported effect sizes for both exposure in

relatives and exposure in friends. In terms of outcome measurements, most studies (23/34,

68%) used official hospital admission or death records, followed by self-report measures (10/

34, 29%) and informant interviews (1/34, 3%). One study (1/34, 3%) reported outcomes for

both suicide attempt and suicidal ideation following exposure to suicide. No studies reported

suicidal ideation outcomes following exposure to suicide attempt or suicidal behavior. Lastly, 3

studies included exposure and outcome measurements of deliberate self-harm, irrespective of

intent [48,59,62]. The remaining studies did not define suicide attempt [16,18,42,52,54,57,

59,70], or defined suicide attempt as an act involving explicit intent to die [16,17,28,39,47,49–

51,53,56,64].

Study quality

Studies were most commonly rated fair (13/34) and good (13/34), followed by poor (8/34; S3

Table). The 13 good-quality studies tended to comprise cohort or case–control study designs

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and had clearly defined and valid exposure and outcome measures that were verified using

official hospital or death records. The 8 studies that were rated poor tended to combine

Fig 1. Flowchart of included studies.

https://doi.org/10.1371/journal.pmed.1003074.g001

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Table 1. Characteristics of included studies.

Study, location,

study design

Exposed

population, mean

age or age range

(years), percent

female, total sample

size

Exposure Definition of exposure Outcome(s) Definition of outcome(s) Exposure ascertainment Study

quality

Agerbo 2003 [58],

Denmark, case–

control

Adult b , age

range = 9–44,

24.52% female, N = 4,444,297

Suicide of relative (any

relative) a

Official records: Cause of

death register. Exposure(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959),

intentional self-harm (ICD-

10: X60–X84), and sequelae

of intentional self-harm

(ICD-10: Y870).

Suicide Official death records: Cause

of death register. Outcome(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959),

intentional self-harm (ICD-

10: X60–X84), and sequelae

of intentional self-harm

(ICD-10: Y870).

The outcome occurred after

the date of the exposure

determined through data

linkage.

Good

Almeida 2012 [46],

Australia, cross-

sectional

Adult, mean

age = 70.5, age

range = 60–101,

58.7% female, N = 21,290

Suicide of relative (first-

degree relative) b

Self-report: Participants were

asked if any immediate family

member had died by suicide.

Suicidal

ideation

Self-report: Participants

completed the Depressive

Symptom Inventory

Suicidality Subscale.

Determined by current

suicidal ideation (persistent

over the last 2 weeks).

Exposure occurred at least 2

months prior.

Good

Brent 1996a [51],

US, cohort

Youth, mean

age = 20.8, 46.6%

female, N = 341

Suicide of friend or

acquaintance

Informant: Suicide death in

the family.

Suicide

attempt

Self-report: Participants were

asked if they have engaged in

deliberate self-harm with

intent to die.

New onset of suicide

attempt since exposure.

Good

Brent 1996b [50],

US, cohort

Youth, mean

age = 20.2, 50%

female, N = 44

Suicide of relative

(sibling)

Self-report: Suicide death in

the family.

Suicide

attempt

Self-report: Participants were

asked if they have engaged in

deliberate self-harm with

intent to die.

New onset of suicide

attempt since exposure.

Good

Christiansen 2011

[59], Denmark,

case–control

Youth, mean

age = 17.49, 78.75%

female, N = 69,649

Suicide of relative

(parent)

Official records: Exposure(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959)

and intentional self-harm

(ICD-10: X60–X84).

Suicide

attempt

Hospital admission records:

Outcome(s) determined by

ICD codes for suicide and

self-inflicted injury (ICD-8/9:

E950–E959), intentional self-

harm (ICD-10: X60–X84),

self-poisoning event of

undetermined intent (ICD-

10: Y10–Y34), injury of

muscle and tendon at neck

level (ICD-10: S617–S619),

sequelae of poisoning by

drugs, medicaments and

biological substances (ICD-

10: T36–T60), and toxic effect

of unspecified substance

(ICD-10: T65).

The outcome occurred after

the date of the exposure

determined through data

linkage.

Good

Gravseth 2010 [61],

Norway, cohort

Adult b , age

range = 19–37,

48.82% female, N = 610,359

Suicide of relative

(parent)

Official records: Exposure(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959)

and intentional self-harm

ICD-10: (X60–X84).

Suicide Official death records:

Outcome(s) determined by

ICD codes for suicide and

self-inflicted injury (ICD-9:

E950–E959) and intentional

self-harm (ICD-10: X60–

X84).

The outcome occurred after

the date of the exposure

determined through data

linkage.

Good

Giupponi 2018 [41],

Italy, case–control a

Adult, mean

age = 48.25, 38.16%

female, N = 262

Suicide of relative (any

relative)

Informant: Participants were

asked if there was a history of

suicide in the family.

Informed by at least 2 people

including relatives or close

friends.

Suicide Official death records: Cause

of death hospital forensic

post-mortem records.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Lee 2018 [66],

Taiwan, cohort

Youth, 63.4% aged

<17, 47.75% female,

N = 438,330

Suicide of relative

(parent)

Official records: Taiwan

death registry. Exposure(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959),

intentional self-harm (ICD-

10: X60–X84), and sequelae

of intentional self-harm

(ICD-10: Y870).

Suicide Official death records:

Taiwan death registry.

Outcome(s) determined by

ICD codes for suicide and

self-inflicted injury (ICD-8/9:

E950–E959), intentional self-

harm (ICD-10: X60–X84),

and sequelae of intentional

self-harm (ICD-10: Y870).

The outcome occurred after

the date of the exposure

determined through data

linkage.

Good

(Continued)

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Table 1. (Continued )

Study, location,

study design

Exposed

population, mean

age or age range

(years), percent

female, total sample

size

Exposure Definition of exposure Outcome(s) Definition of outcome(s) Exposure ascertainment Study

quality

Liu 2019 [67],

China, case–

control a

Adult, mean

age = 60.87, 43.15%

female, N = 380

Suicide of relative (any

relative)

Informant: Informants were

asked if there was a history of

suicide in the family.

Informed by at least 1 relative

or close friend.

Suicide Official death records: Center

for Disease Control and

Prevention records of suicide.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Conner 2007 [64],

China, case–control

Adult b , age range

<18 to 55+ (64%

aged <35), 76%

female, N = 554

Suicide of friend or

acquaintance c

Self-report: Participants were

asked if there was a history of

suicide in an associate or

relative.

Suicide

attempt

Hospital admission records:

Hospital admission for

intentional suicide attempt.

All participants were

hospitalized for suicide

attempt at the time that

prior exposure was

measured.

Fair

Foster 1999 [60],

Ireland, case–

control a

Adult b , age range

<20 to 79 (32%

aged <29), 28.2%

female, N = 230

Suicide of relative (any

relative)

Informant: Informants were

asked if there was a family

history of suicide. Informants

not indicated but were

“bereaved” by suicide.

Suicide Official death records:

Coroner-determined suicide

death.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Gray 2014 [55], US,

case–control a

Adult, mean

age = 39.9, 32.5%

female, N = 423

Suicide of relative (any

relative)

Informant: Informants were

asked if there was a family

history of suicide. Informed

by next of kin.

Suicide Official death records: Cause

of death register, Utah Office

of the Medical Examiner.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Katibeh 2018 [42],

Iran, case–control

Youth, mean

age = 15.5, age

range � 18, percent

female not reported,

N = 300

Suicide of relative

(parent)

Self-report: Participants were

asked if there was a history of

suicide in their parents.

Suicide

attempt

Hospital admission records:

Hospital admission records

for suicide attempt.

All participants were

hospitalized for suicide

attempt at the time that

prior exposure was

measured.

Poor

Swanson & Colman

2013 [57], Canada,

cohort (cross-

sectional analyses)

Youth, age

range = 12–15,

50.1% female, N = 22,064

Suicide of friend or

acquaintance

Self-report: Participants were

asked whether anyone in

their school had died by

suicide (schoolmate’s suicide)

and whether they personally

knew anyone who had died

by suicide.

Suicide

attempt

and suicidal

ideation

Self-report (suicide attempt):

Participants were asked to

report the number of suicide

attempts they had made in

the past year, and participants

were asked if they had

seriously considered

attempting suicide in the past

year.

Prior exposure measured at

baseline, and subsequent

suicide attempt was based

on participants who

reported having made a

suicide attempt within the

2-year follow-up period.

Fair

Tidemalm 2011

[63], Sweden, case–

control

Adult b , population-

based study (all

ages), age/sex not

reported, N = 7,969,645

Suicide of relative

(sibling, parent, or

spouse)

Official records: Cause of

death register. Exposure(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959),

intentional self-harm (ICD-

10: X60–X84), and sequelae

of intentional self-harm

(ICD-10: Y870).

