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Achenbach, Chad J.

https://orcid.org/0000-0003-4847-7249

Mayo Clinic

Northwestern University

Citations 5

Circulating cell‐free DNA methylation biomarkers for hepatocellular carcinoma risk prediction in HIV ‐positive Nigerian population
Zheng, Yinan , Han, Jingzhe , Qu, Yishu , Wang, Jun , Okeke, Edith, Davwar, Pantong , Duguru, Mary, Nyam, David, Oyeleke, Ganiyat K. , Sulaimon, Akanmu A., Hawkins, Claudia , Badmos, Kabir, Gursel, Demirkan, Silas, Olugbenga A. , Kocherginsky, Masha , Sun, Zequn , Achenbach, Chad J. , Yang, Hushan , Sagay, Atiene S. , Roberts, Lewis R., Hou, Lifang , Roberts, Lewis R. , Yang, Hushan , Roberts, Lewis R , Zheng, Yinan , Hou, Lifang , Wang, Jun , Joyce, Brian , Odeghe, Emuobor , Lesi, Olufunmilayo , Imade, Godwin , Abdulkareem, Fatimah Biade , Wei, Jian‐Jun , Kim, Kwang‐Youn A. , Zhang, Xuehong , Ogunsola, Folasade Tolulope , Murphy, Robert L. , Roberts, Lewis R.

International Journal of Cancer | October 23, 2025 | Volume: 158 | Issue: 5 | Pages: 1281-1291

10.1002/ijc.70204 Get It

Abstract Hepatocellular carcinoma (HCC) is a leading cause of cancer mortality globally, with particularly high burdens among people living with HIV (PLWH) in low‐resource settings like Nigeria. Effective early detection remains a major challenge due to limited access to imaging‐based surveillance and the low sensitivity of current biomarkers such as alpha‐fetoprotein (AFP). We conducted an epigenome‐wide association study (EWAS) of circulating cell‐free DNA (ccfDNA) methylation in a Nigerian cohort of HIV‐positive individuals ( n = 245), spanning HCC, cirrhosis (FibroScan ≥12.3 kPa), fibrosis (FibroScan ≥7.6 and <12.3 kPa), and HCC‐free without fibrosis (FibroScan <7.6 kPa) groups. Using random forest modeling, we developed and evaluated a ccfDNA methylation classifier (ccfDNAmRF) for HCC risk prediction. We identified 73 CpG sites significantly associated with HCC (false discovery rate <0.01). The ccfDNAmRF model demonstrated strong discriminatory power, achieving 100% sensitivity and 80%–91% specificity for distinguishing HCC from cirrhosis, fibrosis, and HCC‐free groups (area under the curve [AUC]: 92%–97%). Combining ccfDNA methylation risk scores with AFP further improved classification accuracy (AUC up to 98.5%). Notably, ccfDNA methylation patterns displayed clear dose–response relationships across the disease spectrum, supporting their utility for early‐stage detection and risk stratification. Our findings highlight the promise of ccfDNA methylation biomarkers as a non‐invasive, blood‐based screening tool for improving early identification of HCC cases among PLWH.
Abstract 6013: DNA methylation-based inflammation score is associated with hepatocellular carcinoma among people living with HIV
Hawkins, Claudia , Okeke, Edith, Qu, Yishu , Roberts, Lewis R. , Gursel, Demirkan, Wei, Jianjun, Kocherginsky, Masha , Achenbach, Chad J. , Sagay, Atiene S. , Roberts, Lewis R , Kim, Kyeezu , Zheng, Yinan , Lesi, Olufunmilayo , Abdulkareem, Fatimah Biade , Akanmu, Alani , Imade, Godwin , Kim, Kwang-Youn , Adeyemo, Wasiu Lanre , Wehbe, Firas , Ogunsola, Folasade Tolulope , Murphy, Robert L. , Hou, Lifang

Cancer Research | April 4, 2023 | Volume: 83 | Issue: 7_Supplement | Pages: 6013-6013

