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. 2025 Jul 22;55:e191. doi: 10.1017/S0033291725100652

Evidence on antidepressant withdrawal: an appraisal and reanalysis of a recent systematic review

Joanna Moncrieff 1,2,, Harriet Hobday 1, Anders Sørensen 3, John Read 4, Martin Plöderl 5, Michael Hengartner 6, Caroline Kamp 7,8, Janus Jakobsen 7,8, Sophie Juul 7,8,9, James Davies 10, Mark Horowitz 2,11
PMCID: PMC12315658  PMID: 40692314

Abstract

Background

There has been debate about the frequency and severity of antidepressant withdrawal effects.

Methods

We set out to appraise and reanalyze an influential systematic review by Henssler and colleagues that concluded that withdrawal effects are not particularly common and rarely severe. We repeated the meta-analysis, including only studies where data were derived from systematic measures of withdrawal symptoms.

Results

Most data in the Henssler review are derived from pharmaceutical industry–sponsored efficacy studies in which withdrawal was a minor consideration. Shortcomings of the review include the use of spontaneously reported adverse events to estimate withdrawal symptoms, potential misclassification of withdrawal symptoms as relapse, inclusion of data from retrospective case-note studies, short duration of prior antidepressant use, short observation periods, the overlooking of differences between placebo and drug withdrawal effects, and the use of questionable proxies for severe withdrawal. There were also discrepancies and uncertainties in some figures used. In our reanalysis, we included only the five studies that used a systematic and relevant method to assess the incidence of any withdrawal symptom. Prior treatment was short-term (12 weeks or less) in all but one of these. The pooled percentage was 55% (95% confidence interval, CI, 31% to 81%; N = 601) without subtracting nocebo effects, with high heterogeneity.

Conclusions

Henssler’s review is based on unreliable data and does not provide an adequate basis for the evaluation of antidepressant withdrawal effects. Further good-quality research on antidepressant withdrawal is required.

Keywords: antidepressant discontinuation, antidepressant withdrawal, meta-analysis, misclassification of withdrawal, spontaneous reporting

Introduction

Antidepressants are widely prescribed, and their use is increasing across the globe (Alabaku et al., 2023). Almost a fifth of the population of the UK and the US use an antidepressant each year, and people frequently take them for long periods. Fifty per cent of users in the UK have taken them for more than a year and almost the same proportion in the US for more than five years (Brody & Gu, 2020; NHS Digital, 2023; Public Health England, 2019).

Initially, antidepressant withdrawal symptoms were generally thought to be mild and short-lived (Iacobucci, 2019; Sørensen, Jørgensen, & Munkholm, 2022a). However, a review published in 2019 suggested withdrawal symptoms occurred in 56% of participants across included studies and that nearly half of those reported the symptoms to be severe (Davies & Read, 2019a). Some guidelines were updated to reflect this evidence (Burn, Horowitz, Roycroft, & Taylor, 2020; Iacobucci, 2019; NICE, 2022b).

However, there was debate about the results of this review (Davies & Read, 2019b; Jauhar & Hayes, 2019). Subsequently, an influential review by Henssler et al. (2024) appeared to suggest that antidepressant withdrawal effects might be less common and only rarely severe.

On the basis of data from 62 cohorts from randomized trials and other studies, Henssler et al. estimated the incidence of ‘any’ withdrawal symptom to be 31% among those coming off an antidepressant. By deducting the incidence of symptoms following the discontinuation of placebo in an overlapping set of 22 trials, they concluded ‘the frequency of antidepressant discontinuation symptoms to be in the range of approximately 15%, thus affecting about one in six to one in seven patients’ (p. 534) (Henssler et al., 2024). They reported that only 3% of participants experienced severe withdrawal symptoms.

Henssler et al. claimed to have provided ‘a more comprehensive view’ than previous research (p. 534)(Henssler et al., 2024).

Since this review was published, another systematic review produced a pooled incidence rate of 43% in mostly short-term trials (Zhang et al., 2024). To shed light on the seeming discrepancies between reviews and to inform clinicians and patients about the current evidence, we set out to appraise the Henssler et al.’s review, including the nature and quality of the data it included. As a secondary aim, we planned a meta-analysis of the occurrence of any withdrawal symptom in studies included by Henssler et al. that had applied a systematic and relevant assessment of withdrawal symptoms.

Methods

We inspected the original publications on the 62 study cohorts (some studies involved more than one cohort) included in Henssler et al.’s incidence analysis and the 19 studies included in the analysis of severe withdrawal. We extracted data on details not reported in the original review, including the method of assessment of withdrawal symptoms used in the analysis, conflicts of interest and sponsorship, and the potential for the misclassification of withdrawal symptoms as relapse or deterioration of the underlying condition. We also re-extracted data on the occurrence of withdrawal as defined by Henssler et al. (at least one withdrawal symptom). All data extraction was double-checked.

The possibility of misclassification was evaluated after inspecting the included studies according to the following criteria: ‘high potential’ for misclassification where data used to evaluate withdrawal were collected non-systematically and concurrently with measures of psychiatric symptoms or relapse, and there was evidence suggestive of misclassification (such as the non-inclusion of typical emotional symptoms among reported effects of withdrawal); ‘medium potential’ where misclassification may have influenced ratings of withdrawal; and ‘low potential’ where misclassification was judged not likely to have been a significant problem. Further details about the basis of these judgments are provided in the Supplementary Table.

We reanalyzed studies included in the Henssler et al.’s review according to a predefined analysis plan (see Supplementary material). We included studies that had usable data derived from a systematic and relevant method of assessment of withdrawal symptoms. We defined this as the use of a structured questionnaire or method that captured common withdrawal symptoms. We excluded studies that used measures designed for other purposes that did not cover withdrawal symptoms. Henssler et al. kindly supplied clarifications of the origin of their figures in certain instances. As in the original review, we analyzed the proportion of people who entered the study who reported at least one withdrawal symptom and conducted the meta-analysis of proportions, using the Logit method based on the inverse variance. We used R’s ‘meta’ package. Details of the code are available at the Open Science Foundation (OSF) https://osf.io/de3gj.

