Lack of Male Participants
The study exclusively included female patients, meaning the findings cannot be generalized to the male population without further research.
Extremely Small Sample Size
The study included only 43 participants in total (8 ME/CFS, 10 FM, 16 co-diagnosed, and 9 healthy controls). This small size severely limits the statistical power and generalizability of the findings, as acknowledged by the authors who state that "validation of the findings in extended cohorts is a must."
The study identifies strong correlations between HERV expression, immune cell profiles, and symptoms, but it does not establish causal relationships. The authors themselves state that HERV deregulation "may either reflect expression derangement in those cell subpopulations or somehow influence immune cell ratios," indicating a need for mechanistic studies.
Indirect Immune Cell Quantification
Immune cell proportions were estimated using CIBERSORTx analysis of gene expression data, which is an indirect method. Direct cellular analyses (e.g., flow cytometry) would provide more definitive measurements.
Proprietary Microarray Technology
The study utilized custom high-density Affymetrix HERV-V3 microarrays provided by bioMérieux, whose annotation file was also provided by them. While the technology is advanced, its proprietary nature and potential lack of independent validation could be a limitation in assessing the robustness of the HERV detection.
Incomplete Transcriptome Analysis
The authors mention that the "gene probes included in the microarray do not fully picture the complete mRNA transcriptome," which means some relevant gene expression changes might have been missed.