10.1158/1538-7445.am2023-6013 Get It

Abstract Background: Hepatocellular carcinoma (HCC) is the second leading cause of cancer-related deaths worldwide. In countries with high human immunodeficiency virus (HIV) prevalence, such as Nigeria, HIV-associated HCC causes a great health burden due to its early onset, late diagnosis, and poorer prognosis. HIV infection is involved in inflammation of the liver, which may determine an increased risk of hepatocyte neoplastic transformation. Inflammation-related DNA methylation signatures obtained in liquid biopsy, such as circulating cell-free DNA (ccfDNA) extracted from serum/plasma are promising minimally-invasive biomarkers that may inform HCC among people living with HIV. Methods: A total of 289 Nigerian participants with information on ccfDNA and other covariates were included. Participants were classified into three groups by their HCC/HIV status: 1) HCC+/HIV+ (n=28); 2) HCC-/HIV+ (n=185); and 3) HCC+/HIV- (n=76). We constructed ccfDNA methylation inflammation scores using 49 CpGs previously linked to circulating C-reactive protein (CRP) concentrations, and higher scores represented elevated CRP concentrations with lower methylation levels. To compare the ccfDNA methylation inflammation score across the groups, we performed multivariable logistic regression analyses adjusting for age, sex, alcohol consumption, smoking status, body mass index, study sites, and technical variables. Results: Participants with HCC+/HIV+ presented the highest ccfDNA methylation inflammation scores (mean=-0.03, standard deviation [SD] =0.01). Participants with HCC-/HIV+ presented the lowest scores (mean=-0.05, SD=0.01). In the multivariable logistic regressions, one SD increase of inflammation score was associated with 2.5 times higher odds of having HCC among HIV-infected participants (HCC+/HIV+ vs. HCC+/HIV-; OR=2.56, 95% CI=1.39-4.73, P=0.002). No evidence was found for the association between the inflammation score and HIV status among HCC patients (HCC+/HIV+ vs. HCC+/HIV-; OR=1.00, 95% CI=0.59-1.70, P=0.991). In the secondary analysis comparing HCC+ vs. HCC- adjusting for HIV status, one SD increase of inflammation score was associated with 3.2 times higher odds of having HCC (OR=3.22, 95% CI=1.39-7.46, P=0.006). Conclusions: We observed that ccfDNA methylation inflammation score is associated with HCC status among people with HIV. Our findings suggest that ccfDNA methylation-based inflammatory profiles may serve as a potential biomarker for early detection and risk stratification of HCC in resource-constrained countries with a high prevalence of HIV. Citation Format: Kyeezu Kim, Yinan Zheng, Claudia Hawkins, Edith Okeke, Olufunmilayo Lesi, Yishu Qu, Lewis R. Roberts, Demirkan Gursel, Fatimah B. Abdulkareem, Alani Akanmu, Godwin Imade, Jian-Jun Wei, Masha Kocherginsky, Kwang-Youn Kim, Wasiu L. Adeyemo, Firas Wehbe, Chad J. Achenbach, Atiene Sagay, Folasade T. Ogunsola, Robert L. Murphy, Lifang Hou. DNA methylation-based inflammation score is associated with hepatocellular carcinoma among people living with HIV. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 6013.
Abstract 83: Blood-Based Circulating Cell-Free DNA Epigenetic Age Is Accelerated Among HIV-Infected Patients with Hepatocellular Carcinoma in Nigeria
Hawkins, Claudia , Okeke, Edith, Duguru, Mary, Odeghe, Emuobor , Qu, Yishu , Gursel, Demirkan, Abdulkareem, Fatimah, Kocherginsky, Masha , Sagay, Atiene S. , Zheng, Yinan , Lesi, Olufunmilayo , Kim, Kyeezu , Joyce, Brian , Wang, Jun , Roberts, Lewis R. , Akanmu, Alani , Imade, Godwin , Wei, Jian‐Jun , Kim, Kwang-Youn , Odukoya, Oluwakemi Ololade , Adeyemo, Wasiu Lanre , Wehbe, Firas , Achenbach, Chad J. , Ogunsola, Folasade Tolulope , Murphy, Robert C. , Hou, Lifang

Cancer Epidemiology, Biomarkers & Prevention | July 1, 2021 | Volume: 30 | Issue: 7_Supplement | Pages: 83-83