Results

In examining Henssler’s review, we identified several strengths, including the use of systematic searches, risk of bias assessments, the evaluation of withdrawal symptoms in people withdrawn from placebo, and the exploration of potential predictors of withdrawal. However, we also identified some significant limitations, many of which were not readily apparent in the published paper. These include the use of spontaneously reported adverse events to estimate withdrawal symptoms (including in many studies that also used a structured instrument), potential misclassification of withdrawal symptoms as relapse, inclusion of data from retrospective case-note studies, short duration of prior antidepressant use in many studies, short observation periods, lack of consideration of differences between placebo and drug withdrawal effects, and the use of questionable proxies for severe withdrawal. There were also some significant discrepancies and uncertainties in the figures used.

Design of studies

The majority of the 62 studies or cohorts included in the incidence analysis were acute efficacy studies, extension studies, or relapse prevention studies, in which withdrawal effects were an incidental concern and not reliably measured (see below). Only 16 (26%) were designed primarily to study withdrawal, and these were mostly small (See Table 1).

Table 1.

Characteristics of studies used in Henssler et al.’s analysis of the incidence of any withdrawal symptom (eFigure 1 in Henssler’s supplementary appendix)

Study Assessment of withdrawal a primary or secondary aim of the study? a Study design Measure of withdrawal symptoms used in Henssler et al’s incidence analysis Condition Duration of prior use Observation period (after the end of treatment including tapering) Funding and conflicts of Interest (COI) Henssler et al’s incidence figures Discrepancies with incidence figures Potential misclassification of withdrawal b
Allgulander et al. (2006) Secondary A randomized, placebo-controlled discontinuation trial of escitalopram for relapse prevention following 12 weeks of OL treatment. Adverse events in the 2 weeks after randomization in the placebo group and the final taper period GAD 12 weeks (N = 188). Up to 88 weeks (N = 116) 1–2 weeks Drug company funded 96/304 High
Bainum (2017) Primary Retrospective case notes review among people admitted to ITU who stopped an antidepressant (SSRI or SNRI) Authors’ list of symptoms Mixed not specified 72 hours A COI statement reports no COIs 18/41 Low
Bakish et al. (2014) c Secondary An 8-week placebo-controlled efficacy trial of levomilnacipran followed by a down-taper period. Adverse events in taper-down period Depression 8 weeks 30 days Drug company funded 15/376 Medium
Baldwin (2006) Secondary A 12-week placebo-controlled efficacy trial of escitalopram and paroxetine with a subsequent 2-week double blind taper-down period Adverse events in taper-down period (DESS also used – mean scores reported only) GAD 12 weeks 2 weeks Drug company funded 111/459 Medium
Bhuamik (1996) Primary Retrospective case notes review of people who discontinued fluoxetine or paroxetine Not specified. Depression in people with learning disability Mean 8 months for fluoxetine; 7.5 months for paroxetine not specified No COI or funding statement 5/12 Medium
Black et al. (1993) Secondary Uncontrolled study of people withdrawn abruptly from fluvoxamine Spontaneous reports Panic disorder 7–8 months 14 days Drug company funded 12/14 Low
Bourgeois (1991) Secondary Uncontrolled, 6-week study of tianeptine with withdrawal evaluated after discontinuation ‘clinical signs and symptoms’ Depression with melancholic features 6 weeks 1 week Probable drug company funding 0/14 Denominator refers to observations. It should be 30 (number of participants). Medium
Ceccherini-Nelli (1993) Primary Uncontrolled study of people withdrawn from tricyclic antidepressants. Open-ended questions 9 participants had depression, 1 had schizophrenia Not stated Not stated No COI or funding statement 7/10 Low
Charney (1982) Primary Uncontrolled study of withdrawal of tricyclic antidepressants and placebo substitution Nurses’ psychological symptom ratings. Depression (including bipolar depression) 5 weeks for 5 participants, 6 weeks for one, and one not specified 10–21 days US State funding, no COI statement 2/7 Low
Clauw (2013) Secondary A 12-week, placebo-controlled discontinuation (relapse prevention) trial of milnacipran following long-term OL treatment. Adverse events in the placebo group during the whole course of the trial Fibromyalgia Mean 36 months (17.9–54.4) 12 weeks Drug company funded 29/50 Medium
Cohen et al., (2004) Secondary Uncontrolled study to evaluate efficacy and tolerability of intermittent venlafaxine. Any DESS symptom 2–5 days after discontinuation Premenstrual syndrome 30 days in two cycles (15 days and 15 days with a gap of 2 weeks) 2–5 days Drug company funded 8/11 Low
Coupland (1996) Primary Retrospective case notes review of patients who had stopped an SSRI or clomipramine Clinician report
Mostly anxiety and ‘mood disorders’ mean between 12 and 37 weeks 2 weeks (paroxetine, fluvoxamine, and clomipramine). More than 4 weeks (fluoxetine and sertraline). No COI or funding statement 31/171 Withdrawal events should be 21, not 31 Medium
Durgam (2019) Secondary A 26-week, placebo-controlled discontinuation (relapse prevention) trial of milnacipran following 20 weeks of OL treatment, followed by a ‘down taper’ phase. Adverse events in the placebo group during the course of the trial Depression 20 weeks Up to 26 weeks Drug company funded 82/159 High
Fava (1997) Secondary An 8-week, placebo-controlled acute study of extended-release venlafaxine ‘open-ended question’ 5 days after discontinuation Depression 8 weeks mean 5 days Drug company funded 7/9 Medium
Favaro (2001) Primary Retrospective case notes review after use and discontinuation of sertraline ‘At least two symptoms typical of SSRI-withdrawal’. No further details Anorexia nervosa 25.5 weeks 7 days No COI or funding statement 6/24 Figures not consistent with criteria (one symptom) Medium
Feiger (1999) Secondary A placebo-controlled, discontinuation trial of nefazadone for relapse prevention following 16 weeks of OL treatment. Adverse events in the first two weeks after randomization to placebo Depression 16 weeks not specified Drug company funded 15/66 High
Ferguson (2012) Secondary Uncontrolled study of ‘safety and efficacy’ of up to one year treatment with desvenlafaxine, followed by a taper over 1–2 weeks Adverse events Depression 51.8–52.8 weeks 7 days post-discontinuation Drug company funded 54/104 Denominator unreliable due to omission or modification of the taper in some participants Medium