Suicide Official death records: Cause

of death register. Outcome(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959),

intentional self-harm (ICD-

10: X60–X84), and sequelae

of intentional self-harm

(ICD-10: Y870).

The outcome occurred after

the date of the exposure.

Good

Vijayakumar 1999

[69], India, case–

control a

Adult b , age

range = 15 to 60+

(48.5% aged �24),

45.0% female, N = 200

Suicide relative (any

relative)

Informant: Informants were

asked if there was a history of

completed suicide in the

family. Informed by family

members.

Suicide Official death records:

Coroner-determined suicide

death.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Brent 2015 [49], US,

cohort

Youth, mean

age = 17.7, 48.1%

female, N = 42

Suicide attempt of

relative (parent)

Informant: Informants were

asked if a family member had

made a suicide attempt,

defined as a self-destructive

act that resulted in potential

or actual tissue damage with

inferred or explicit intent to

die. Informed by parents of

cases and controls.

Suicide

attempt

Self-report: Participants were

asked if they had made a

suicide attempt, defined as a

self-destructive act that

resulted in potential or actual

tissue damage with inferred

or explicit intent to die.

Number of new events of

suicide attempt during

5-year follow-up period.

Good

(Continued)

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Table 1. (Continued )

Study, location,

study design

Exposed

population, mean

age or age range

(years), percent

female, total sample

size

Exposure Definition of exposure Outcome(s) Definition of outcome(s) Exposure ascertainment Study

quality

Gould 1996 [54],

US, case–control a

Youth, age

range � 18, 20.1%

female, N = 267

Suicide attempt of

relative (parent)

Informant: Informants were

asked if there was a history of

first- and second-degree

relatives who died by suicide

or made a suicide attempt.

Informed by parents or other

adult who lived with the

deceased.

Suicide Official death records:

Coroner-determined suicide

death.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Hu 2017 [48],

Australia, case–

control

Youth, age

range = 10–19,

62.4% female, N = 150,171

Suicide attempt of

relative (parent)

Official records: Data linkage

records for admission to

hospital for deliberate self-

harm.

Suicide

attempt

Hospital admission records:

Outcome(s) determined by

ICD codes for suicide and

self-inflicted injury (ICD-8/9:

E950–E959), injury

undetermined whether

accidentally or purposely

inflicted (ICD-8/9: E980–

E989), intentional self-harm

(ICD-10: X60–X84), and

sequelae of intentional self-

harm (ICD-10: Y870).

The outcome occurred after

the date of the exposure

determined through data

linkage.

Good

Lewinsohn 1994

[56], US, cohort

Youth, mean

age = 16.5, age

range = 14–18, 54%

female, N = 1,508

Suicide attempt of

friend or acquaintance

Self-report: Participants were

asked if they knew a friend

who had attempted suicide.

Suicide

attempt

Self-report: Participants were

asked if they have made an

attempt to kill themselves.

Prior exposure measured at

baseline, and subsequent

suicide attempt was based

on participants who

reported having made a

suicide attempt within the

1-year follow-up period.

Good

Mittendorfer-Rutz

2008 [62], Sweden,

case–control

Youth, mean

age = 19.1, 66.9%

female, N = 158,840

Suicide attempt of

relative (first-degree

relative)

Official records: Hospital

admissions inpatient care

register. Exposure(s)

determined by ICD codes for

suicide and self-inflicted

injury (ICD-8/9: E950–E959),

injury undetermined whether

accidentally or purposely

inflicted (ICD-8/9: E980–

E989), intentional self-harm

(ICD-10: X60–X84), and

sequelae of intentional self-

harm (ICD-10: Y870).

Suicide

attempt

Hospital admission records:

Outcome(s) determined by

ICD codes for suicide and

self-inflicted injury (ICD-8/9:

E950–E959), injury

undetermined whether

accidentally or purposely

inflicted (ICD-8/9: E980–

E989), intentional self-harm

(ICD-10: X60–X84), and

sequelae of intentional self-

harm (ICD-10: Y870).

All participants were

hospitalized for deliberate

self-harm at the time that

prior exposure was

measured.

Good

Nrugham 2008 [17],

Norway, cohort

Youth, mean

age = 14.9, age

range = 15–20,

50.8% female, N = 265

Suicide attempt of

friend or acquaintance

Self-report: Participants were

asked if they knew a friend

who had attempted suicide.

Suicide

attempt

Self-report: Participants were

asked if they have ever tried

to intentionally commit

suicide.

Prior exposure measured at

baseline, and subsequent

suicide attempt was based

on participants who

reported having made a

suicide attempt within the

1-year follow-up period.

Poor

Hishinuma 2018

[16], US, cohort

Youth, age

range = 13–21, 54%

female, N = 2,083

Suicide attempt of

relative (any relative)

and suicide attempt of

friend or acquaintance

Self-report: Participants were

asked if a family member or

friend had tried to commit

suicide.

Suicide

attempt

Self-report: Participants were

asked if they had tried to

commit suicide in the past 6

months (Major Life Events

Scale).

Prior exposure measured at

baseline, and subsequent

suicide attempt was based

on participants who

reported having made a

suicide attempt during the

5-year follow-up period.

Good

Ahmadi 2015 [39],

Iran, case–control

Youth, mean

age = 29 (60% aged

�25), 76.0% female,

N = 453

Suicide of relative (first

and second degree) and

suicide attempt of

relative (first and

second degree)

Self-report: Suicide history in

family and sibling, and

parent’s history of suicide

attempt.

Suicide

attempt

Hospital admission records:

Hospital admission for

deliberate self-inflicted

immolation with suicide

intent.

All participants were

hospitalized for suicide

attempt at the time that

prior exposure was

measured.

Fair

(Continued)

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Table 1. (Continued )

Study, location,

study design

Exposed

population, mean

age or age range

(years), percent

female, total sample

size

Exposure Definition of exposure Outcome(s) Definition of outcome(s) Exposure ascertainment Study

quality

Chachamovich 2015

[52], Canada, case–

control a

Youth, mean

age = 23.4 d

age

range = 1–25, 7.5%

female, N = 240

Suicide of relative (any

relative); suicide

attempt of relative (any

relative)

Informant: Informants were

asked if there was a history of

suicide completion or suicide

attempt in family. Informed

by spouses, parents, or close

friends of the deceased.

Suicide Official death records:

Coroner-determined suicide

death.

Psychological autopsy—

suicide occurred after

exposure.

Fair

Chan 2018 [47],

New Zealand, cross-

sectional

Youth, age

range = 13–19

(98.7% aged �17),

54.3% female, N = 8,497

Suicide of relative (any

relative) and friend or

acquaintance; suicide

attempt of relative (any

relative) and friend or

acquaintance

Self-report: Participants were

asked if there was a history of

suicide among their family or

friends. For exposure to

suicide attempt, participants

were asked if anyone in their

family or friends ever tried to

kill themselves (attempted

suicide?).

Suicidal

ideation

Self-report: Participants were

asked if they have made an

attempt to kill themselves.

Exposure occurred >1 year

ago, but ideation based on

symptoms in the past year.

Fair

Garfinkel 1982 [53],

Canada, case–

control

Youth, mean

age = 15.2, age

range = 6–21, 75.4%

female, N = 1,010

Suicide of relative

(parent); suicide

attempt of relative

(parent)

Official records: Chart review

of family history of suicide

attempts or suicide

(completed suicide).

Suicide

attempt

Hospital admission records:

Hospital admission for

suicide attempt with a

conscious intent to die.

All participants were

hospitalized for suicide

attempt at the time that

prior exposure was

measured.

Poor

Palacio 2007 [70],

Colombia, case–

control a

Adult b , median

age = 29, 19.4%

female, N = 216

Suicide of relative (any

relative); suicide

attempt of relative (any

relative)

Informant: Informants were

asked if there was a history of

suicide or suicide attempt in

the family. Informed by

relatives and medical

documents.

Suicide Official death records:

Medical legal records of

suicide cause of death.

Psychological autopsy—

suicide occurred after

exposure.

Poor

Thompson 2011

[18], US, cohort

Youth, mean

age = 15.5, age

range = 11–21,

49.1% female, N = 18,924

Suicide of relative (any

relative) a

and friend or

acquaintance; suicide

attempt of relative (any

relative) a

and friend or

acquaintance

Self-report: Participants were

asked if a friend or family

member had died by suicide.

For exposure to suicide

attempt, participants were

asked if a friend or family

member had made a suicide

attempt.

Suicide

attempt

Self-report: Participants were

asked whether they had

attempted suicide within the

12 months before the survey.

Prior exposure measured at

baseline, and subsequent

suicide attempt was based

on participants who

reported having made a

suicide attempt during wave

III (7 years later).

Fair

Phillips 2002 [68],

China, case–

control a

Adult b , age

range = 10 to 75+

(70% aged �30),

52% female, N = 1,055

Suicidal behavior

(composite) of relative

(any relative)

Informant: Informants were

asked if there was a family

history of suicidal behavior

(suicide attempts or suicide).

