AI Article Synopsis

  • - Late detection of hepatocellular carcinoma (HCC) leads to a low survival rate, but liquid biopsy assays that detect circulating tumor DNA (ctDNA) offer a potential early non-invasive detection method; however, challenges exist due to normal cell mutations and tumor diversity.
  • - Researchers developed a classification model using deep sequencing of 13 HCC-associated genes, analyzing ctDNA fragment length profiles to distinguish between HCC patients and healthy individuals.
  • - The model demonstrated strong performance in identifying HCC, with an AUC of 0.88 and 89% sensitivity in the discovery cohort, and similar results in an independent validation cohort, indicating potential for further clinical studies.

Article Abstract

Background: Late detection of hepatocellular carcinoma (HCC) results in an overall 5-year survival rate of less than 16%. Liquid biopsy (LB) assays based on detecting circulating tumor DNA (ctDNA) might provide an opportunity to detect HCC early noninvasively. Increasing evidence indicates that ctDNA detection using mutation-based assays is significantly challenged by the abundance of white blood cell-derived mutations, non-tumor tissue-derived somatic mutations in plasma, and the mutational tumor heterogeneity.

Methods: Here, we employed concurrent analysis of cancer-related mutations, and their fragment length profiles to differentiate mutations from different sources. To distinguish persons with HCC (PwHCC) from healthy participants, we built a classification model using three fragmentomic features of ctDNA through deep sequencing of thirteen genes associated with HCC.

Results: Our model achieved an area under the curve (AUC) of 0.88, a sensitivity of 89%, and a specificity of 82% in the discovery cohort consisting of 55 PwHCC and 55 healthy participants. In an independent validation cohort of 54 PwHCC and 53 healthy participants, the established model achieved comparable classification performance with an AUC of 0.86 and yielded a sensitivity and specificity of 81%.

Conclusions: Our study provides a rationale for subsequent clinical evaluation of our assay performance in a large-scale prospective study.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10009971PMC
http://dx.doi.org/10.1186/s12885-023-10681-0DOI Listing

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