Gallagher (2012) Primary A 2-week taper phase comparing different methods of tapering following a 15-week OL trial of desvenlafaxine. Adverse events (DESS also used – mean scores reported only) Vaso-motor symptoms of the menopause 15–16 weeks 2–4 weeks Drug company funded 89/384 Medium
GlaxoSmithKline (1992) Primary Abrupt discontinuation of imipramine or paroxetine and single-blind placebo substitution for 2 weeks following 6–12 weeks of OL treatment Adverse events Depression 6–12 weeks 10–14 days Drug company funded and conducted 71/186 Medium
Higuchi (2016) Secondary An 8-week, placebo-controlled trial of venlafaxine extended release followed by a 2-week taper period and a 2-week follow-up Adverse events Depression 8 weeks 2 weeks Drug company funded 99/354 Denominator should be 307, not 354 Medium
Ivgy-May (2015) Secondary A two-week, placebo-controlled trial of three different doses of esmirtazapine for insomnia, followed by a 7-day post-discontinuation follow-up period Adverse events Primary insomnia. 2 weeks 1 week Drug company funded 4/390 Denominator unreliable due to likely dropouts/loss to follow-up. Low
Jain (2012) Secondary A 6-week placebo-controlled, acute efficacy study of vortioxetine followed by a 2-week post-discontinuation follow-up Adverse events Depression 6 weeks 2 weeks Drug company funded 25/300 Denominator unreliable due to likely dropouts/loss to follow-up. Medium
Kamijima (2005) Secondary A placebo-controlled, discontinuation study of sertraline for relapse prevention after 8 weeks of OL treatment. Adverse events in the placebo group during the whole course of the trial Panic disorder 8 weeks 8 weeks Drug company funded 42/121 Events should be 40 Medium
Khan et al. (2014) Primary Double-blind, 4-week comparison of abrupt discontinuation of desvenlafaxine, a 1-week taper, and continuation treatment after 24-week OL treatment Adverse events (DESS also used – mean scores reported only) Depression 24 weeks 1–3 weeks post discontinuation Drug company funded 129/285 Medium
Koran (2003) Secondary A 9-week placebo-controlled discontinuation trial of citalopram following a 7-week OL phase. Adverse events in the placebo group during the whole course of the trial Compulsive shopping disorder 7 weeks 9 weeks Drug company funded 2/ 8 High
Kornstein et al. (2006) Secondary Placebo-controlled discontinuation trial of escitalopram for relapse prevention following 16 weeks of OL treatment and 8 weeks of treatment with another drug. Adverse events in the placebo group in the first 2 weeks after randomization Depression 24 weeks 2 weeks Drug company funded 27/66 High
Kragh-Sorensen et al. (1974) Secondary Abrupt discontinuation of nortriptyline after at least 20 weeks of treatment and substitution with placebo for one week. An 11-item checklist (Asberg, 1970) was used, although results were not reported Depression at least 20 weeks 1 week Non-drug company funding declared. No COI statement. 2/10 High
Kramer et al. (1961) Primary A retrospective case notes review of patients who stopped imipramine Not specified. Not reported 19 patients had used imipramine for < 2 months, 26 for > 2 months or more up to 48 hours Drug company ‘cooperation’ 25/45 Medium
Liebowitz (2009) Secondary Randomized placebo-controlled trial of venlafaxine ER followed by a 2-week taper phase and 4–10 day follow-up Adverse events Panic disorder up to 10 weeks 4–10 days Drug company funded 70/163 Denominator unreliable due to modification or omission of taper and dropouts/loss to follow-up. Medium
Mago (2013) Secondary An OL extension study of up to 48 weeks of milnacipran (subsequent to three placebo-controlled trials), followed by a taper-down and follow-up period of up to 4 weeks. Adverse events Depression median 40 weeks 1–2 weeks post discontinuation Drug company funded 75/490 Medium
Mallya (1993) Primary Retrospective case notes review of participants who discontinued fluvoxamine following a placebo-controlled trial and one-year OL extension phase Hopkins symptom checklist OCD 52 weeks not clear No COI or funding statement 4/17 Medium
Mease (2010) Secondary A pooled analysis of two 26-week, OL extension trials of duloxetine at various doses (preceded by two 26-week placebo-controlled trials) with a two-week taper and follow-up phase Adverse events Fibromyalgia with or without depression Between 26 and 52 weeks 1 week Drug company funded 29/122 Denominator unreliable due to dropouts/loss to follow-up. Medium
Montgomery (2009) (flexible), the figures given are actually for all 9 short-term studies – fixed and flexible dose Secondary Henssler’s figures refer to 9 fixed and flexible-dose, short-term, placebo-controlled trials of desvenlafaxine, which were followed by a taper period of between 0 and 2 weeks and a follow-up of between 1 and 3 additional weeks Adverse events (DESS also used- mean scores reported only). Depression 8 weeks 1–3 weeks Drug company funded 455/1141 Medium
Montgomery (2009) (fixed) Secondary The figures are for the fixed-dose studies included in the Montgomery 2009 ‘flexible’ dose studies Adverse events (DESS also used- mean scores reported only). Depression 8 weeks 1–3 weeks Drug company funded 409/947 Double counted (included in Montgomery 2009 ‘flexible dose’) Medium
Montgomery (2005) Secondary A placebo-controlled discontinuation study of escitalopram for relapse prevention after 12 weeks of open-label treatment. Adverse events in the placebo group two weeks after randomization. (DESS also used – mean scores reported only). Generalized social anxiety disorder 12 weeks 2 weeks Drug company funded 101/181 High
Montgomery (2013) Secondary A 10-week, placebo-controlled efficacy trial of milnacipran followed by a 1-week taper period and 1 week follow-up Adverse events Depression 10 weeks 1 week Drug company funded 24/278 Denominator unreliable due to dropouts/loss to follow-up. Medium
Mourad et al. (1998) Primary An uncontrolled study of withdrawal of mixed antidepressants (tricyclic antidepressants, SSRIs, MAOIs, and trazadone) A benzodiazepine withdrawal symptoms scale with two added questions Mixed diagnoses 15 days or more 3 days No COI or funding statement 14/16 Low
Murata et al. (2010) c Primary An uncontrolled study of genes associated with paroxetine withdrawal in the 7 days following discontinuation or reduction. A list of withdrawal symptoms Depression, anxiety, and pain 106 weeks 1 week Non-drug company funding declared. COI statement reports no COIs. 20/56 Low
Oehrberg (1995) Secondary A 12-week placebo-controlled efficacy trial of paroxetine, followed by abrupt discontinuation and placebo substitution for 2 weeks Adverse events Panic disorder 12 weeks 2 weeks Drug company funded 19/55 Medium
Otani (1991) Primary Uncontrolled study of mianserin withdrawn abruptly or over 1 month, with a two-week follow-up UKU side effects scale Mostly depression mean 22 weeks 2 weeks No COI or funding statement. 1/22 Medium
