Evidence map›Paper›PMID 40936692›Full record

ArticleFrontiers in oncology2025

Low fT3/fT4 ratio as a proxy for muscle wasting in patients with advanced non-small cell lung cancer treated with pembrolizumab.

Serena Eccher, Marco Sposito, Ilaria Trestini, Ilaria Mariangela Scaglione, Luca Pasqualin, Daniela Tregnago, Alice Avancini, Jessica Insolda, Linda Confortini, Alessandra Dodi and 10 more

Abstract read
In one paragraph

Article in Frontiers in oncology, 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

20 authors.

Serena EccherSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Marco SpositoSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Ilaria TrestiniDietetic Service, University and Hospital Trust (AOUI) of Verona, Verona, Italy.
Ilaria Mariangela ScaglioneSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Luca PasqualinSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Daniela TregnagoSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Alice AvanciniSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Jessica InsoldaSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Linda ConfortiniSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Alessandra DodiDepartment of Medicine and Surgery, Medical Oncology Unit, University Hospital of Parma, Parma, Italy.
Alessio StefaniComprehensive Cancer Center, Medical Oncology Department, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.
Marco CintoniDepartment of Translational Medicine and Surgery, Clinical Nutrition Unit, Fondazione Policlinico Universitario Agostino Gemelli IRCCS & Research and Training Center in Human Nutrition, Università Cattolica del Sacro Cuore, Rome, Italy.
Isabella SperdutiBiostatistics, IRCCS Regina Elena National Cancer Institute, Rome, Italy.
Maria Cristina MeleDepartment of Translational Medicine and Surgery, Clinical Nutrition Unit, Fondazione Policlinico Universitario Agostino Gemelli IRCCS & Research and Training Center in Human Nutrition, Università Cattolica del Sacro Cuore, Rome, Italy.
Fotios Loupakis3trees Healthcare, Viterbo, Italy.
Marcello TiseoDepartment of Medicine and Surgery, Medical Oncology Unit, University Hospital of Parma, Parma, Italy.
Emilio BriaComprehensive Cancer Center, Medical Oncology Department, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.
Michele MilellaSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Sara PilottoSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.
Lorenzo BelluominiSection of Oncology, Department of Engineering for Innovation Medicine (DIMI), University of Verona School of Medicine and Verona University Hospital Trust, Verona, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Loss of skeletal muscle mass may serve as a valuable indicator of treatment efficacy and survival in individuals with lung cancer undergoing immunotherapy. This investigation sought to pinpoint accessible markers that could reflect the presence of muscle degradation. Methods: A retrospective study was conducted on patients with advanced non-small cell lung cancer (NSCLC) who received first-line pembrolizumab therapy from June 2018 to September 2021. Data collected included computed tomography (CT)-based body composition, clinical and radiological characteristics, along with thyroid function tests (free triiodothyronine [fT3] and free thyroxine [fT4]). Predictive factors were evaluated using multivariate logistic regression models. Results: Among 31 patients, muscle wasting was observed in 58.1%. Performance Status (PS) emerged as a strong predictor (p=0.005), and a significant link was also found between muscle depletion and fT3/fT4 ratio (p=0.0296). After adjusting for PS, the association with the hormone ratio remained suggestive though not statistically definitive (p=0.091). ROC curve analysis identified a threshold value of 2.84 for fT3/fT4 ratio, which best differentiated patients at higher versus lower risk of muscle loss. Notably, 77.3% of individuals with muscle wasting had a ratio below this cut-off, compared to only 14.3% of those with higher ratios (p=0.006). While no significant correlation was found between the hormone ratio and progression-free survival (PFS), a meaningful association with overall survival (OS) was observed (p=0.032). Conclusions: Despite the limited sample size, fT3/fT4 ratio appears to be a promising and accessible biomarker for identifying muscle wasting, which may be linked to diminished treatment response and shorter survival in patients with NSCLC.

Indexed as

body compositionimmune checkpoint inhibitors (ICIs)muscle wastingnon-small cell lung cancer (NSCLC)sarcopeniathyroid hormones

Identifiers

PMID40936692
PMCPMC12421168

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