Evidence map›Paper›PMID 41155150›Full record

ArticleInternational journal of molecular sciences2025

Identifying Plasma Biomarkers That Predict Patient-Reported Outcomes Following Treatment for Trapeziometacarpal Osteoarthritis Using Machine Learning.

Mauro Maniglio, Moaath Saggaf, Nupur Purohit, Daniel Antflek, Jason S Rockel, Mohit Kapoor, Heather L Baltzer

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2025. 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.

Mauro ManiglioDepartment of Hand Surgery, The Balgrist, University Clinic, 8008 Zürich, Switzerland.ORCID 0000-0001-7748-0389
Moaath SaggafDivision of Plastic and Reconstructive Surgery, Department of Surgery, University of Toronto, Toronto, ON M5R 0A3, Canada.
Nupur PurohitDepartment of Hand and Plastic Surgery, Toronto Western Hospital, UHN University of Toronto, Toronto, ON M5T 2S8, Canada.
Daniel AntflekDepartment of Hand and Plastic Surgery, Toronto Western Hospital, UHN University of Toronto, Toronto, ON M5T 2S8, Canada.
Jason S RockelOsteoarthritis Research Program, Division of Orthopaedics, Schroeder Arthritis Institute, University Health Network, Toronto, ON M5T 0S8, Canada.
Mohit KapoorOsteoarthritis Research Program, Division of Orthopaedics, Schroeder Arthritis Institute, University Health Network, Toronto, ON M5T 0S8, Canada.
Heather L BaltzerDivision of Plastic and Reconstructive Surgery, Department of Surgery, University of Toronto, Toronto, ON M5R 0A3, Canada.

Funding

American Society for Surgery of the Hand 1407Plastic Surgery Foundation PSF National Endowment Grant
6 · The paper itself

Abstract

Osteoarthritis (OA) in the trapeziometacarpal joint (TM) is a prevalent form of hand OA, yet research on biomarkers specific to hand OA remains limited. This study aims to identify systemic plasma biomarkers at baseline in TM OA patients that are associated with patient-reported outcomes one year post-treatment. Blood samples and clinical data were collected prospectively from 143 TM OA patients undergoing conservative therapy, fat grafting, or surgery, with one-year follow-up. Supervised machine learning with Lasso regularization analyzed associations among 10 systemic biomarkers related to cartilage turnover, bone remodeling, pain, or lipid metabolism. Generalized estimating equation models evaluated baseline biomarker associations with one-year outcomes. Patients averaged 61 years, were mostly female (69%), and were primarily treated conservatively (47%). The machine learning model identified associations between outcomes and biomarkers, including PIIANP, Visfatin, adiponectin, and leptin. Adjusted analyses revealed baseline PIIANP associated with VAS, QuickDASH, and TASD improvements, while Visfatin correlated with VAS worsening. We could identify two different plasma markers that could predict the clinical outcome of TM OA treatment. Baseline PIIANP is associated with improvement, while Visfatin is associated with worsening in TM OA outcomes up to one year post-treatment. Further prospective studies are needed to confirm and solidify these findings.

Indexed as

BiomarkersMachine LearningOsteoarthritisPatient Reported Outcome MeasuresAgedFemaleHumansMaleMiddle AgedTreatment OutcomeBiomarkersCMC-1 osteoarthritisfirst carpometacarpal jointfirst carpometacarpal osteoarthritisosteoarthritisplasma biomarkersTM osteoarthritistrapeziometacarpal jointtrapeziometacarpal osteoarthritis

Identifiers

PMID41155150
PMCPMC12564721

What OpenQuestion holds

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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.