Perahia (2009) Secondary A 52-week placebo-controlled discontinuation trial of duloxetine for relapse prevention (preceded by 28–34 weeks of OL treatment) followed by a down-taper and follow-up of 2–3 weeks. Adverse events during taper and follow-up Depression 80–86 weeks The taper phase and follow-up lasted 2–3 weeks concurrently Drug company funded 14/61 Medium
Perahia (2005) acute studies Secondary Pooled data from 6 placebo-controlled efficacy trials of duloxetine lasting 8–9 weeks that were followed by abrupt discontinuation and a follow-up of 1–2 weeks Adverse events Depression 8–9 weeks 1–2 weeks Drug company funded 217/490 Medium
Perahia (2005) extension studies Secondary Pooled analysis of two, 26-week OL extension studies (following 8-week, placebo-controlled trials), followed by abrupt discontinuation and follow-up of 1–2 weeks Adverse events Depression 34 weeks 1–2 weeks Drug company funded 22/242 Medium
Rapaport (2001) Secondary A 28-week, placebo-controlled, discontinuation trial of sertraline for relapse prevention following a 52-week OL phase (which followed a 10-week efficacy trial). Adverse events in the placebo group during the whole course of the discontinuation trial Panic disorder 52 weeks (plus 10 weeks for those who were on the active drug in the initial efficacy trial) 28 weeks Drug company funded 9/89 Incorrect figures. 9 refers to the number who withdrew due to an adverse event (the number who experienced any adverse event is not reported). High
Raskin (2003) (results and details reported in Perahia, 2005) Secondary Uncontrolled study of duloxetine at different doses, followed by abrupt discontinuation and a 2-week follow-up phase Adverse events Depression 52 weeks 2 weeks Drug company funded 281/553 Medium
Ravindran (2007) Secondary Open study of citalopram for premenstrual syndrome taken from onset of symptoms to start of menses for 2 cycles Adverse events Premenstrual syndrome mean 11.6 days (over 2 menstrual cycles) not specified Author COIs but not funded 0/7 Low
Rickels (2010) open-label study Secondary 12-week OL study of venlafaxine followed by a two-week taper period, including those who did not enter the subsequent relapse prevention trial. Adverse events Depression 12 weeks 2-week taper period (not clear if there is any post-discontinuation follow-up) Drug company funded 68/218 Denominator unreliable due to modification or omission of the taper Medium
Rickels (2010) Relapse prevention Secondary A 24-week, placebo-controlled discontinuation trial of venlafaxine for relapse-prevention following a 12-week OL treatment phase, followed by a 1–2 week taper phase. Adverse events in the taper phase (DESS also used – mean scores reported only) Depression 36 weeks 2-week taper period (not clear if there is any post-discontinuation follow-up) Drug company funded 101/190 Denominator unreliable due to modification or omission of the taper Medium
Rosenthal et al. (2013) Secondary A 6-month, placebo-controlled discontinuation trial of desvenlafaxine for relapse prevention (following a 20-week OL phase) followed by a 1-week taper and 1-week follow-up. Adverse events after the end of OL treatment for those who did not enter the trial, and during the taper and follow-up phase at the end of the double-blind trial for those who did Depression 46 weeks 1 week Drug company funded 53/300 Denominator unreliable due to dropouts/loss to follow-up. Medium
Santonastaso (2001) Secondary An uncontrolled, 14-week study of sertraline followed by discontinuation Not specified Anorexia nervosa 14 weeks Not specified No funding or COI statement 2/7 Medium
Saxe (2012) Secondary A 12-week placebo-controlled trial of milnacipran followed by a 2-week, placebo-controlled, discontinuation trial to evaluate ‘loss of efficacy’. Adverse events Fibromyalgia 12 weeks 2 weeks Drug company funded 29/178 High
Stein et al. (1996) Secondary An 11-week, OL trial of paroxetine followed by a randomized, placebo-controlled relapse prevention trial. Not specified Social phobia 11 weeks Not specified Not drug company funded. No COI statement. 2/8 High
Stein et al. (2008) Secondary A 12-week, placebo-controlled trial of agomelatine. Withdrawal assessed 1 week after the end of treatment. Any DESS symptom GAD 12 weeks 1 week Drug company funded 25/63 Low
Steiner (2005) Secondary A placebo-controlled trial of paroxetine during the luteal phase (14 days) for pre-menstrual dysphoric disorder. Adverse events measured 3 days after start of menses Pre-menstrual dysphoric disorder 14 days 3 days Probable drug-company funding 46/246 Low
Tourian et al. (2011) Secondary An open-label extension study of up to 10 months (following six 8-week efficacy trials of desvenlafaxine), followed by a 7-day taper period Adverse events Depression up to 12 months 1 week Drug company funded 584/1395 Denominator incorrect and unreliable due to dropouts/loss to follow-up and modification or omission of taper. Medium
Tourian et al. (2009) Secondary An 8-week, placebo-controlled trial of desvenlafaxine and duloxetine followed by a 7-day taper period Adverse events elicited by ‘specific questions’ about withdrawal symptoms (DESS also used – mean scores reported only) Depression 8 weeks 7 days Drug company funded 240/455 Low
Tyrer (1984) Primary Uncontrolled withdrawal study of tricyclic antidepressants and phenelzine Spontaneously reported new symptoms during withdrawal Mixed anxiety and depression mean 10 to 16 months 4 weeks No funding or COI statement 16/51 High
Vandel (2004) Secondary a A randomized comparative trial of milnacipran and paroxetine with discontinuation after 6 weeks for some and a further 18 weeks for others Adverse events Depression 6 weeks (N = 90) and 24 weeks (N = 53) 1 week Drug company funded 36/143 Medium
Wade (2007) Secondary A comparative trial of escitalopram and duloxetine followed by a 2-week taper period Adverse events Depression 24 weeks 4 weeks Drug company funded 77/226 Medium
Yasui-Furukori (2016) Primary Uncontrolled study of withdrawal of escitalopram 3 or more DESS symptoms Depression > 6 months 4 weeks Author COIs but not funded 14/25 Figures refer to participants who had 3 or more DESS symptoms (i.e. do not fit Henssler’s specified criteria) Low
Zajecka (1998a) Secondary Placebo-controlled, 6-week, discontinuation trial of fluoxetine for ‘maintenance treatment’ after 12 weeks of OL treatment. Adverse events in the placebo group 6 weeks after randomization Depression 12 weeks 6 weeks Probable drug company funding 23/58 Non-optimal figures relating to adverse events at 6 weeks. Figures for an adverse event over the course of the 6 weeks were 64/96 (67%) in the placebo (discontinued) group Medium
Zajecka (1998b) (conference abstract) Secondary Two placebo-controlled discontinuation trials of nefazadone for ‘maintenance treatment’. Adverse events in the placebo groups 14 days post-randomization Depression Not specified 14 days Probable drug company funding 27/130 Medium

