Evidence map›Paper›PMID 41520950›Full record

ArticlePharmacology, biochemistry, and behavior2026

Evidence of heterogeneity in the opioid withdrawal syndrome: Spontaneous and precipitated withdrawal.

Suky Martinez, Jermaine D Jones, Kelly E Dunn, Andrew Huhn, Joshua A Lile, Thomas P Shellenberg, Laura Brandt

Abstract read
In one paragraph

Article in Pharmacology, biochemistry, and behavior, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Suky MartinezBehavioral Pharmacology Research Unit, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD, 21224, USA. Electronic address: smart209@jh.edu.
Jermaine D JonesDivision on Substance Use Disorders, Department of Psychiatry, Columbia University Vagelos College of Physicians and Surgeons, 1051 Riverside Drive, New York, NY, 10032, USA; Hazelden Betty Ford Foundation, 15251 Pleasant Valley Road, Center City, MN, 55012, USA.
Kelly E DunnKahlert Institute for Addiction Medicine, University of Maryland School of Medicine, 655 W. Baltimore Street, Baltimore, MD, 21201, USA.
Andrew HuhnBehavioral Pharmacology Research Unit, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Drive, Baltimore, MD, 21224, USA.
Joshua A LileDepartment of Behavioral Science, University of Kentucky, College of Medicine, Medical Behavioral Science Building, 1100 Veterans Dr., Lexington, KY, 40536, USA.
Thomas P ShellenbergDepartment of Behavioral Science, University of Kentucky, College of Medicine, Medical Behavioral Science Building, 1100 Veterans Dr., Lexington, KY, 40536, USA.
Laura BrandtDepartment of Psychology, The City College of New York, 160 Convent Ave., New York, NY, 10031, USA.

Funding

Research Training in Drug Abuse BehaviorT32DA035200 · NIDA · UNIVERSITY OF KENTUCKY · PI CRAIG R RUSH, William Walton Stoops · 2013 to 2026
$4.4M
Evaluating Suvorexant for Sleep Disturbance in Opioid Use DisorderUH3DA048734 · NIDA · JOHNS HOPKINS UNIVERSITY · PI DUNN, KELLY E, HUHN, ANDREW S · 2021 to 2021
$3.6M
Assessing a Clinically-meaningful Opioid Withdrawal PhenotypeR01DA052937 · NIDA · UNIVERSITY OF MARYLAND BALTIMORE · PI DUNN, KELLY E · 2021 to 2025
$3.3M
A Translational Determination of the Mechanisms of Maladaptive Choice in Opioid Use DisorderR01DA047368 · NIDA · UNIVERSITY OF KENTUCKY · PI BECKMANN, JOSHUA, LILE, JOSHUA ANTHONY · 2019 to 2023
$3.1M
Developing an FDA-Qualified Clinical Outcomes Assessment for Opioid WithdrawalUG3DA062907 · NIDA · CITY COLLEGE OF NEW YORK · PI Laura Brandt, Kelly E Dunn · 2025 to 2026
$1.5M
Natural Language Processing Phenotyping of Spirituality and Resilience Among Individuals with Opioid Use DisorderK08DA058057 · NIDA · JOHNS HOPKINS UNIVERSITY · PI Suky Martinez · 2024 to 2026
$655k
NIDA NIH HHS K08 DA058057NIDA NIH HHS R01 DA047368NIDA NIH HHS R01 DA052937NIDA NIH HHS T32 DA035200NIDA NIH HHS UG3 DA062907NIDA NIH HHS UH3 DA048734
6 · The paper itself

Abstract

aimsThis study characterized the heterogeneity of opioid withdrawal by comparing naturally occurring withdrawal during opioid abstinence (spontaneous withdrawal) with abrupt, pharmacologically induced naloxone-precipitated withdrawal in adults with Opioid Use Disorder (OUD).

methodsA secondary analysis was conducted on de-identified data from 86 adults meeting DSM-5 criteria for moderate-to-severe OUD. Participants either presented in spontaneous withdrawal (n = 28) or underwent naloxone challenge to precipitate withdrawal (n = 58). Withdrawal symptoms were rated using the Wang procedure. Principal Component Analysis (PCA) of binary symptom data was performed to identify dominant patterns of symptom co-occurrence. Separate PCAs were then conducted for the withdrawal syndrome types to delineate group-specific symptom clusters.

resultsIn the combined sample, four principal components together accounted for 55.6% of the variance in withdrawal symptoms, with the highest loadings observed on autonomic (e.g., temperature change, sweating) and somatic (e.g., restlessness, yawning) domains. Subgroup analyses revealed distinct symptom-loading patterns: the spontaneous withdrawal group displayed a more pronounced autonomic profile dominated by temperature dysregulation and muscle aching, whereas the precipitated withdrawal group exhibited greater variability, with notable gastrointestinal (vomiting, stomach pain) and somatic features. Across analyses, inter-individual variability was substantial, underscoring the multidimensional nature of opioid withdrawal.

conclusionThese findings suggest spontaneous and precipitated withdrawal are distinct clinical phenomena: the former emerges gradually, the latter produces diverse, acute symptoms, though both display heterogeneity. Moreover, relying solely on naloxone-challenge paradigms for treatment development may overlook key aspects of "real-world" spontaneous withdrawal, reinforcing the importance of broader experimental models and individualized care.

Indexed as

Analgesics, OpioidOpioid-Related DisordersSubstance Withdrawal SyndromeAdultFemaleHumansMaleMiddle AgedNaloxoneNarcotic AntagonistsPrincipal Component AnalysisAnalgesics, OpioidNaloxoneNarcotic AntagonistsHeterogeneityInteroceptionNaloxone challengeOpioid use disorderOpioid withdrawalPrincipal Component AnalysisSpontaneous withdrawalSymptom profiles

Identifiers

PMID41520950
PMCPMC12833741

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.