10.1158/1538-7755.asgcr21-83 Get It

Abstract Purpose: Hepatocellular Carcinoma (HCC) is the leading cause of cancer-related mortality in Nigeria. HIV and viral hepatitis B (HBV) and C (HCV) co-infection are common in Nigeria that significantly accelerates liver disease progression including HCC. Aging-related DNA methylation signatures obtained in liquid biopsy, such as circulating cell-free DNA (ccfDNA) extracted from serum/plasma are promising minimally-invasive biomarkers that may inform HIV-associated HCC. We examined the epigenetic age acceleration (EpiAgeAccel) in ccfDNA in HCC patients with HIV. Methods: The study included three groups of participants: a) HIV positive with HCC (n=7); b) HIV positive and cancer-free (n=45); and c) HIV negative with HCC (n=33). Epigenetic age was estimated by Horvath's calculator using genome-wide ccfDNA methylation data profiled by Illumina EPIC array. EpiAgeAccel was computed as the residuals of a linear model of epigenetic age on chronological age, namely the unexplained portion of epigenetic age by chronological age. We used multiple linear regression to compare EpiAgeAccel between HIV/HCC groups, adjusting for sex, age, education, alcohol intake, and HBV/HCV infection. Results: Among HIV positive participants, there was a higher percentage of men (57% vs. 22%, p&lt;0.001), HBV infection (29% vs. 11%, p=0.004), and HCV infection (57% vs. 2%, p&lt;0.001) in the HCC group compared to the cancer-free group. EpiAgeAccel was 4.8 years higher in HIV positive patients with HCC compared to cancer-free HIV positives (p=0.02). Among HCC patients, EpiAgeAccel was 2.1 years higher in HIV positives compared to HIV negative but not statistically significant. Conclusion: Epigenetic age in ccfDNA is accelerated in HIV-positive HCC patients. EpiAgeAccel measured in ccfDNA may be developed into a surrogate biomarker for minimally invasive HCC detection among HIV-infected patients in low- and middle-income countries. Citation Format: Yinan Zheng, Claudia Hawkins, Edith Okeke, Mary Duguru, Emuobor Odeghe, Olufunmilayo Lesi, Yishu Qu, Kyeezu Kim, Brian Joyce, Jun Wang, Lewis Roberts, Demirkan Gursel, Abdulkareem Fatimah, Alani Akanmu, Godwin Imade, Jian-Jun Wei, Masha Kocherginsky, Kwang-Youn Kim, Oluwakemi Odukoya, Wasiu Adeyemo, Firas Wehbe, Chad Achenbach, Atiene Sagay, Folasade Ogunsola, Robert Murphy, Lifang Hou. Blood-Based Circulating Cell-Free DNA Epigenetic Age Is Accelerated Among HIV-Infected Patients with Hepatocellular Carcinoma in Nigeria [abstract]. In: Proceedings of the 9th Annual Symposium on Global Cancer Research; Global Cancer Research and Control: Looking Back and Charting a Path Forward; 2021 Mar 10-11. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2021;30(7 Suppl):Abstract nr 83.
Acceleration of blood-based circulating cell-free DNA epigenetic age among HIV-infected patients with hepatocellular carcinoma in Nigeria.
Hawkins, Claudia , Okeke, Edith, Lesi, Olufunmi A., Qu, Yishu , Roberts, Lewis R. , Gursel, Demirkan, Kocherginsky, Masha , Kim, Kwnag-Youn, Achenbach, Chad J. , Sagay, Atiene S. , Roberts, Lewis R , Zheng, Yinan , Abdulkareem, Fatimah Biade , Akanmu, Alani , Imade, Godwin , Wei, Jian‐Jun , Adeyemo, Wasiu Lanre , Wehbe, Firas , Ogunsola, Folasade Tolulope , Murphy, Robert L. , Hou, Lifang

Journal of Clinical Oncology | June 2, 2021 | Volume: 39 | Issue: 15_suppl | Pages: e16137-e16137

