# A Data‐Driven Epigenetic Characterization of Morning Fatigue Severity in Oncology Patients Receiving Chemotherapy: Associations With Epigenetic Age Acceleration, Blood Cell Types, and Expression‐Associated Methylation

**Authors:** Caroline Le, Maureen Lewis, Carolyn S. Harris, Liam Berger, Esther Chavez‐Iglesias, Lisa Morse, Anatol Sucher, Ritu Roy, Adam Olshen, Marilyn J. Hammer, Steve Paul, Margaret Wallhagen, Raymond Chan, Michael Sayer, Sue Yom, Nam‐Woo Cho, Alexandre Chan, Jon Levine, Anand Dhruva, Christine Miaskowski, Yvette P. Conley, Kord M. Kober

PMC · DOI: 10.1002/cam4.71067 · Cancer Medicine · 2025-07-25

## TL;DR

This study explores how epigenetic factors like biological aging and inflammation are linked to morning fatigue in cancer patients undergoing chemotherapy.

## Contribution

A data-driven epigenetic analysis linking morning fatigue severity to epigenetic age acceleration, immune cell composition, and gene methylation in cancer patients.

## Key findings

- High morning fatigue is associated with older epigenetic age and positive epigenetic age acceleration.
- Morning fatigue severity correlates with altered immune cell proportions and methylation of specific genes.
- Inflammaging is proposed as a common biological mechanism underlying morning fatigue.

## Abstract

Moderate‐to‐severe fatigue commonly occurs in patients with cancer. Given the numerous roles that epigenetic processes may play in the development and severity of fatigue, the purposes of this study were to (1) use a data‐driven discovery approach to evaluate for mechanisms underlying morning fatigue in a group of oncology patients receiving chemotherapy and (2) identify common biological mechanisms associated with morning fatigue severity across these independent epigenetic evaluations.

Patients completed questionnaires during the week prior to their chemotherapy treatment. Severity of morning fatigue was evaluated using the Lee Fatigue Scale. Associations between morning fatigue severity and epigenetic aging acceleration (EAA), immune cell type compositions, and differential methylation of expression‐associated loci (eCpGs) in distal regions (i.e., upstream of a gene on the same chromosome) were evaluated. These results were then evaluated for common biological mechanisms.

High morning fatigue was associated with older epigenetic age, positive EAA, and higher levels of EAA. Patients of the “Fast ager” type were more likely to have high morning fatigue. Higher morning fatigue was associated with lower (CD4 memory, CD8 memory, and NK) and higher (neutrophil and T regulatory) estimated proportions of cell types. Morning fatigue severity was associated with one differentially methylated distal region containing five eCpGs mapping to three genes (i.e., CILP, ONECUT1, SLCO3A1). Preliminary support was found for the role of Inflammaging as a common biological mechanism for morning fatigue.

This study provides an epigenetic characterization of morning fatigue in patients receiving chemotherapy. The findings suggest that biological aging, gene regulatory, and inflammatory processes may contribute to morning fatigue and provide future targets for therapeutic interventions.

Fatigue is commonly associated with cancer and its treatments and has a negative impact on patients' ability to tolerate treatments and on their quality of life. This epigenetic characterization of morning fatigue in patients receiving chemotherapy finds biological aging, gene regulatory, and inflammatory processes associated with morning fatigue.

## Linked entities

- **Genes:** CILP (cartilage intermediate layer protein) [NCBI Gene 8483], ONECUT1 (one cut homeobox 1) [NCBI Gene 3175], SLCO3A1 (solute carrier organic anion transporter family member 3A1) [NCBI Gene 28232]
- **Diseases:** cancer (MONDO:0004992)

## Full-text entities

- **Genes:** SLCO3A1 (solute carrier organic anion transporter family member 3A1) [NCBI Gene 28232] {aka OATP-D, OATP-RP3, OATP3A1, OATPD, OATPRP3, SLC21A11}, ONECUT1 (one cut homeobox 1) [NCBI Gene 3175] {aka HNF-6, HNF6, HNF6A}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CILP (cartilage intermediate layer protein) [NCBI Gene 8483] {aka CILP-1, CILP1, HsT18872}
- **Diseases:** inflammatory (MESH:D007249), Fatigue (MESH:D005221), cancer (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12290682/full.md

## References

146 references — full list in the complete paper: https://tomesphere.com/paper/PMC12290682/full.md

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Source: https://tomesphere.com/paper/PMC12290682