5-Hydroxymethylcytosine Profiles of cfDNA in Urine as Diagnostic, Differential Diagnosis and Prognostic Markers for Multiple Myeloma

Cancer Med. 2024 Dec;13(24):e70477. doi: 10.1002/cam4.70477.

Abstract

Background: An effective urine-based method for the diagnosis, differential diagnosis and prognosis of multiple myeloma (MM) has not yet been developed. Urine cell-free DNA (cfDNA) carrying cancer-specific genetic and epigenetic aberrations may enable a noninvasive "liquid biopsy" for diagnosis and monitoring of cancer.

Methods: We first identified MM-specific hydroxymethylcytosine signatures by comparing 64 MM patients, 23 amyloidosis (AM) patients and 59 healthy cohort. Then, we applied a machine learning algorithm to develop diagnostic and differential diagnosis model. Finally, the prognosis of MM patients was predicted based on their survival time at the last follow-up.

Results: We identified 11 5hmC markers using logistic regression algorithm could effectively diagnosis MM (AUC = 0.902), and achieved 85.00% specificity and 85.71% sensitivity. These 11 markers could also effectively differential diagnosis MM (AUC = 0.805) with 88.89% specificity and 73.08% sensitivity. In addition, the prognostic prediction model also effectively predicted the prognosis of patients with MM (p < 0.01), of which 4 differential markers (RAPGEF2, BRD1, TET2, TRAF3IP2) could independently predict the prognosis of MM.

Conclusions: Together, our findings showed the value of urine cfDNA hydroxymethylcytosine markers in the diagnosis, differential diagnosis and prognosis of MM. Meantime, our study provides a promising and completely non-invasive method for the diagnosis, differential diagnosis and prognosis prediction of MM.

Keywords: 5‐hydroxymethylcytosine (5hmC); diagnostic; differential diagnosis; multiple myeloma; prognostic; urine.

MeSH terms

  • 5-Methylcytosine* / analogs & derivatives
  • 5-Methylcytosine* / urine
  • Adult
  • Aged
  • Biomarkers, Tumor* / genetics
  • Biomarkers, Tumor* / urine
  • Cell-Free Nucleic Acids / urine
  • DNA Methylation
  • Diagnosis, Differential
  • Female
  • Humans
  • Liquid Biopsy / methods
  • Male
  • Middle Aged
  • Multiple Myeloma* / diagnosis
  • Multiple Myeloma* / genetics
  • Multiple Myeloma* / mortality
  • Multiple Myeloma* / urine
  • Prognosis

Substances

  • Biomarkers, Tumor
  • 5-hydroxymethylcytosine
  • 5-Methylcytosine
  • Cell-Free Nucleic Acids