Informed by family members

of the deceased or close

associates.

Suicide Official death records:

Medical legal records of

suicide cause of death.

Psychological autopsy—

suicide occurred after

exposure.

Poor

Cheng 2000 [26],

Taiwan, case–

control a

Adult b , mean

age = 43.9, age

range = 15–60,

39.8% female, N = 339

Suicidal behavior

(composite) of relative

(any relative)

Informant: Informants were

asked if there was a family

history of suicidal behavior

(suicide attempts or suicide).

Informed by family members

of the deceased.

Suicide Official death records: Suicide

as determined by prosecutor

and coroner reports.

Psychological autopsy—

suicide occurred after

exposure.

Poor

Maniam 1994 [27],

US, case–control a

Adult b , mean

age = 28.5, age

range = 11–75, 50%

female, N = 40

Suicidal behavior

(composite) of relative

(any relative)

Informant: Informants were

asked if there was a family

history of suicidal behavior

(suicide attempts or suicide).

Informed by parents, spouses,

or other adults who lived with

the deceased.

Suicide Official death records:

Medical legal records of

suicide cause of death.

Psychological autopsy—

suicide occurred after

exposure.

Poor

Jollant 2014 [65],

US, case–control a

Youth, age

range = 15–64

(56.25% aged �24),

25% female, N = 45

Suicidal behavior

(composite) of relative

(any relative)

Informant: Informants were

asked if there was a family

history of suicidal behavior

(suicide attempts or suicide).

Informed by members of the

community who knew the

deceased.

Suicide Informant: Suicide death

reported by informants.

Psychological autopsy—

suicide occurred after

exposure.

Poor

(Continued)

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exposure to suicide and suicide attempt into a composite measure of exposure to suicidal

behavior, did not provide adequate definitions of exposure to suicide or suicide attempt, and

did not provide information on case ascertainment for suicide-related outcomes.

Results of the multilevel meta-analysis

Exposure to suicide. Across 42 effect sizes from 22 studies, exposure to suicide was associated

with 2.94-fold (95% CI = 2.30 to 3.75, P < 0.001; Fig 2) increased odds of suicidal behavior (suicide or suicide attempt). Heterogeneity within and between studies was comparable (t2

ð2Þ =

0.13, I2 ð2Þ

= 47%, 95% CI 15% to 94%; t2 ð3Þ

= 0.132, I2 ð3Þ

= 48%, 95% CI 1% to 81%). The funnel

plot revealed evidence of asymmetry, which may indicate evidence of small study effect

(Egger’s intercept = 0.675, 1-tailed P = 0.06; S1 Fig). Results from the subgroup analysis showed that exposure to suicide was associated with increased odds of suicide (k = 24, OR = 3.23, 95% CI = 2.32 to 4.51, P < 0.001) and suicide attempt (k = 15, OR = 2.91, 95% CI = 2.01 to 4.23, P < 0.001). However, there was no evidence of an association with suicidal ideation (k = 3, OR = 1.85, 95% CI = 0.97 to 3.51, P = 0.06; Q between subgroups = 2.22, df = 2, P = 0.33, R2

ð2Þ = 11.8%, R2

ð3Þ = 0%). The odds of later suicidal behavior were comparable

when the exposure to suicide occurred in relatives (k = 34, OR = 3.07, 95% CI = 2.35 to 4.01) and friends and acquaintances (k = 8, OR = 2.42, 95% CI = 1.50 to 3.91; Q = 0.77, df = 1, P = 0.38, R2

ð2Þ = 0%, R2

ð3Þ = 2.7%). No further significant moderators relating to study design charac-

teristics were identified (Table 2).

Table 1. (Continued )

Study, location,

study design

Exposed

population, mean

age or age range

(years), percent

female, total

sample size

Exposure Definition of exposure Outcome

(s)

Definition of outcome(s) Exposure ascertainment Study

quality

Mercy 2001 [28],

US, case–control

Youth, age

range = 13–35

(50.3% aged

�24), 54.5%

female, N = 666

Suicidal behavior

(composite) of

relative (any

relative); suicidal

behavior

(composite) of friend

or acquaintance

Self-report: Participants

were asked if their friends

or family had committed

suicide or made a suicide

attempt.

Suicide

attempt

Hospital admission

records: Hospital

admission for nearly

lethal suicide attempt,

defined as those in which

the person probably

would have died if they

had not received

emergency medical or

surgical intervention or in

which the attempter

unequivocally used a

method with a high case

fatality ratio (i.e., a gun or

a noose) and sustained an

injury, regardless of

severity.

All participants were

hospitalized for suicide

attempt at the time that

prior exposure was

measured.

Fair

a Psychological autopsy study.

b Majority of the population aged >24 years and therefore categorized as adults.

c Exposure was a composite measure of suicide in a relative or friend; however, the majority were exposed to a friend’s suicide.

d Exposure was a composite measure of suicidal behavior, but exposure to suicide was only 1%, and therefore the exposure was coded as exposure to suicide attempt.

ICD, International Classification of Diseases.

https://doi.org/10.1371/journal.pmed.1003074.t001

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Exposure to suicide attempt. Across 19 effect sizes from 13 studies, exposure to suicide

attempt was associated with 2.99-fold (95% CI = 2.19 to 4.09, P < 0.001; Fig 3) increased odds of suicidal behavior. Heterogeneity within studies was 9% (t2

ð2Þ = 0.022, I2

ð2Þ = 9%, 95% CI 1% to

54%), while heterogeneity between studies was substantially larger (t2 ð3Þ

= 0.22, I2 ð3Þ

= 88%, 95%

CI 42% to 97%). Inspection of the funnel plot did not reveal evidence of small study effect

(Egger’s intercept = −0.453, P = 0.33; S2 Fig). Results from subgroup analysis revealed that exposure to suicide attempt was associated with greater odds of subsequent suicide attempt

(k = 16, OR = 3.53, 95% CI = 2.63 to 4.73, P < 0.001) but not suicide death (k = 3, OR = 1.64, 95% CI = 0.90 to 2.98, P = 0.10; Q between subgroups = 4.22, df = 1, P = 0.04, R2

ð2Þ = 0%, R2

ð3Þ =

3.8%). Significant between-group differences were observed for study design, with cross-sec-

tional studies reporting greater odds of subsequent suicidal behavior (k = 2, OR = 8.23, 95% CI = 4.70 to 14.30, P < 0.001) compared to case–control studies (k = 10, OR = 2.74, 95% CI = 2.04 to 3.69, P < 0.001) and cohort studies (k = 7, OR = 2.69, 95% CI = 1.82 to 3.99, P < 0.001; Q between subgroups = 7.35, df = 2, P = 0.02, R2

ð2Þ = 0%, R2

ð3Þ = 72.8%). Finally, modera-

tor analyses revealed that psychological autopsy studies (k = 3, OR = 1.64, 95% CI = 0.90 to 2.99, P = 0.127) were associated with reduced odds of suicidal behavior compared to non-psy- chological autopsy studies (k = 16, OR = 3.53, 95% CI = 2.63 to 4.73, P < 0.001, Q-between subgroups = 4.22, df = 1, P = 0.03, R2

ð2Þ = 0%, R2

ð3Þ = 38.4%). No further significant differences

were observed for the remaining moderators (Table 3).

Exposure to suicidal behavior. Across 10 effect sizes from 5 independent studies, expo-

sure to suicidal behavior (composite measure—suicide or suicide attempt) was associated with

2.58-fold (95% CI = 1.25 to 5.35, P = 0.01) increased odds of suicidal behavior (Fig 4). Hetero- geneity within and between studies was comparable (t2

ð2Þ = 0.283 I2

ð2Þ = 38%; t2

ð3Þ = 0.40, I2

ð3Þ =

53%). Visual inspection of the funnel plot did not reveal evidence of small study effect (S3 Fig).

However, a formal test of asymmetry was not conducted due to insufficient studies. Results

from the subgroup analysis revealed that exposure to suicidal behavior was associated with

greater odds of suicide (k = 7, OR = 3.83, 95% CI = 2.38 to 6.17, P < 0.001) but not suicide attempt (k = 3, OR = 1.10, 95% CI = 0.69 to 1.76, P = 0.90; Q between subgroups = 5.02, df = 1, P = 0.02, R2

ð2Þ = 31.6%, R2

ð3Þ = 100%). The odds of suicidal behavior were also greater when the

exposure occurred in relatives (k = 8, OR = 3.09, 95% CI = 1.53 to 6.26, P = 0.001) compared to friends and acquaintances (k = 2, OR = 1.33, 95% CI = 0.69 to 2.92, P = 0.48; Q between sub- groups = 5.20, df = 1, P = 0.02, R2

ð2Þ = 86.2%, R2

ð3Þ = 0%). No significant differences were

observed for the remaining moderators (Table 4).