Abbreviations: GAD, generalized anxiety disorder; OCD, obsessive compulsive disorder; SSRI, selective serotonin reuptake inhibitor; SNRI, serotonin and noradrenaline reuptake inhibitor; OL, Open Label; DESS, Discontinuation-Emergent Signs and Symptoms.

a

We have classified studies according to the aim of the original study from which the data were gathered. Some papers focus on data on withdrawal from studies that were set up with a different aim, hence we have classified them as ‘secondary’ whereas Henssler et al. classified them as ‘primary’.

b

‘High’ = high potential for misclassification because withdrawal and relapse/psychiatric symptoms measured concurrently with evidence suggestive of misclassification (such as the noninclusion of typical emotional symptoms among reported effects of withdrawal); ‘Medium’ = medium potential for misclassification where misclassification may have influenced ratings of withdrawal; ‘Low’ = misclassification not likely to have been a significant problem. See Supplementary Table S1 for more detailed rationale for individual studies.

c

Some or all participants did not stop their antidepressant.

Forty-six (74%) of the 62 studies had definite or probable funding from a pharmaceutical company (Table 1). Since funded studies were larger than non-funded studies, they accounted for 96.2% (12,119/12,603) of the participants included in the analysis.

Assessment of withdrawal effects

A fundamental problem with the review is the manner of assessment of withdrawal symptoms (Table 1). In 52 of the 62 study cohorts, figures were derived from data on adverse events, responses to open questions, clinician judgment, or no method was specified. Where details were provided, adverse events and symptoms were ‘spontaneously reported’ in all but one study. In this study, specific withdrawal symptoms were enquired about during the measurement of adverse events (Tourian et al., 2009). Whether adverse events counted as withdrawal effects was further determined by the subjective judgment of the researchers who decided ‘if they occurred for the first time or worsened following discontinuation of treatment ’(p. 208) (Perahia, Kajdasz, Desaiah, & Haddad, 2005).

It is known that the detection of adverse events in studies designed to evaluate efficacy is unreliable, inconsistent, and likely to underestimate effects (Chrysant, 2008; Hammad, Pinheiro, & Neyarapally, 2011; Phillips, Hazell, Sauzet, & Cornelius, 2019). Ratings show poor reliability even for physical symptoms (Forster, Taljaard, Bennett, & van Walraven, 2012) and when raters are guided by a list of specific symptoms (Atkinson et al., 2012). In a trial of a chiropractic intervention, 88 times more adverse events were identified using proactive monitoring than when relying on spontaneous reports (Pohlman et al., 2020). Subjective adverse effects, including symptoms such as fatigue and emotional changes, are more likely to be under-detected than objective physical signs such as oedema (Chrysant, 2008). The reporting, as well as the detection of adverse effects in such studies, is also unreliable (Mayo-Wilson et al., 2019; Phillips et al., 2019).

Underestimation of adverse effects following antidepressant withdrawal is particularly likely because the most common symptoms include anxiety, fatigue, impaired concentration, and worsened mood, as documented in a study of over 1000 participants (Moncrieff, Read, & Horowitz, 2024), which overlap with symptoms of the disorders for which antidepressants are most commonly prescribed. Therefore, withdrawal symptoms can be overlooked or misclassified as symptoms of the underlying condition.

Eleven studies that rated withdrawal symptoms and mental disorder symptoms concurrently were rated as showing a ‘high potential’ for misclassification (See Table 1 and Supplementary Table S1).

In several of these studies, the authors acknowledged the problem by conducting sensitivity analyses of their efficacy measure, excluding data from the first few weeks after randomization (Allgulander, Florea, & Huusom, 2006; Kornstein et al., 2006; Rosenthal et al., 2013). However, they did not consider how the potential misclassification might have impacted the detection of withdrawal symptoms.

Only 13 of the 62 studies were rated as showing a low potential for misclassification.

In addition to these problems, five studies in the incidence analysis were retrospective case note reviews identifying reports of withdrawal symptoms entered by clinicians during routine clinical care (Table 1). Such studies are likely to miss all but the most distinctive and severe symptoms of withdrawal due to the lack of awareness of the range of effects (Guy et al., 2020).

Use of structured instruments

Although 18 of the 62 studies included in Henssler’s incidence analysis used a structured instrument to assess withdrawal symptoms, in 10 of these, Henssler et al.’s analysis was based on adverse events because data from the instrument were not available in the required form (Table 2). In three studies, the instrument was developed for other purposes and did not include common antidepressant withdrawal symptoms. In one, data did not reflect the proportion of people experiencing ‘any’ symptom as per Henssler et al.’s criteria (Table 2) (Yasui-Furukori et al., 2016). In only four studies were withdrawal symptoms measured using a relevant instrument and reported in such a way as to be eligible for Henssler et al.’s analysis. Two of these used the Discontinuation-Emergent Signs and Symptoms (DESS) (Cohen et al., 2004; Stein et al., 1996) and two used similar instruments or sets of questions (Mourad, Lejoyeux, & Adès, 1998; Murata et al., 2010). One further study presented data on ‘specific’ adverse events that were elicited alongside the DESS questionnaire (Tourian et al., 2009).

Table 2.