10.1200/jco.2021.39.15_suppl.e16137 Get It

e16137 Background: Hepatocellular Carcinoma (HCC) is the leading cause of cancer-related mortality in Nigeria. HIV and viral hepatitis B (HBV) and C (HCV) co-infection are common in Nigeria that significantly accelerates liver disease progression including HCC. Aging-related DNA methylation signatures obtained in liquid biopsy, such as circulating cell-free DNA (ccfDNA) extracted from serum/plasma are promising minimally-invasive biomarkers that may inform HIV-associated HCC. We examined the epigenetic age acceleration (EpiAgeAccel) in ccfDNA in HCC patients with HIV. Methods: The study included three groups of participants: a) HIV positive with HCC (n=7); b) HIV positive and cancer-free (n=45); and c) HIV negative with HCC (n=33). Epigenetic age was estimated by Horvath’s calculator using genome-wide ccfDNA methylation data profiled by Illumina EPIC array. EpiAgeAccel was computed as the residuals of a linear model of epigenetic age on chronological age, namely the unexplained portion of epigenetic age by chronological age. We used multiple linear regression to compare EpiAgeAccel between HIV/HCC groups, adjusting for sex, age, education, alcohol intake, and HBV/HCV infection. Results: Among HIV positive participants, there was a higher percentage of men (57% vs. 22%, p<0.001), HBV infection (29% vs. 11%, p=0.004), and HCV infection (57% vs. 2%, p<0.001) in the HCC group compared to the cancer-free group. EpiAgeAccel was 4.8 years higher in HIV positive patients with HCC compared to cancer-free HIV positives (p=0.02). Among HCC patients, EpiAgeAccel was 2.1 years higher in HIV positives compared to HIV negative but not statistically significant. Conclusions: Epigenetic age in ccfDNA is accelerated in HIV-positive HCC patients. EpiAgeAccel measured in ccfDNA may be developed into a surrogate biomarker for minimally invasive HCC detection among HIV-infected patients in low- and middle-income countries.
DNA Methylation of Telomere-Related Genes and Cancer Risk
Joyce, Brian , Zheng, Yinan , Nannini, Drew R. , Zhang, Zhou , Gao, Tao , Kocherginsky, Masha , Murphy, Robert L. , Yang, Hushan , Achenbach, Chad J. , Roberts, Lewis R. , Hoxha, Mirjam , Shen, Jincheng , Vokonas, Pantel , Schwartz, Joel , Hou, Lifang , Murphy, Robert , Roberts, Lewis R , Liu, Lei , Baccarelli, Andrea , Zheng, Yinan , Hou, Lifang

Cancer Prevention Research | June 12, 2018 | Volume: 11 | Issue: 8 | Pages: 511-522

10.1158/1940-6207.capr-17-0413 Get It

Abstract Researchers hypothesized that telomere shortening facilitates carcinogenesis. Previous studies found inconsistent associations between blood leukocyte telomere length (LTL) and cancer. Epigenetic reprogramming of telomere maintenance mechanisms may help explain this inconsistency. We examined associations between DNA methylation in telomere-related genes (TRG) and cancer. We analyzed 475 participants providing 889 samples 1 to 3 times (median follow-up, 10.1 years) from 1999 to 2013 in the Normative Aging Study. All participants were cancer-free at each visit and blood leukocytes profiled using the Illumina 450K array. Of 121 participants who developed cancer, 34 had prostate cancer, 10 melanoma, 34 unknown skin malignancies, and 43 another cancer. We examined 2,651 CpGs from 80 TRGs and applied a combination of Cox and mixed models to identify CpGs prospectively associated with cancer (at FDR &lt; 0.05). We also explored trajectories of DNA methylation, logistic regression stratified by time to diagnosis/censoring, and cross-sectional models of LTL at first blood draw. We identified 30 CpGs on 23 TRGs whose methylation was positively associated with cancer incidence (β = 1.0–6.93) and one protective CpG in MAD1L1 (β = −0.65), of which 87% were located in TRG promoters. Methylation trajectories of 21 CpGs increased in cancer cases relative to controls; at 4 to 8 years prediagnosis/censoring, 17 CpGs were positively associated with cancer. Three CpGs were cross-sectionally associated with LTL. TRG methylation may be a mechanism through which LTL dynamics reflect cancer risk. Future research should confirm these findings and explore potential mechanisms underlying these findings, including telomere maintenance and DNA repair dysfunction. Cancer Prev Res; 11(8); 511–22. ©2018 AACR.