Discussion

Based on findings from 34 studies of mostly good and fair quality, encompassing 13,923,029

participants and 71 effect sizes, we found that prior exposure to suicide was associated with sig-

nificantly greater odds of suicidal behavior (suicide or suicide attempt; OR = 2.94). Results of

the moderator analysis revealed that prior exposure to suicide was associated with 3.23-fold

increased odds of suicide and 2.91-fold increased odds of suicide attempt, while there was no

evidence of an association between exposure to suicide and subsequent suicidal ideation.

These findings remained robust across cohort, case–control, and cross-sectional studies, as

well as exposure and outcome measurements encompassing informant interview, self-report,

and official records (e.g., coroner reports, hospital admission records, or data linkage with

birth and death registries).

Exposure to suicide attempt was associated with increased odds of suicidal behavior

(OR = 2.99). However, moderator analyses revealed that the association of exposure to suicide

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

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attempt with suicide-related outcomes was significant only for suicide attempt (OR = 3.53),

not for suicide death (OR = 1.64). These findings were demonstrated across 19 effect sizes

from 13 studies of mostly fair quality, and corroborated by 3 large population-based studies

using data linkage or hospital admission records for suicide attempt [48,59,62]. Exposure to

suicidal behavior (suicide or suicide attempt) was associated with a 2.58-fold increased odds of

suicidal behavior, but moderator analysis revealed that this was significant only for outcomes

relating to suicide death (OR = 3.83), not suicide attempt (OR = 1.10). These findings were

demonstrated across 10 effect sizes from 5 studies, the majority of which involved psychologi-

cal autopsy methodologies.

Our analyses update and further specify the findings from previous systematic reviews,

which included estimates from studies reporting lifetime prevalence or did not differentiate

between the independent effects associated with exposure to suicide and exposure to suicide

attempt [19,22,23]. The finding that exposure to suicide was associated with an increased odds

of suicide and suicide attempt—in contrast to exposure to suicide attempt, which was associ-

ated with an increased odds of suicide attempt only—indicates that exposure to suicide and

suicide attempt do not incur uniform risk across the range of suicide-related outcomes. This

was corroborated by our analysis of exposure to suicidal behavior, which found that this com-

posite measure was associated with increased odds of suicide but not suicide attempt, a finding

that was inconsistent with our separate analyses of exposure to suicide and exposure to suicide

attempt. Taken together, the present findings raise questions about the conceptual value of

combining suicide and suicide attempt as a composite measure of suicidal behavior, and sug-

gest that future research and public health policies should refrain from combining these expo-

sures and outcomes into 1 composite measure of suicidal behavior.

Evidence from 2 studies [46,57] suggests that exposure to suicide may be associated with

increased risk of suicidal ideation, especially in older adults [46]. Conversely, results from a

single cohort study in youths [57] indicate higher risk for suicide attempt than for suicidal ide-

ation, pointing once more to lack of uniformity across populations and outcomes. Moreover,

theoretical and empirical accounts suggest that while exposure to suicide may contribute to

subsequent suicidal ideation to some extent, its effect on people with a history of suicidal idea-

tion may be more pronounced [71], as this experience might reduce cognitive and practical

barriers to acting on one’s suicidal thoughts [46,72,73]. A more comprehensive look at this

interaction may have important practical implications for developing specific interventions for

this high-risk population, in particular interventions guided by the “ideation-to-action frame-

work” [71] that aim to reduce acquired capability for suicidal behavior among individuals

exposed to suicide.

The increased risks associated with exposure to suicide for outcomes relating to suicide and

suicide attempt in the current meta-analyses suggest that further consideration should be

given towards developing interventions that target suicide-related outcomes in those bereaved

by suicide. To date, interventions targeting those exposed to suicide have largely focused on

bereavement-related factors such as grief, reduced social support, and stigma [74,75].

Although previous studies have shown that these factors are elevated among those bereaved by

suicide as opposed to other modes of death, there remains a dearth of studies that investigate

the effectiveness of interventions on suicide and suicide attempt behavior. A recent review by

Andriessen and colleagues [74], for example, found 3 controlled studies [76–78] that investi-

gated the effectiveness of an intervention on suicidal ideation and found no studies that

included outcomes related to suicide or suicide attempt.

Although we did not observe a significant association between exposure to suicide attempt

and subsequent suicide, the specific relationship between exposure to suicide attempt and sub-

sequent suicide attempt is noteworthy, since suicide attempt is associated with significant

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disruptions to an individual’s milieu, and has been linked to adverse psychosocial and mental

health stressors that persist later in life [5]. The findings from our analysis of exposure to

Fig 2. Forest plots of exposure to suicide and subsequent suicide, suicide attempt, and suicidal ideation outcomes.

CI, confidence interval; OR, odds ratio.

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suicide attempt also provide some insight into the mechanisms underlying the observed asso-

ciation between exposure to suicide and exposure to suicide attempt and the suicide-related

outcomes. Arguably, the absence of bereavement-related factors and the specific association

between exposure to suicide attempt and subsequent suicide attempt support the hypothesis

that suicidal individuals may model, or imitate, suicide-related behavior that they see in others

[10]. An imitation model is consistent with previous studies that have shown that increased

risk of suicide-related behavior following exposure to both suicide and suicide attempt is not

significantly moderated by preexisting risk factors such as depression, anxiety, and hospital

admission for mental health [79,80]. The finding that exposure to suicide is associated with sig-

nificant increased odds of suicide attempt is important since public health approaches for the

prevention of behavioral contagion of both suicide and suicide attempt, such as frameworks

for the prevention of suicide and self-harm clusters [12–15], have focused largely on mitigation

efforts following exposure to suicide and therefore may benefit from the inclusion of exposure

to suicide attempt in future mitigation efforts.

Limitations

The current systematic review and meta-analysis is the first to our knowledge to quantify the

association between exposure to suicide and suicide attempt and the full spectrum of suicide-

Table 2. Results of moderator analyses of exposure to suicide across suicide, suicide attempt, and suicidal ideation outcomes.

Moderator Number of effect sizes Odds ratio (95% confidence interval) P value R2(2) R 2

(3) ANOVA between-group P value Proximity

Relative 34 3.07 (2.35 to 4.01) <0.001

Friend or acquaintance 8 2.42 (1.50 to 3.91) <0.001 <0.001 0.03 0.38

Population at risk

Adult 24 2.80 (2.00 to 3.92) <0.001

Youth 18 3.04 (2.14 to 4.32) <0.001 <0.001 0.06 0.74

Outcome measurement

Informant interview 2 1.53 (0.63 to 3.73) 0.35

Official records 30 3.10 (2.30 to 4.17) <0.001

Self-report 10 2.97 (1.86 to 4.75) <0.001 0.04 0.04 0.34

Exposure measurement

Informant interview 7 3.53 (2.13 to 5.83) <0.001

Official records 20 2.84 (1.93 to 4.18) <0.001

Self-report 15 2.66 (1.78 to 3.97) <0.001 <0.01 <0.01 0.68

Psychological autopsy

No 34 2.64 (2.64 to 3.50) <0.001

Yes 8 3.71 (2.38 to 5.78) <0.001 0.03 0.07 0.21

Study design

Case–control 29 2.85 (2.14 to 3.80) <0.001

Cohort 10 2.13 (1.35 to 3.36) 0.01

Cross-sectional 3 4.98 (2.73 to 9.08) <0.001 <0.01 0.47 0.12

Study quality

Good 23 2.61 (1.86 to 3.67) <0.001

Fair 15 3.03 (2.13 to 4.30) <0.001

Poor 4 5.15 (1.97 to 13.48) <0.001 <0.001 0.09 0.41

ANOVA, analysis of variance.

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related outcomes and has many strengths, including the use of multilevel meta-analysis, the

large sample size, and the exclusion of estimates of lifetime prevalence that do not take into

account the temporal sequence between exposure and suicide-related outcomes. Despite this,

several limitations exist. Whilst we conducted an extensive search of 21,868 records, there is

the possibility that some relevant studies were not detected. Such studies are likely to create a

bias towards the null (i.e., the exposure not having a significant effect). This is a limitation that

is common to many systematic reviews and was mitigated to the best of our ability through

adherence to a screening protocol developed a priori.

Fig 3. Forest plots of exposure to suicide attempt and subsequent suicide and suicide attempt outcomes. CI, confidence

interval; OR, odds ratio.