Studies included in Henssler et al.’s incidence analysis that used a structured instrument

Study Measures used in study Measure used in Henssler’s incidence calculation Incidence rate (from Henssler et al) (%)
Baldwin (2006) DESS and AEs AEs 111/459 (24.2%)
Cohen et al. (2004) a DESS Any symptom on the DESS 8/11 (72.7%)
Gallagher (2002) DESS and AEs AEs 89/384 (23.2%)
Khan et al. (2014) DESS and AEs AEs 129/285 (45.3%)
Kragh-Sorensen et al. (1974) 11-item checklist (Asberg, 1970)
(a checklist for side effects of tricyclic antidepressants. Does not cover common antidepressant withdrawal symptoms, including emotional and cognitive effects)
The statement that two patients had mild headaches. Checklist data are not presented 2/10 (20%)
Mallya (1993) Hopkins checklist (a screening checklist for anxiety and depression- does not cover many common antidepressant withdrawal symptoms) retrospectively applied to medical notes Any symptom on the Hopkins checklist 4/17 (23.5%)
Montgomery (2009) (pooled short-term studies. ‘Flexible’ studies according to Henssler) DESS and AEs AEs 455/1141 (39.9%)
Montgomery (2009) (Flexible or long-term) DESS and AEs AEs Included in Montgomery (2009) pooled short-term studies
Montgomery (2005) DESS and AEs AEs 101/181 (55.8%)
Mourad (1998) a A benzodiazepine withdrawal scale Any symptom on the benzodiazepine withdrawal scale 14/16 (87.5%)
Murata et al. (2010) a A scale similar to the DESS Any symptom on the scale 20/56 (35.7%)
Otani (1991) UKU side effects scale (a general drug side effects scale, developed in the 1980s, mainly focused on antipsychotic side effects. Many common antidepressant withdrawal symptoms are not covered) Any symptom on the UKU side effects scale 1/22 (4.6%)
Rickels (2010) (end of open-label period) DESS and AEs AEs 68/218 (31.2%)
Rickels (2010) (end of double-blind) AEs only (DESS was used in a different part of the study for those who continued into the double-blind period.) AEs 101/190 (53.2%)
Stein et al. (2008) a DESS Any symptom on the DESS 25/63 (39.7%)
Tourian et al. (2009) a DESS and AEs ‘specific’ adverse events 240/455 (52.7%)
Tyrer (1984) Spontaneously reported ‘new symptoms’ during withdrawal were the basis of reported withdrawal symptoms. Separately, pre-specified criteria were used to attempt to distinguish increases in anxiety and depression scores due to withdrawal symptoms from those due to relapse. Any spontaneously reported ‘new symptom’ 16/51 (31.4%)
Yasui-Furukori et al. (2016) DESS 3 or more DESS symptoms 14/25 (56%)

References for articles not cited in-text can be found in the supplementary material.

Abbreviations: AE, adverse event; DESS, Discontinuation-Emergent Signs and Symptoms.

a

The figures used by Henssler et al. for these studies were based on any withdrawal-related symptom (criteria for the incidence analysis) measured by a structured instrument or specific questions relevant to antidepressant withdrawal.

Therefore, only 8.1% (5/62) of the studies included in Henssler et al.’s meta-analysis, involving 4.8% (601/12,603) of total participants, presented data derived from a systematic and relevant assessment of withdrawal symptoms (Figure 1).

Figure 1.

Figure 1.

Flow diagram of studies included in Henssler et al.’s incidence calculation that used a structured instrument or method of assessment of antidepressant withdrawal symptoms.

Discrepancies and uncertainties

Minor discrepancies in data extraction are common in systematic reviews, but some of those in the Henssler et al.’s review are likely to have impacted the results of the analysis, given the size of the studies involved (see Table 1).

For example, participants in a large, pooled analysis of studies of desvenlafaxine by Montgomery et al. (2009) were double counted, so that 947 participants from these studies were included in the meta-analysis twice.

Figures for several further studies are unreliable due to minimal reporting of adverse events, leading to uncertainty about the total number of people who were followed up after discontinuing their antidepressant (details in Table 1 and Supplementary Table S1). Henssler et al.’s use of the number randomized as the denominator in these cases would tend to reduce the rate of reported withdrawal effects, unless there were no dropouts (which is unlikely).

In two studies, all or some participants only reduced the dose of their antidepressant and did not stop (Bakish et al., 2014; Murata et al., 2010). The reductions made may not have had a large enough impact on receptor occupancy to trigger a withdrawal reaction (Horowitz & Taylor, 2019).

The study by Rapoport et al. should not have been included because the number of participants who experienced a withdrawal symptom is not reported. Henssler et al. used the number of people who withdrew from the trial due to a discontinuation-emergent adverse effect (Rapaport et al., 2001).

Observation periods

Observation periods in the studies included in Henssler et al.’s review were generally short – the mode was two weeks. Short follow-up periods are likely to miss some withdrawal effects, which may not necessarily start immediately (Stockmann, Odegbaro, Timimi, & Moncrieff, 2018) due to receptor occupancy taking weeks to fall for many drugs (not just fluoxetine)(Sørensen, Ruhé, & Munkholm, 2022b) or the accumulation of downstream effects that are not well understood (Horowitz & Taylor, 2024).

Duration of treatment

Previous research has shown that the incidence and severity of antidepressant withdrawal effects are greater following long-term use (Horowitz et al., 2023; NICE, 2022a).

The weighted average duration of exposure to antidepressants in the 58 studies included in the incidence analysis, which reported this data, was less than six months (23.4 weeks). In 30 of these, participants had used antidepressants for less than three months, and only nine involved a majority of participants who had taken antidepressants for a year or more (Table 1). Moreover, in two of these, figures that underestimate withdrawal events were inadvertently used in Henssler et al.’s analysis (Rapaport et al., 2001; Tourian, Pitrosky, Padmanabhan, & Rosas, 2011).

Placebo withdrawal

Henssler’s final estimates were computed by subtracting the incidence of withdrawal effects reported following the discontinuation of a placebo (nocebo effects), in trials that reported this data, from the incidence rate among people who had withdrawn from an antidepressant, derived from a larger group of studies. Although the occurrence of nocebo effects, or the misclassification of non-specific symptoms as withdrawal-related effects, is an important consideration, the use of different groups of studies to estimate antidepressant and placebo withdrawal contravenes recommendations because of likely differences between the groups (Glenny et al., 2005).

Henssler et al.’s strategy also assumes that the adverse effects reported by people withdrawing from a placebo and an antidepressant are the same. However, it is unlikely that these are ‘like for like’.

