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Aberrant fragmentomic features of circulating cellfree mitochondrial DNA enable early detection and prognosis prediction of hepatocellular carcinoma

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Background/Aims: Early detection and effective prognosis prediction in patients with hepatocellular carcinoma (HCC) provide an avenue for survival improvement, yet more effective approaches are greatly needed. We sought to develop the detection and prognosis models with ultra-sensitivity and low cost based on fragmentomic features of circulating cell free mtDNA (ccf-mtDNA). Methods: Capture-based mtDNA sequencing was carried out in plasma cell-free DNA samples from 1168 participants, including 571 patients with HCC, 301 patients with chronic hepatitis B or liver cirrhosis (CHB/LC) and 296 healthy controls (HC). Results: The systematic analysis revealed significantly aberrant fragmentomic features of ccf-mtDNA in HCC group when compared with CHB/LC and HC groups. Moreover, we constructed a random forest algorithm-based HCC detection model by utilizing ccf-mtDNA fragmentomic features. Both internal and two external validation cohorts demonstrated the excellent capacity of our model in distinguishing early HCC patients from HC and highrisk population with CHB/LC, with AUC exceeding 0.983 and 0.981, sensitivity over 89.6% and 89.61%, and specificity over 98.20% and 95.00%, respectively, greatly surpassing the performance of alpha-fetoprotein (AFP) and mtDNA copy number. We also developed an HCC prognosis prediction model by LASSO-Cox regression to select 20 fragmentomic features, which exhibited exceptional ability in predicting 1-year, 2-year and 3-year survival (AUC=0.8333, 0.8145 and 0.7958 for validation cohort, respectively). Conclusions: We have developed and validated a high-performing and low-cost approach in a large clinical cohort based on aberrant ccf-mtDNA fragmentomic features with promising clinical translational application for the early detection and prognosis prediction of HCC patients.

Abstract

Background/Aims: Early detection and effective prognosis prediction in patients with hepatocellular carcinoma (HCC) provide an avenue for survival improvement, yet more effective approaches are greatly needed. We sought to develop the detection and prognosis models with ultra-sensitivity and low cost based on fragmentomic features of circulating cell free mtDNA (ccf-mtDNA). Methods: Capture-based mtDNA sequencing was carried out in plasma cell-free DNA samples from 1168 participants, including 571 patients with HCC, 301 patients with chronic hepatitis B or liver cirrhosis (CHB/LC) and 296 healthy controls (HC). Results: The systematic analysis revealed significantly aberrant fragmentomic features of ccf-mtDNA in HCC group when compared with CHB/LC and HC groups. Moreover, we constructed a random forest algorithm-based HCC detection model by utilizing ccf-mtDNA fragmentomic features. Both internal and two external validation cohorts demonstrated the excellent capacity of our model in distinguishing early HCC patients from HC and highrisk population with CHB/LC, with AUC exceeding 0.983 and 0.981, sensitivity over 89.6% and 89.61%, and specificity over 98.20% and 95.00%, respectively, greatly surpassing the performance of alpha-fetoprotein (AFP) and mtDNA copy number. We also developed an HCC prognosis prediction model by LASSO-Cox regression to select 20 fragmentomic features, which exhibited exceptional ability in predicting 1-year, 2-year and 3-year survival (AUC=0.8333, 0.8145 and 0.7958 for validation cohort, respectively). Conclusions: We have developed and validated a high-performing and low-cost approach in a large clinical cohort based on aberrant ccf-mtDNA fragmentomic features with promising clinical translational application for the early detection and prognosis prediction of HCC patients.

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Circulating cell-free mitochondrial DNA for diagnosing hepatocellular carcinoma and assessing prognosis: Editorial on “Aberrant fragmentomic features of circulating cell-free mitochondrial DNA enable early detection and prognosis prediction of hepatocellular carcinoma”Hyuk Soo Eun대한간학회 · Clinical and Molecular Hepatology2025 · 제31권 제2호Reply to correspondence on “Aberrant fragmentomic features of circulating cell-free mitochondrial DNA enable early detection and prognosis prediction of hepatocellular carcinoma”Hyuk Soo Eun대한간학회 · Clinical and Molecular Hepatology2025 · 제31권 제2호Correspondence to editorial on “Aberrant fragmentomic features of circulating cell-free mitochondrial DNA enable early detection and prognosis prediction of hepatocellular carcinoma”Fan Peng, Jinliang Xing, Siyuan Wang, Yang Liu대한간학회 · Clinical and Molecular Hepatology2025 · 제31권 제2호Liquid biopsy in hepatocellular carcinoma: Challenges, advances, and clinical implicationsEkaterina K. Koltsova, Hsian-Rong Tseng, Jaeho Park, Jessica S Liu, Ju Dong Yang, Sungyong You, Vatche G. Agopian, Yazhen Zhu, Yi-Te Lee대한간학회 · Clinical and Molecular Hepatology2025 · 제31권 제1호Cancer signature ensemble integrating cfDNA methylation, copy number, and fragmentation facilitates multi-cancer early detection김영태, 김태유, 이세훈, Bang Duhee, Go Dayoung, Jeong Seongmun, Jeon Yujin, Kim Hwang-Phill, Kim Jin-Soo, Kim Kwang Hyun, Kim Su Yeon, Kim Yong-Jin, Lee Dongin, Lee Sanghoo, Lee Wookjae, Lim Yoojoo, Park Seowoo, Park Young Sik, Song Sang-Hyun, Woo Hyun Goo, Yoon Jung-Ki생화학분자생물학회 · Experimental and Molecular Medicine2023 · 제55권 Prognostic value of ultra-low-pass whole-genome sequencing of circulating tumor DNA in hepatocellular carcinoma under systemic treatmentAnnarosaria De Vito, Bruno Sangro, Carmen Berasain, Delia D’Avola, Francesco P. Marchese, Idoia Bilbao, Jon Zazpe, Josepmaria Argemi, Maria Arechederra, Marta Pozuelo, Mercedes Iñarrairaegui, Miguel Sogbe대한간학회 · Clinical and Molecular Hepatology2024 · 제30권 제2호

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