Evidence map›Paper›PMID 41867190›Full record

ArticlemedRxiv : the preprint server for health sciences2026

Validation and Extension of a Risk Calculator to Predict Mood Recurrence in Young People with Bipolar Disorder.

Ava Avolio, John Merranko, Mary Kay Gill, Jessica C Levenson, Tina R Goldstein, Danella Hafeman, Boris Birmaher

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Ava AvolioDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.ORCID 0009-0002-5445-9549
John MerrankoDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.ORCID 0000-0002-9162-5916
Mary Kay GillDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.
Jessica C LevensonDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.ORCID 0000-0003-3271-9944
Tina R GoldsteinDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.ORCID 0000-0002-4762-8060
Danella HafemanDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.ORCID 0000-0001-8312-3513
Boris BirmaherDepartment of Psychiatry, Western Psychiatric Institute and Clinic, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania.ORCID 0000-0001-9299-6519

Funding

Course and Outcome of Bipolar Disorder in Youth - SupplementR01MH059929 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BIRMAHER, BORIS, PHILLIPS, MARY LOUISE · 2000 to 2021
$15.9M
Course and Outcome for Bipolar Disorder in Youth (COBY)R01MH059691 · NIMH · BROWN UNIVERSITY · PI KELLER, MARTIN B, YEN, SHIRLEY · 2000 to 2015
$7.9M
Predicting Recurrences in Bipolar Illness (Prompt-BD)R01MH126991 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BIRMAHER, BORIS · 2021 to 2025
$3.8M
Course and Outcome for Bipolar Disorder in YouthR01MH059977 · NIMH · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI STROBER, MICHAEL A · 2000 to 2010
$3.7M
1/2 Predicting Adult Outcomes in Bipolar Youth (PROBY)R01MH112544 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BIRMAHER, BORIS · 2018 to 2022
$2.5M
2/2-Predicting Adult Outcomes in Bipolar Youth (PROBY)R01MH112543 · NIMH · BROWN UNIVERSITY · PI YEN, SHIRLEY · 2018 to 2022
$1.2M
NIMH NIH HHS R01 MH059691NIMH NIH HHS R01 MH059929NIMH NIH HHS R01 MH059977NIMH NIH HHS R01 MH112543NIMH NIH HHS R01 MH112544NIMH NIH HHS R01 MH126991
6 · The paper itself

Abstract

Objective: Given the episodic nature of bipolar disorder (BD) and the variability in mood episode recurrence across individuals, accurate recurrence prediction is critical. The original COBY recurrence risk calculator (RC) was developed in a longitudinal youth cohort to estimate threshold recurrence risk. However, its accuracy for predicting subthreshold recurrences had not been fully evaluated. The objective of this study was to extend the previously developed COBY mood recurrence RC to predict both threshold and subthreshold mood recurrences and evaluate its performance in an independent sample. Method: Adolescents and young adults with BD-I/II (N= 51; BD-I: 38, BD-II: 13; 14-24 years old) were interviewed with standard instruments at intake and during the follow-up on average every 6 months for a median of 54 weeks. We assessed the degree to which the COBY RC predicted mood recurrence (threshold or subthreshold) in this independent sample. Discrimination was measured using the area under the receiver operating characteristic curves (AUC); calibration and variable importance were also assessed. Results: The model demonstrated good prediction of any recurrence within the next six months (any threshold recurrence AUC = 0.72, any subthreshold or worse recurrence AUC = 0.77). Calibration analysis demonstrated the model tended to overestimate risk in the external sample, plausibly attributable to differences in recurrence ascertainment strategy (prospective vs retrospective) or the significant difference in prior remission length, a key predictor. Recalibration greatly improved calibration without loss of discrimination. Conclusion: The mood recurrence RC demonstrated good discrimination for both threshold and subthreshold mood recurrences in an independent young adult cohort, consistent with prior youth and adult validations. Validation now spans across developmental stages and different degrees of severity of mood symptoms opening the opportunity for clinical implementation to provide personalized monitoring and early intervention for people with BD.

Indexed as

adolescentsbipolar disorderpersonalized medicinerisk calculatoryoung adults

Identifiers

PMID41867190
PMCPMC13004132

What OpenQuestion holds

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Registered trials

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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.