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Furthermore, since most studies adjusted for different covariates, we restricted our analysis

to unadjusted events and ORs. Whilst this is consistent with previous meta-analyses in the

field [81,82], it meant that we could not investigate other risk factors, such as frequency of

exposure, duration since exposure, and baseline mental health diagnoses, and how these might

moderate the association between exposure to suicide and suicide attempt and suicide-related

outcomes. For example, a previous systematic review on pre- and post-loss features of suicide

bereavement in young people found evidence of a cumulative effect of exposure to suicide on

subsequent suicide risk [83]. In the present meta-analysis, 2 out of 34 studies included in our

analyses provided separate estimates for multiple exposures to suicide [62] and suicide attempt

[48]. In 1 study [62], exposure to 2 or more suicide deaths affected less than 1% of the popula-

tion, but was associated with 9.8-fold greater odds of suicide attempt, compared to an OR of

3.8 among those who had been exposed to the suicide of 1 relative. Similarly, those exposed to

the suicide attempt of 2 parents were 5.67 times more likely to make a suicide attempt, com-

pared to ORs of 2.89 and 3.89 (for paternal and maternal exposures, respectively) among

youths who had been exposed to the suicide attempt of 1 parent [48].

Indeed, in the present multilevel meta-analysis, within-study heterogeneity remained

largely unchanged by study-level moderators for both exposure to suicide and exposure to sui-

cide attempt. For example, we did not find evidence of a significant difference in suicide-

related outcomes when the exposure to suicide or suicide attempt occurred in relatives com-

pared to friends and acquaintances. Although previous registry-based studies have shown a

Table 3. Results of moderator analyses of exposure to suicide attempt across suicide, suicide attempt, and suicidal ideation outcomes.

Moderator Number of effect sizes Odds ratio (95% confidence interval) P value R2(2) R 2

(3) ANOVA between-group P value Proximity

Relative 14 3.14 (2.25 to 4.38) <0.001

Friend or acquaintance 5 2.64 (1.72 to 4.03) <0.001 0.14 <0.001 0.39

Population at risk

Adult 1 1.43 (0.48 to 4.32) 0.52

Youth 18 3.19 (2.35 to 4.32) <0.001 <0.001 0.16 0.18

Outcome measurement

Official records 10 2.60 (1.75 to 3.87) <0.001

Self-report 9 3.62 (2.30 to 5.68) <0.001 <0.01 0.13 0.29

Exposure measurement

Informant interview 3 1.64 (0.90 to 2.99) 0.12

Official records 5 3.60 (2.12 to 6.10) <0.001

Self-report 11 3.49 (2.45 to 4.98) <0.001 0.01 0.38 0.12

Psychological autopsy

No 16 3.53 (2.63 to 4.73) <0.001

Yes 3 1.64 (0.90 to 2.99) 0.13 <0.001 0.38 0.03

Study design

Case–control 10 2.74 (2.04 to 3.69) <0.001

Cohort 7 2.69 (1.82 to 3.99) <0.001

Cross-sectional 2 8.23 (4.70 to 14.30) <0.001 0.01 0.73 0.02

Study quality

Good 7 3.74 (2.20 to 6.30) <0.001

Fair 9 2.95 (1.93 to 4.50) <0.001

Poor 3 2.18 (1.10 to 4.32) 0.02 0.02 0.18 0.48

ANOVA, analysis of variance.

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6-fold increase of suicide among biological relatives of adoptees who have died by suicide [84],

in the present meta-analysis it was not possible to delineate between relatives who resided in

the same household, and therefore shared many of the same environmental risk factors, and

relatives who did not [9]. Understanding these factors is important for identifying specifically

who within in the general population is most at risk. However, the pooling of observational

studies meant that analyses of these factors were outside the scope of the present study. An

important next step forward would therefore be examinations of exposure to suicide and sui-

cide attempt while taking these risk factors into account using individual participant data

meta-analyses.

In the present multilevel meta-analysis, between-study heterogeneity remained moderate

(I2 ð3Þ

= 52.2%) across studies measuring exposure to suicide, which was not sufficiently

explained by any of the included study design moderators. By contrast, study design character-

istics accounted for 72.8% of between-study heterogeneity (I2 ð3Þ

= 87.8%) across studies measur-

ing exposure to suicide attempt. In this instance, cross-sectional studies reported significantly

larger ORs (OR = 8.23) compared to case–control (OR = 2.74) and cohort (OR = 2.69) studies.

In general, cross-sectional studies are prone to an inherently greater number of biases, com-

pared to case–control and cohort studies. This may be particularly pronounced in studies that

measure suicide attempt because recall of suicide attempt may be less salient than recall of sui-

cide death, and is prone to multiple interpretations and definitions [85].

It is noteworthy that we did not find evidence to support the role of age as a risk moderator,

as suggested in previous reviews [9,10]. Yet these results should be interpreted with caution, as

Fig 4. Forest plots of exposure to suicidal behavior (composite measure—suicide or suicide attempt) and subsequent

suicide and suicide attempt outcomes. CI, confidence interval; OR, odds ratio.

https://doi.org/10.1371/journal.pmed.1003074.g004

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the dichotomization of study populations into the categories of youths and adults was based

on a majority rule in 13 out of 34 studies [26–28,39,58,60,61,63–65,68–70]. The finding that

age was not a risk moderator may therefore be an artifact introduced by the imprecise age clas-

sification of the included population in individual studies. Furthermore, whilst similar patterns

were observed across studies examining exposure to suicide attempt in youths versus adults,

only 1 out of 13 studies [70] reported outcomes among adults, which may have impacted our

ability to detect a statistically significant difference.

Finally, the results of the present study do not allow causality to be inferred, and although

we show evidence of a temporal association between prior exposure to suicide and suicide

attempt and subsequent suicide-related outcomes, cross-sectional studies, by virtue of study

design, do not provide incidence estimates. To account for this limitation, we only included

cross-sectional studies where participants were explicitly asked about suicidal acts that

occurred after exposure to suicide or suicide attempt. But this approach does not mitigate

errors in recall and other biases that are inherently more common in cross-sectional studies.

Conclusions

Our findings suggest that prior exposure to suicide is associated with increased risk of suicide

and suicide attempt. By contrast, exposure to suicide attempt is associated with increased risk

of suicide attempt, but not suicide death. Future studies should refrain from combining sui-

cidal behaviors into composite measures of suicide exposures and outcomes as the relation-

ships between exposure to suicide and suicide attempt and suicide-related outcomes are

markedly different. Lastly, future studies should consider interventions that target suicide-

related outcomes in those exposed to suicide and include efforts to mitigate the adverse effects

associated with exposure to suicide attempt.

Table 4. Results of moderator analyses of exposure to suicidal behavior (composite measure—suicide or suicide attempt) across suicide, suicide attempt, and sui-

cidal ideation outcomes.

Moderator Number of effect sizes Odds ratio (95% confidence interval) P value R2(2) R 2

(3) ANOVA between-group P value Proximity

Relative 8 3.09 (1.53 to 6.26) 0.001

Friend or acquaintance 2 1.33 (0.60 to 2.92) 0.48 0.86 <0.001 0.02

Population at risk

Adult 4 2.63 (0.96 to 7.22) 0.06

Youth 6 2.53 (0.86 to 7.43) 0.09 <0.001 0.01 0.96

Outcome measurement

Informant interview 3 8.34 (2.35 to 29.63) 0.01

Official records 7 1.90 (1.03 to 3.50) 0.05 <0.01 0.70 0.07

Exposure measurement

Informant interview 7 3.83 (2.37 to 6.19) <0.001

Self-report 3 1.04 (0.59 to 1.83) 0.89 0.32 1 0.02

Psychological autopsy

No 3 1.04 (0.59 to 1.83) 0.89

Yes 7 3.83 (2.37 to 6.19) <0.001 0.32 1 0.02

Study quality

Fair 3 1.04 (0.59 to 1.83) 0.89

Poor 7 3.83 (2.37 to 6.19) <0.001 0.32 1 0.02

ANOVA, analysis of variance.

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Supporting information

S1 Data. Summary data for all included studies.

(XLS)

S1 Fig. Exposure to suicide funnel plot. The solid vertical lines indicate the 95% confidence

interval around the log odds ratio (LogOR). The dashed lines indicate the summary log odds

ratio ± 1.96 × standard error for each of the standard errors on the y-axis. The resulting trian- gular region indicates the expected location of 95% of studies in the absence of small study

effect.

(TIF)

S2 Fig. Exposure to suicide attempt funnel plot. The solid vertical lines indicate the 95% con-

fidence interval around the log odds ratio (LogOR). The dashed lines indicate the summary

log odds ratio ± 1.96 × standard error for each of the standard errors on the y-axis. The result- ing triangular region indicates the expected location of 95% of studies in the absence of small

study effect.

(TIFF)

S3 Fig. Exposure to suicidal behavior funnel plot. The solid vertical lines indicate the 95%

confidence interval around the log odds ratio (LogOR). The dashed lines indicate the summary

log odds ratio ± 1.96 × standard error for each of the standard errors on the y-axis. The result- ing triangular region indicates the expected location of 95% of studies in the absence of small

study effect.

(TIFF)

S1 Table. Description of a priori study moderators used for data extraction.

(DOCX)

S2 Table. Excluded overlapping studies.

