Artificial intelligence-based muscle analysis risk assessment of treatment-related toxicity in metastatic colorectal cancer

IntroductionUp to 60% of adults with metastatic colorectal cancer (mCRC) receiving combination cytotoxic chemotherapy may experience loss of skeletal muscle mass and function. This study explores associations of artificial intelligence (AI)-based skeletal muscle assessment with hematologic toxicity and chemotherapy relative dose intensity (RDI) in adults with mCRC receiving standard combination chemotherapy.MethodsWe conducted a retrospective analysis of adults with mCRC receiving first-line FOLFOX or FOLFIRI over 6 months (≤12 cycles) from 1/2011 to 11/2018. We used a validated AI-based skeletal muscle assessment on baseline (prior to starting chemotherapy) computed tomography scans to determine skeletal muscle index (SMI, cm<sup>2</sup>/m<sup>2</sup>), categorizing low SMI using independent sex-specific cut-off values. We sought to evaluate the association between low SMI and the incidence of grade ≥3 (G ≥ 3) cytopenia over 6 months. Secondary endpoints included time to G ≥ 3 cytopenia and RDI.ResultsOverall, 126 adults met inclusion (median age = 61 years [range, 29-85]; 56 [44%] female) with a median BMI of 26.6 kg/m<sup>2</sup> (IQR, 24.1-30.5 kg/m<sup>2</sup>), including 59 (47%) with a low SMI. G ≥ 3 neutropenia incidence was higher in adults with low SMI (31% vs. 15%, p = 0.036). There was no difference for other G ≥ 3 cytopenias (39% vs 24%, p = 0.067) or median time to G ≥ 3 neutropenia (p = 0.053). Patients with a low SMI had a lower 5FU-bolus RDI (p = 0.045).ConclusionAdults with mCRC receiving first-line chemotherapy with low SMI experienced more G ≥ 3 neutropenia and decreased 5-FU bolus RDI.

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Journal
Journal of Oncology Pharmacy Practice
Published
2025-05-05
DOI
https://doi.org/10.1177/10781552251338048
Primary Topic
Nutrition and Health in Aging
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article
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article

Artificial intelligence-based muscle analysis risk assessment of treatment-related toxicity in metastatic colorectal cancer

Ryan David Nipp, Till D. Best, Eric Roeland, Stephanie Mui et al.
Journal of Oncology Pharmacy Practice
Nutrition and Health in Aging
article

Artificial intelligence-based muscle analysis risk assessment of treatment-related toxicity in metastatic colorectal cancer

Ryan David Nipp, Till D. Best, Eric Roeland, Stephanie Mui, Uvette Lou, Florian J. Fintelmann, Matthew M. Lei, Ismail Tahir, Emily E. Van Seventer, Anurag Saraf, J. Peter Marquardt, Nora Horick, Erica Grasso, Erica Tavares
article en

Abstract

IntroductionUp to 60% of adults with metastatic colorectal cancer (mCRC) receiving combination cytotoxic chemotherapy may experience loss of skeletal muscle mass and function. This study explores associations of artificial intelligence (AI)-based skeletal muscle assessment with hematologic toxicity and chemotherapy relative dose intensity (RDI) in adults with mCRC receiving standard combination chemotherapy.MethodsWe conducted a retrospective analysis of adults with mCRC receiving first-line FOLFOX or FOLFIRI over 6 months (≤12 cycles) from 1/2011 to 11/2018. We used a validated AI-based skeletal muscle assessment on baseline (prior to starting chemotherapy) computed tomography scans to determine skeletal muscle index (SMI, cm<sup>2</sup>/m<sup>2</sup>), categorizing low SMI using independent sex-specific cut-off values. We sought to evaluate the association between low SMI and the incidence of grade ≥3 (G ≥ 3) cytopenia over 6 months. Secondary endpoints included time to G ≥ 3 cytopenia and RDI.ResultsOverall, 126 adults met inclusion (median age = 61 years [range, 29-85]; 56 [44%] female) with a median BMI of 26.6 kg/m<sup>2</sup> (IQR, 24.1-30.5 kg/m<sup>2</sup>), including 59 (47%) with a low SMI. G ≥ 3 neutropenia incidence was higher in adults with low SMI (31% vs. 15%, p = 0.036). There was no difference for other G ≥ 3 cytopenias (39% vs 24%, p = 0.067) or median time to G ≥ 3 neutropenia (p = 0.053). Patients with a low SMI had a lower 5FU-bolus RDI (p = 0.045).ConclusionAdults with mCRC receiving first-line chemotherapy with low SMI experienced more G ≥ 3 neutropenia and decreased 5-FU bolus RDI.

Journal of Oncology Pharmacy Practice
Harvard University (US), Universität Hamburg (DE), Oregon Health & Science University (US), Massachusetts General Hospital (US), University Medical Center Hamburg-Eppendorf (DE), Oklahoma State University Oklahoma City (US), University of Oklahoma (US)
Good health and well-being
Openalex Percentile: Top 88%
Nutrition and Health in Aging
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