Antidepressant withdrawal is associated with common, nonspecific symptoms such as dizziness, headache, and anxiety (as well as more specific symptoms, such as electric ‘zaps’). These will occur to some extent as ‘background noise’ in the placebo group, as highlighted by Baldwin, Montgomery, Nil, and Lader (2007). However, antidepressant withdrawal symptoms are likely to be more severe and occur more frequently. It has been reported that people can become so dizzy they have physical accidents (Moncrieff et al., 2024) or be referred for neurological workups (Haddad, Devarajan, & Dursun, 2001), for example. Therefore, incidental or background symptoms can only be distinguished from genuine withdrawal symptoms by measuring their severity and frequency, in the same way that symptoms of anxiety and depression are usually rated. Only one study included in Henssler et al. reported the severity of individual symptoms, but there was no placebo group in this study (Khan et al., 2014).

This point is supported by the fact that although withdrawal symptoms in general were only about twice as frequent among people taking an antidepressant compared to those taking a placebo in Henssler et al.’s analysis, the limited indicators of severe withdrawal used (see below) were almost five times more common in antidepressant users.

Severity

Table 3 shows the data used by Henssler et al. to calculate the proportion of people experiencing severe withdrawal effects. This was not presented in the paper, and readers might assume the figures referred to withdrawal symptoms whose severity had been measured using an instrument, or at least to adverse effects that had been judged to be severe. However, in 11 of the 19 studies, the analysis was based on figures for adverse events that led to study discontinuation or on Serious Adverse Events (SAEs). The basis for the selection of these particular studies is unclear since others presented such data.

Table 3.

Studies used in Henssler et al.’s analysis of the incidence of severe withdrawal (eFigure 2 in Henssler’s supplementary appendix)

Study Definition of severe withdrawal used by Henssler et al. Number of participants with ‘severe’ withdrawal/total number according to this definition
Dallal and Chouinard (1998) Number of participants described by study authors as having ‘severe’ symptoms 6/8
Davidson (2001) Number with discontinuation-emergent adverse event of dizziness rated as severe 1/50
Durgham (2019) Number who discontinued due to a discontinuation-emergent adverse event 2/159
GlaxoSmithKline (1992) Number with an SAE during or after antidepressant treatment a 2/202
Khan et al. (2014) Number who discontinued due to ‘withdrawal symptoms’ 5/285
Kragh-Sorensen et al. (1974) Number derived from the statement ‘No withdrawal symptoms were observed. However, in two patients, mild headaches on both the second and third days were reported.’ 0/10
Kramer et al. (1961) Number described by the study authors as having ‘marked symptoms’ 10/25
Markowitz (2000) Number having an adverse event leading to discontinuation 0/72
Murata et al. (2010) Number described by the study authors as having ‘very distressing symptoms’ b 5/56
Perahia (2009) Number who discontinued due to an adverse event in the placebo group at any time after randomization in the relapse prevention (maintenance) trial 3/142
Perahia et al. (2005) acute Number who discontinued due to a discontinuation emergent adverse event 15/490
Perahia et al. (2005) acute extension Number who discontinued due to dizziness 1/242
Rickels et al. (1993) The number experiencing ‘moderate or marked withdrawal’, defined by study authors as an increase of 20 points or more on a benzodiazepine withdrawal checklist. The criteria were derived from a study comparing withdrawal from alprazolam, imipramine, and placebo. 0/11
Rosenbaum (1998) Number who discontinued due to a discontinuation emergent adverse event 3/152
Rosenthal et al. (2013) Number experiencing an SAE 1/272
Saxe (2012) Number experiencing an SAE 1/178
Stein (2012) Authors’ conclusion that there were no withdrawal symptoms c 0/114
Vandel (2004) Number of adverse events (not participants) rated as ‘severe’ 7/143
Zajecka (1998a) Number who discontinued due to a discontinuation emergent adverse event 2/96

References for articles not cited in-text can be found in the supplementary material.

Abbreviation: SAE, serious adverse event.

a

The SAEs in this study are described as occurring either during treatment with the antidepressants or in the 14-day period after discontinuation, so they are not necessarily related to withdrawal.

b

Participants did not necessarily stop the drug completely in this study, and there were high rates of use of concomitant medications, including benzodiazepines (see Supplementary Table S1).

c

According to Henssler et al. (personal communication), this was based on the authors’ conclusions. In the paper, the authors justify this on the basis that there was no excess risk of early relapse in the placebo group during the relapse prevention trial, and that the mean number of DESS symptoms following discontinuation of agomelatine and switch to placebo at the end of the trial was similar to the mean among those who continued agomelatine.

In any case, neither is a valid indicator of the severity of withdrawal symptoms. Decisions to discontinue from a trial involve many considerations. Researchers usually make concerted efforts to retain participants so as not to lose data and power, thereby making it likely that only unusually severe events culminate in someone leaving a trial. SAEs are a formal category of events with a precise definition, which includes events that lead to death, are life-threatening, lead to hospital admission, cause persistent or significant disability or incapacity, or a congenital abnormality (Health Research Authority, 2024). Therefore, there is a high threshold for categorizing an event as an SAE, and severe symptoms, even if painful, uncomfortable or debilitating, would rarely qualify, especially after short-term exposure.

The few studies that reported authors’ qualitative assessment of the severity of withdrawal symptoms yielded varied results. Some suggested that symptoms were generally mild (Kragh-Sorensen et al., 1974; Rickels, Schweizer, Weiss, & Zavodnick, 1993), and some suggested that they were commonly or not infrequently severe (Dallal & Chouinard, 1998; Kramer, Klein, & Fink, 1961; Murata et al., 2010). The authors of one noted that the symptoms of withdrawal in general were ‘fairly distressing and uncomfortable’ and that people who had severe withdrawal had ‘very distressing symptoms’ (p. 16) (Murata et al., 2010).

In another small study identified by Henssler et al. but not included in their analysis of severity, 12 of 14 participants who abruptly stopped fluvoxamine after 7–8 months experienced withdrawal symptoms, and of these five had to take time off work, six contacted researchers for help, three sought medical attention, one was re-medicated because of panic, and one became suicidal (Black, Wesner, & Gabel, 1993). Incidentally, it is also interesting to note that several studies documented rare cases of hospitalization and other serious events that were considered likely or possible complications of withdrawal (see Supplementary Table S1).

Meta-analysis of studies using a systematic and relevant assessment of withdrawal symptoms

We identified five studies that conducted a systematic assessment of withdrawal symptoms using an appropriate structured instrument or method (Figure 1; Table 2). In all but one of these trials, participants had used antidepressants for 12 weeks or less. In one trial of paroxetine withdrawal, the mean duration of prior use was 106 weeks, but 59% of participants in this trial underwent a very slow withdrawal over a period of up to four years and not all participants discontinued their antidepressant. The majority were also using concomitant benzodiazepines and other drugs prescribed for depression and anxiety (Murata et al., 2010). All five studies were rated as having a low probability of the misclassification of withdrawal and relapse (Table 1).