(DOCX)

S3 Table. Risk of bias.

(DOCX)

S1 Text. PRISMA checklist.

(DOC)

S2 Text. MEDLINE search strategy.

(DOCX)

S3 Text. Articles excluded from the systematic review and meta-analysis.

(DOCX)

Author Contributions

Conceptualization: Nicole T. M. Hill, Jo Robinson, Allison Milner, Katrina Witt, Amit

Lampit.

Data curation: Nicole T. M. Hill, Karl Andriessen, Karolina Krysinska, Amber Payne, Alexan-

dra Boland, Alison Clarke, Katrina Witt, Stephan Krohn.

Formal analysis: Nicole T. M. Hill, Stephan Krohn, Amit Lampit.

Investigation: Nicole T. M. Hill, Karolina Krysinska, Stephan Krohn, Amit Lampit.

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 22 / 27

Methodology: Nicole T. M. Hill, Jane Pirkis, Karl Andriessen, Karolina Krysinska, Allison

Milner, Katrina Witt, Stephan Krohn, Amit Lampit.

Project administration: Nicole T. M. Hill.

Resources: Nicole T. M. Hill.

Software: Nicole T. M. Hill, Stephan Krohn, Amit Lampit.

Supervision: Nicole T. M. Hill, Jo Robinson, Jane Pirkis, Allison Milner, Amit Lampit.

Validation: Nicole T. M. Hill, Karl Andriessen, Karolina Krysinska, Amber Payne, Alexandra

Boland, Stephan Krohn, Amit Lampit.

Visualization: Nicole T. M. Hill, Stephan Krohn, Amit Lampit.

Writing – original draft: Nicole T. M. Hill, Jo Robinson, Jane Pirkis, Karl Andriessen, Karo-

lina Krysinska, Amber Payne, Alexandra Boland, Alison Clarke, Allison Milner, Katrina

Witt, Stephan Krohn, Amit Lampit.

Writing – review & editing: Nicole T. M. Hill, Jo Robinson, Jane Pirkis, Karl Andriessen, Kar-

olina Krysinska, Amber Payne, Alexandra Boland, Alison Clarke, Allison Milner, Katrina

Witt, Stephan Krohn, Amit Lampit.

References 1. World Health Organization. Preventing suicide: a global imperative. Geneva: World Health Organiza-

tion; 2014

2. Naghavi M, Global Burden of Disease Self-Harm Collaborators. Global, regional, and national burden of

suicide mortality 1990 to 2016: systematic analysis for the Global Burden of Disease Study 2016. BMJ.

2019; 364:l94. https://doi.org/10.1136/bmj.l94 PMID: 31339847

3. Bergen H, Hawton K, Ness J, Cooper J, Steeg S, Kapur N. Premature death after self-harm: a multicen-

tre cohort study. Lancet. 2012; 380(9853):1568–74. https://doi.org/10.1016/S0140-6736(12)61141-6

PMID: 22995670

4. Hawton K, Bergen H, Cooper J, Turnbull P, Waters K, Ness J, et al. Suicide following self-harm: findings

from the multicentre study of self-harm in England, 2000–2012. J Affect Disord. 2015; 175:147–51.

https://doi.org/10.1016/j.jad.2014.12.062 PMID: 25617686

5. Borschmann R, Becker D, Coffey C, Spry E, Moreno-Betancur M, Moran P, et al. 20-year outcomes in

adolescents who self-harm: a population-based cohort study. Lancet Child Adolesc Health. 2017; 1

(3):195–202. https://doi.org/10.1016/S2352-4642(17)30007-X PMID: 30169168

6. Cerel J, Brown MM, Maple M, Singleton M, van de Venne J, Moore M, et al. How many people are

exposed to suicide? Not six. Suicide Life Threat Behav. 2018; 49(2):529–34. https://doi.org/10.1111/

sltb.12450 PMID: 29512876

7. Andriessen K, Rahman B, Draper B, Dudley M, Mitchell PB. Prevalence of exposure to suicide: a meta-

analysis of population-based studies. J Psychiatr Res. 2017; 88:113–20. https://doi.org/10.1016/j.

jpsychires.2017.01.017 PMID: 28199930

8. Erlangsen A, Runeson B, Bolton JM, Wilcox HC, Forman JL, Krogh J, et al. Association between spou-

sal suicide and mental, physical, and social health outcomes: a longitudinal and nationwide register-

based study. JAMA Psychiatry. 2017; 74(5):456–64. https://doi.org/10.1001/jamapsychiatry.2017.0226

PMID: 28329305

9. Pitman A, Osborn D, King M, Erlangsen A. Effects of suicide bereavement on mental health and suicide

risk. Lancet Psychiatry. 2014; 1(1):86–94. https://doi.org/10.1016/S2215-0366(14)70224-X PMID:

26360405

10. Insel BJ, Gould MS. Impact of modeling on adolescent suicidal behavior. Psychiatr Clin North Am.

2008; 31(2):293–316. https://doi.org/10.1016/j.psc.2008.01.007 PMID: 18439450

11. World Health Organization. National suicide prevention strategies: progress, examples and indicators.

Geneva: World Health Organization; 2018.

12. Centre for Health Policy Programs and Economics. Developing a community plan for preventing and

responding to suicide clusters. Melbourne: Melbourne School of Population Health; 2012.

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 23 / 27

13. Palmer S, Inder M, Shave R, Bushnell J. Postvention guidelines for the management of suicide clusters.

Wellington: Clinical Advisory Services Aotearoa; 2018.

14. Public Health England. Identifying and responding to suicide clusters and contagion: a practice

resource. London: Public Health England; 2015.

15. O’Carroll PW, Mercy JA, Steward JA, Centers for Disease Control (CDC). CDC recommendations for a

community plan for the prevention and containment of suicide clusters. MMWR Suppl. 1988; 37(S-6):1–

12.

16. Hishinuma ES, Smith MD, McCarthy K, Lee M, Goebert DA, Sugimoto-Matsuda JJ, et al. Longitudinal

prediction of suicide attempts for a diverse adolescent sample of native Hawaiians, Pacific Peoples,

and Asian Americans. Arch Suicide Res. 2018; 22(1):67–90. https://doi.org/10.1080/13811118.2016.

1275992 PMID: 28071982

17. Nrugham L, Larsson B, Sund AM. Predictors of suicidal acts across adolescence: influences of familial,

peer and individual factors. J Affect Disord. 2008; 109(1–2):35–45. https://doi.org/10.1016/j.jad.2007.

11.001 PMID: 18096243

18. Thompson MP, Light LS. Examining gender differences in risk factors for suicide attempts made 1 and

7 years later in a nationally representative sample. J Affect Disord. 2011; 48(4):391–7. https://doi.org/

10.1016/j.jadohealth.2010.07.018 PMID: 21402269

19. Crepeau-Hobson MF, Leech NL. The impact of exposure to peer suicidal self-directed violence on

youth suicidal behavior: a critical review of the literature. Suicide Life Threat Behav. 2014; 44(1):58–77.

https://doi.org/10.1111/sltb.12055 PMID: 24033603

20. Geulayov G, Gunnell D, Holmen TL, Metcalfe C. The association of parental fatal and non-fatal suicidal

behaviour with offspring suicidal behaviour and depression: a systematic review and meta-analysis.

Psychol Med. 2012; 42(8):1567–80. https://doi.org/10.1017/S0033291711002753 PMID: 22129460

21. Cheung SF, Chan DK. Dependent effect sizes in meta-analysis: incorporating the degree of interdepen-

dence. J Appl Psychol. 2004; 89(5):780–91. https://doi.org/10.1037/0021-9010.89.5.780 PMID:

15506860

22. Sveen CA, Walby FA. Suicide survivors’ mental health and grief reactions: a systematic review of con-

trolled studies. Suicide Life Threat Behav. 2008; 38(1):13–29. https://doi.org/10.1521/suli.2008.38.1.13

PMID: 18355105

23. Maple M, Cerel J, Sanford R, Pearce T, Jordan J. Is exposure to suicide beyond kin associated with risk

for suicidal behavior? A systematic review of the evidence. Suicide Life Threat Behav. 2016; 47(4):461–

74. https://doi.org/10.1111/sltb.12308 PMID: 27786372

24. Hom MA, Stanley IH, Gutierrez PM, Joiner TE. Exploring the association between exposure to suicide

and suicide risk among military service members and veterans. J Affect Disord. 2017; 207:327–35.

https://doi.org/10.1016/j.jad.2016.09.043 PMID: 27743535

25. Lee M-A, Kim S, Shim E-J. Exposure to suicide and suicidality in Korea: differential effects across men

and women? Int J Soc Psychiatr. 2012; 59(3):224–31. https://doi.org/10.1177/0020764012441296

PMID: 22433241

26. Cheng ATA, Chen THH, Chen C-C, Jenkins R. Psychosocial and psychiatric risk factors for suicide:

Case-control psychological autopsy study. Br J Psychiatry. 2000; 177:360–5. https://doi.org/10.1192/

bjp.177.4.360 PMID: 11116779

27. Maniam T. Family characteristics of suicides in Cameron Highlands: a controlled study. Med J Malaysia.

1994; 49(3):247–51. PMID: 7845274

28. Mercy JA, Kresnow MJ, O’Carroll PW, Lee RK, Powell KE, Potter LB, et al. Is suicide contagious? A

study of the relation between exposure to the suicidal behavior of others and nearly lethal suicide

attempts. Am J Epidemiol. 2001; 154(2):120–7. https://doi.org/10.1093/aje/154.2.120 PMID: 11447044

29. Van Den Noortgate W, Onghena P. Multilevel meta-analysis: a comparison with traditional meta-analyti-

cal procedures. Educ Psychol Meas. 2003; 63(5):765–90.

30. Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gøtzsche PC, Ioannidis JPA, et al. The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions:

explanation and elaboration. PLoS Med. 2009; 6(7):e1000100. https://doi.org/10.1371/journal.pmed.

1000100 PMID: 19621070

31. Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, Rennie D, et al. Meta-analysis of observa-

tional studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epi-

demiology (MOOSE) group. JAMA. 2000; 283(15):2008–12. https://doi.org/10.1001/jama.283.15.2008

PMID: 10789670

32. Deeks J, Higgins JPT, Altman DG. Analysing data and undertaking meta-analyses. In: Higgins JPT,

Green S, editors. Cochrane handbook for systematic reviews of interventions. Version 5.1.0. Cochrane

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 24 / 27

Collaboration; 2011 [cited 2020 Feb 26]. Available from: https://training.cochrane.org/handbook/

archive/v5.1/.

33. Cheung MW. A guide to conducting a meta-analysis with non-independent effect sizes. Neuropsychol

Rev. 2019; 29(4):387–96. https://doi.org/10.1007/s11065-019-09415-6 PMID: 31446547

34. Cheung MW. metaSEM: an R package for meta-analysis using structural equation modeling. Front Psy-

chol. 2014; 5:1521. https://doi.org/10.3389/fpsyg.2014.01521 PMID: 25601849

35. Sterne JAC, Sutton AJ, Ioannidis JPA, Terrin N, Jones DR, Lau J, et al. Recommendations for examin-

ing and interpreting funnel plot asymmetry in meta-analyses of randomised controlled trials. BMJ. 2011;

343:d4002. https://doi.org/10.1136/bmj.d4002 PMID: 21784880

36. Egger M, Davey Smith G, Schneider M, Minder C. Bias in meta-analysis detected by a simple, graphical

test. BMJ. 1997; 315(7109):629–34. https://doi.org/10.1136/bmj.315.7109.629 PMID: 9310563

37. National Heart Lung and Blood Institute. Study quality assessment tools: quality assessment tool for

observational cohort and cross-sectional studies. Bethesda (MD): National Heart Lung and Blood Insti-

tute; 2018 [cited 2018 Dec 5]. Available from: https://www.nhlbi.nih.gov/health-topics/study-quality-

assessment-tools.

38. Abrutyn S, Mueller AS. Are suicidal behaviors contagious in adolescence? Using longitudinal data to

examine suicide suggestion. Am Sociol Rev. 2014; 79(2):211–27. https://doi.org/10.1177/

0003122413519445 PMID: 26069341

39. Ahmadi A, Mohammadi R, Almasi A, Amini-Saman J, Sadeghi-Bazargani H, Bazargan-Hejazi S, et al.

A case-control study of psychosocial risk and protective factors of self-immolation in Iran. Burns. 2015;

41(2):386–93. https://doi.org/10.1016/j.burns.2014.07.025 PMID: 25406886

40. Bolton JM, Au W, Leslie WD, Martens PJ, Enns MW, Roos LL, et al. Parents bereaved by offspring sui-

cide: A population-based longitudinal case-control study. JAMA Psychiatry. 2013; 70(2):158–67.

https://doi.org/10.1001/jamapsychiatry.2013.275 PMID: 23229880

41. Giupponi G, Innamorati M, Baldessarini RJ, De Leo D, de Giovannelli F, Pycha R, et al. Factors associ-

ated with suicide: case-control study in South Tyrol. Compr Psychiatry. 2018; 80:150–4. https://doi.org/

10.1016/j.comppsych.2017.09.010 PMID: 29091781

42. Katibeh P, Inaloo S, Shokrpour N, Dashti H, Alavi Shoostari A. A survey of the suicidal attempt risk fac-

tors in adolescents in southern Iran. Int J School Health. 2018; 5(1):e12783. https://doi.org/10.5812/

intjsh.12783

43. Mueller AS, Abrutyn S, Stockton C. Can social ties be harmful? Examining the spread of suicide in early

adulthood. Sociol Perspect. 2015; 58(2):204–22. https://doi.org/10.1177/0731121414556544 PMID:

26120243

44. Martiello MA, Boncompagni G, Lacangellera D, Corlito G. Risk factors for suicide in rural Italy: a case-

control study. Soc Psychiatry Psychiatr Epidemiol. 2019; 54(5):607–16. https://doi.org/10.1007/

s00127-018-1632-9 PMID: 30460378

45. Rasouli N, Malakouti SK, Rezaeian M, Saberi SM, Nojomi M, De Leo D, et al. Risk factors of suicide

death based on psychological autopsy method; a case-control study. Arch Acad Emerg Med. 2019; 7

(1):e50. https://doi.org/10.1016/S0140-6736(02)11197-4 PMID: 31602433

46. Almeida OP, Draper B, Snowdon J, Lautenschlager NT, Pirkis J, Byrne G, et al. Factors associated with

suicidal thoughts in a large community study of older adults. Br J Psychiatry. 2012; 201(6):466–72.

https://doi.org/10.1192/bjp.bp.112.110130 PMID: 23209090

47. Chan S, Denny S, Fleming T, Fortune S, Peiris-John R, Dyson B. Exposure to suicide behaviour and

individual risk of self-harm: findings from a nationally representative New Zealand high school survey.

Aust N Z J Psychiatry. 2018; 52(4):349–56. https://doi.org/10.1177/0004867417710728 PMID:

28565940

48. Hu N, Li J, Glauert RA, Taylor CL. Influence of exposure to perinatal risk factors and parental mental

health related hospital admission on adolescent deliberate self-harm risk. Eur Child Adolesc Psychiatry.

2017; 26(7):791–803. https://doi.org/10.1007/s00787-017-0948-4 PMID: 28160098

49. Brent DA, Melhem NM, Oquendo M, Burke A, Birmaher B, Stanley B, et al. Familial pathways to early-

onset suicide attempt: a 5.6-year prospective study. JAMA Psychiatry. 2015; 72(2):160–8. https://doi.

org/10.1001/jamapsychiatry.2014.2141 PMID: 25548996

50. Brent DA, Moritz G, Bridge J, Perper J, Canobbio R. The impact of adolescent suicide on siblings and

parents: a longitudinal follow-up. Suicide Life Threat Behav. 1996; 26(3):253–9. https://doi.org/10.1111/

j.1943-278X.1996.tb00610.x PMID: 8897664

51. Brent DA, Moritz G, Bridge J, Perper J, Canobbio Rsa. Long-term impact of exposure to suicide: a

three-year controlled follow-up. J Am Acad Child Adolesc Psychiatry. 1996; 35(5):646. https://doi.org/

10.1097/00004583-199605000-00020 PMID: 8935212

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 25 / 27

52. Chachamovich E, Kirmayer LJ, Haggarty JM, Cargo M, McCormick R, Turecki G. Suicide among Inuit:

results from a large, epidemiologically representative follow-back study in Nunavut. Can J Psychiatry.

2015; 60(6):268–75. https://doi.org/10.1177/070674371506000605 PMID: 26175324

53. Garfinkel BD, Froese A, Hood J. Suicide attempts in children and adolescents. Am J Psychiatry. 1982;

139(10):1257–61. https://doi.org/10.1176/ajp.139.10.1257 PMID: 7124975

54. Gould MS, Fisher P, Parides M, Flory M, Shaffer D. Psychosocial risk factors of child and adolescent

completed suicide. Arch Gen Psychiatry. 1996; 53(12):1155–62. https://doi.org/10.1001/archpsyc.