The pooled rate of withdrawal symptoms in all five trials was 0.55 (95% confidence interval CI, 0.36–0.72, N = 601) using a random effects model, without subtracting nocebo effects (Figure 2). Heterogeneity was high (I 2 = 77%; τ 2 = 0.59; Q = 17.1, df = 4, p = 0.002). Excluding the trial by Murata, in which not all participants stopped their antidepressant, yielded a pooled estimate of 0.61 (CI 0.38–0.80; N = 545; I 2 = 74.4%; τ 2 = 0.67; Q = 11.7, df = 3, p = 0.009). Removing the trial of agomelatine (Stein, Ahokas, & de Bodinat, 2008), which has a different mechanism of action from other antidepressants and has consistently been found to have a low potential for dependence (Goodwin, Emsley, Rembry, & Rouillon, 2009; Montgomery et al., 2004), produced an estimate of 0.69 (0.43–0.87; N = 482; I 2 = 72.7%; τ 2 = 0.63; Q = 7.3, df = 2, p = 0.02) (see Supplementary material Figures S1–S2).

Figure 2.

Figure 2.

Meta-analysis of studies using a structured instrument or method of assessment of antidepressant withdrawal symptoms: Forest Plot.

These figures are likely to include nocebo withdrawal or incidental symptoms. Although these were not reliably measured in the original review, for illustration, we deducted Henssler et al.’s estimate of placebo withdrawal in trials using a structured instrument (30%) from our estimates. This resulted in a range of 25%–39% of people experiencing withdrawal symptoms.

Discussion

The data that form the basis of Henssler’s review were derived from trials, which were mostly funded by drug companies to assess efficacy, in which withdrawal was assessed cursorily, most often based on spontaneously reported adverse events. The problematic nature of such data is not discussed in Henssler’s paper, even though it is known to be inconsistent and unreliable and is particularly likely to miss emotional symptoms of withdrawal. This, and discrepancies in, and uncertainty of some of the figures, short duration of prior treatment, short observation periods, and other limitations, make most of the data unreliable and inadequate for the task of estimating the incidence of withdrawal. Likewise, the data selected for the analysis of severity were not justified or transparent and do not adequately represent the severity of withdrawal symptoms.

The limitations of the data may explain why there were no associations between the prevalence of withdrawal symptoms and pharmaceutical industry funding or length of prior antidepressant treatment across studies in Henssler et al.’s analyses. Differences between antidepressant agents and the relative lack of data from non-funded studies and studies with participants with longer durations of use may also have contributed to the failure to find differences.

Although nocebo or incidental withdrawal symptoms are relevant, Henssler et al.’s subtraction of the rate of placebo symptoms from antidepressant withdrawal symptoms is not justified. It does not account for the likely differences in the severity of symptoms following antidepressant and placebo withdrawal, and the estimates derive from different groups of studies.

Only five studies included in Henssler et al.’s meta-analysis of incidence had assessed withdrawal symptoms in a systematic and relevant manner. Depending on which studies were included, rates of withdrawal symptoms in these studies ranged between 55% and 69%, which reduced to between 25% and 39% after deducting Henssler et al.’s rate of nocebo withdrawal symptoms. However, since only one of these studies lasted longer than 12 weeks, these figures do not represent the effects of withdrawing from long-term treatment. They suggest withdrawal symptoms are common even after short-term use.

Conducting and obtaining funding for high-quality research on antidepressant withdrawal symptoms is challenging. Ideally, a randomized trial comparing people who are withdrawn from placebo or antidepressants after a clinically relevant duration of treatment is needed. Such a trial would need to employ a systematic and comprehensive measure of withdrawal symptoms, rated for frequency and severity, to have the best chance of distinguishing them from background events and symptoms of the underlying problem.

The results of Henssler et al.’s review have been interpreted as suggesting that antidepressant withdrawal is rare and unproblematic (Pariante, 2024), although we note this was not necessarily the conclusion of its authors. However, as we have shown, the review does not provide good grounds to make reliable judgments about withdrawal. Clinicians and patients need to be aware of its limitations to inform decisions about the use of antidepressants.

Supporting information

Moncrieff et al. supplementary material

Moncrieff et al. supplementary material

Acknowledgments

We kindly thank the authors of Henssler et al. (2024) for providing answers to the queries we made to them.

Supplementary material

The supplementary material for this article can be found at http://doi.org/10.1017/S0033291725100652.

Data availability statement

All data associated with this manuscript have been published in the paper. Further enquiries can be directed to the corresponding author.

Author contribution

JM conceived and designed the study and wrote the first draft of the manuscript. AS, MAH, HH, JR, and JM evaluated individual studies. MP performed the meta-analysis. All authors helped to design the study and substantially revised the manuscript.

Funding statement

This study received no specific funding.

Competing interests

JM receives royalties for books about psychiatric drugs and was a co-applicant on the REDUCE trial, funded by the National Institute of Health Research, evaluating digital support for patients stopping long-term antidepressant treatment. MAH and JM are both co-applicants on the RELEASE and RELEASE+ trials in Australia, funded by the Medical Research Future Fund and the National Health and Medical Research Council, evaluating hyperbolic tapering of antidepressants against care as usual. MAH reports being a co-founder of and consultant to Outro Health, a digital clinic which provides support for patients in the US to help stop no longer needed antidepressant treatment using gradual, hyperbolic tapering. MAH receives royalties for the Maudsley Deprescribing Guidelines. MPH receives royalties from a book about antidepressants. JD reports being a practicing psychotherapist and secretariat member of the previous All-Party Parliamentary Group for Prescribed Drug Dependence. He has royalties on authored and edited books. AS receives royalties from a book about psychiatric drug withdrawal and honoraria for lectures about psychiatric drug withdrawal. JR is Chair of the International Institute for Psychiatric Drug Withdrawal (unpaid). All other authors report no conflicts of interest.

Ethical standard

No ethical approval was required for this manuscript because no participants were involved.

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Supplementary Materials

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Data Availability Statement

All data associated with this manuscript have been published in the paper. Further enquiries can be directed to the corresponding author.


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