1996.01830120095016 PMID: 8956682

55. Gray D, Coon H, McGlade E, Callor WB, Byrd J, Viskochil J, et al. Comparative analysis of suicide, acci-

dental, and undetermined cause of death classification. Suicide Life Threat Behav. 2014; 44(3):304–16.

https://doi.org/10.1111/sltb.12079 PMID: 25057525

56. Lewinsohn PM, Rohde P, Seeley JR. Psychosocial risk factors for future adolescent suicide attempts. J

Consult Clin Psychol. 1994; 62(2):297–305. https://doi.org/10.1037//0022-006x.62.2.297 PMID:

8201067

57. Swanson SA, Colman I. Association between exposure to suicide and suicidality outcomes in youth.

CMAJ. 2013; 185(10):870–7. https://doi.org/10.1503/cmaj.121377 PMID: 23695600

58. Agerbo E, Mortensen PB, Qin P. Suicide risk in relation to socioeconomic, demographic, psychiatric,

and familial factors: a national register-based study of all suicides in Denmark, 1981–1997. Am J Psy-

chiatry. 2003; 160(4):765–72. https://doi.org/10.1176/appi.ajp.160.4.765 PMID: 12668367

59. Christiansen E, Goldney RD, Beautrai AL, Agerbo E. Youth suicide attempts and the dose–response

relationship to parental risk factors: a population-based study. Psychol Med. 2011; 41(2):313–9. https://

doi.org/10.1017/S0033291710000747 PMID: 20406526

60. Foster T, Gillespie K, McClelland R, Patterson C. Risk factors for suicide independent of DSM-III-R Axis

I disorder. Case-control psychological autopsy study in Northern Ireland. Br J Psychiatry. 1999;

175:175–9. https://doi.org/10.1192/bjp.175.2.175 PMID: 10627802

61. Gravseth HM, Mehlum L, Bjerkedal T, Kristensen P. Suicide in young Norwegians in a life course per-

spective: population-based cohort study. J Epidemiol Community Health. 2010; 64(5):407–12. https://

doi.org/10.1136/jech.2008.083485 PMID: 19679707

62. Mittendorfer-Rutz E, Rasmussen F, Wasserman D. Familial clustering of suicidal behaviour and psy-

chopathology in young suicide attempters. A register-based nested case control study. Soc Psychiatry

Psychiatr Epidemiol. 2008; 43(1):28–36. https://doi.org/10.1007/s00127-007-0266-0 PMID: 17934681

63. Tidemalm D, Runeson B, Waern M, Frisell T, Carlström E, Lichtenstein P, et al. Familial clustering of

suicide risk: a total population study of 11.4 million individuals. Psychol Med. 2011; 41(12):2527–34.

https://doi.org/10.1017/S0033291711000833 PMID: 21733212

64. Conner KR, Phillips MR, Meldrum SC. Predictors of low-intent and high-intent suicide attempts in rural

China. Am J Public Health. 2007; 97(10):1842–6. https://doi.org/10.2105/AJPH.2005.077420 PMID:

17395838

65. Jollant F, Malafosse A, Docto R, Macdonald C. A pocket of very high suicide rates in a non-violent, egal-

itarian and cooperative population of South-East Asia. Psychol Med. 2014; 44(11):2323–9. https://doi.

org/10.1017/S0033291713003176 PMID: 24433934

66. Lee KY, Li CY, Chang KC, Lu TH, Chen YY. Age at exposure to parental suicide and the subsequent

risk of suicide in young people. Crisis. 2018; 39(1):27–36. https://doi.org/10.1027/0227-5910/a000468

PMID: 29442549

67. Liu BP, Qin P, Jia CX. Behavior characteristics and risk factors for suicide among the elderly in rural

China. J Nerv Ment Dis. 2019; 206(3):195–201. https://doi.org/10.1097/NMD.0000000000000728

PMID: 28825926

68. Phillips MR, Yang G, Zhang Y, Wang L, Ji H, Zhou M. Risk factors for suicide in China: a national case-

control psychological autopsy study. Lancet. 2002; 360(9347):1728–36. https://doi.org/10.1016/S0140-

6736(02)11681-3 PMID: 12480425

69. Vijayakumar L, Rajkumar S. Are risk factors for suicide universal? A case-control study in India. Acta

Psychiatr Scand. 1999; 99(6):407–11. https://doi.org/10.1111/j.1600-0447.1999.tb00985.x PMID:

10408261

70. Palacio C, Garcia J, Diago J, Zapata C, Lopez G, Ortiz J, et al. Identification of suicide risk factors in

Medellin, Colombia: a case-control study of psychological autopsy in a developing country. Arch Suicide

Res. 2007; 11(3):297–308. https://doi.org/10.1080/13811110600894223 PMID: 17558615

71. Klonsky ED, Qiu T, Saffer BY. Recent advances in differentiating suicide attempters from suicide idea-

tors. Curr Opin Psychiatry. 2017; 30(1):15–20. https://doi.org/10.1097/YCO.0000000000000294 PMID:

27798483

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 26 / 27

72. Klonsky ED, May AM. The Three-Step Theory (3ST): a new theory of suicide rooted in the “ideation-to-

action” framework. Int J Cogn Ther. 2015; 8(2):114–29. https://doi.org/10.1521/ijct.2015.8.2.114

73. Van Orden KA, Witte TK, Cukrowicz KC, Braithwaite SR, Selby EA, Joiner TE Jr. The interpersonal the-

ory of suicide. Psychol Rev. 2010; 117(2):575–600. https://doi.org/10.1037/a0018697 PMID: 20438238

74. Andriessen K, Krysinska K, Hill NTM, Reifels L, Robinson J, Reavley N, et al. Effectiveness of interven-

tions for people bereaved through suicide: a systematic review of controlled studies of grief, psychoso-

cial and suicide-related outcomes. BMC Psychiatry. 2019; 19(1):49. https://doi.org/10.1186/s12888-

019-2020-z PMID: 30700267

75. McDaid C, Trowman R, Golder S, Hawton K, Sowden A. Interventions for people bereaved through sui-

cide: systematic review. Br J Psychiatry. 2008; 193(6):438–43. https://doi.org/10.1192/bjp.bp.107.

040824 PMID: 19043143

76. Zisook S, Shear MK, Reynolds CF, Simon NM, Mauro C, Skritskaya NA, et al. Treatment of complicated

grief in survivors of suicide loss: a HEAL report. J Clin Psychiatry. 2018; 79(2). https://doi.org/10.4088/

JCP.17m11592 PMID: 29617064

77. Wittouck C, Van Autreve S, Portzky G, van Heeringen K. A CBT-based psychoeducational intervention

for suicide survivors. Crisis. 2014; 35(3):193–201. https://doi.org/10.1027/0227-5910/a000252 PMID:

24901060

78. de Groot M, Kollen BJ. Course of bereavement over 8–10 years in first degree relatives and spouses of

people who committed suicide: longitudinal community based cohort study. BMJ. 2013; 347:f5519.

https://doi.org/10.1136/bmj.f5519 PMID: 24089424

79. Randall JR, Nickel NC, Colman I. Contagion from peer suicidal behavior in a representative sample of

American adolescents. J Affect Disord. 2015; 186:219–25. https://doi.org/10.1016/j.jad.2015.07.001

PMID: 26253902

80. Agerbo E. Midlife suicide risk, partner’s psychiatric illness, spouse and child bereavement by suicide or

other modes of death: a gender specific study. J Epidemiol Community Health. 2005; 59(5):407–12.

https://doi.org/10.1136/jech.2004.024950 PMID: 15831691

81. Witt K, Milner A, Spittal MJ, Hetrick S, Robinson J, Pirkis J, et al. Population attributable risk of factors

associated with the repetition of self-harm behaviour in young people presenting to clinical services: a

systematic review and meta-analysis. Eur Child Adolesc Psychiatry. 2019; 28(1):5–18. https://doi.org/

10.1007/s00787-018-1111-6 PMID: 29397445

82. Robinson J, Bailey E, Witt K, Stefanac N, Milner A, Currier D, et al. What works in youth suicide preven-

tion? A Systematic review and meta-analysis. EClinicalMedicine. 2018; 4–5:52–91. https://doi.org/10.

1016/j.eclinm.2018.10.004 PMID: 31193651

83. Andriessen K, Draper B, Dudley M, Mitchell PB. Pre- and postloss features of adolescent suicide

bereavement: a systematic review. Death Stud. 2016; 40(4):229–46. https://doi.org/10.1080/07481187.

2015.1128497 PMID: 26678059

84. Schulsinger F, Kety S, Rosenthal D, Wender P, Schou S, Tromgren E. A family study of suicide. In:

Schou M, Stromgren E, editors. Origins, prevention, and treatment of affective disorders. New York:

Academic Press; 1979. pp. 277–87.

85. Goodfellow B, Kolves K, De Leo D. Contemporary nomenclatures of suicidal behaviors: a systematic lit-

erature review. Suicide Life Threat Behav. 2018; 48(3):353–66. https://doi.org/10.1111/sltb.12354

PMID: 28485508

PLOS MEDICINE Association of suicidal behavior with exposure to suicide and suicide attempt: A multilevel meta-analysis

PLOS Medicine | https://doi.org/10.1371/journal.pmed.1003074 March 31, 2020 27 / 27

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