The risk stratification and predictive performance of a new combined polygenic risk score for hepatocellular carcinoma

被引:2
作者
Yu, Chengxiao [1 ,2 ]
Tang, Yuchen [3 ]
Liu, Maojie [3 ]
Xu, Xin [3 ]
Ge, Xinyuan [3 ]
Ma, Hongxia [3 ,4 ,5 ]
Jin, Guangfu [3 ,4 ,5 ]
Shen, Hongbing [3 ,4 ,5 ]
Song, Ci [3 ]
Hu, Zhibin [3 ,4 ,5 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 1, Hlth Management Ctr, Nanjing 210029, Jiangsu, Peoples R China
[2] Nanjing Med Univ, Sch Publ Hlth, Dept Hlth Management, Nanjing 211166, Jiangsu, Peoples R China
[3] Nanjing Med Univ, Ctr Global Hlth, Sch Publ Hlth, Dept Epidemiol, Nanjing 211166, Jiangsu, Peoples R China
[4] Nanjing Med Univ, Collaborat Innovat Ctr Canc Personalized Med, Jiangsu Key Lab Canc Biomarkers Prevent & Treatmen, Nanjing 211166, Jiangsu, Peoples R China
[5] Chinese Acad Med Sci, Res Unit Prospective Cohort Cardiovasc Dis & Canc, Beijing 100142, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Cohort study; HCC; HCC screening; Predictive model; PRS; LIVER; CIRRHOSIS; GENETICS; FIBROSIS; SYSTEM; NAFLD;
D O I
10.1007/s00535-024-02144-5
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
BackgroundRecent genome-wide association studies (GWASs) in liver diseases have generated some polygenic risk scores (PRSs), but their predictive effectiveness on hepatocellular carcinoma (HCC) risk assessment remains unclear.MethodsHere, we constructed a novel combined polygenic risk score and evaluated its increment to the well-established risk model. We used 15 HCC-associated genetic loci from two PRSs and FinnGen GWAS data to calculate a PRS-combined score and to fit the related PRS model in the UK Biobank cohort (N = 436,162). The PRS-combined score was further assessed for risk stratification for HCC integrating with the recommended clinical risk scores.ResultsThe PRS-combined model achieved a better AUC (0.657) than that of PRS-HFC (0.637) and PRS-cirrhosis (0.645). The top 20% of the PRS-combined distribution had a 3.25 increased risk of HCC vs. the middle decile (45-55%). At the population level, the addition of PRS-combined to the CLivD score significantly increased the C-statistic (from 0.716 to 0.746) and provided a remarkable improvement in reclassification (NRI = 0.088) at the 10-year risk threshold of 0.2%. In clinic, additional assessment of PRS-combined would reclassify 34,647 intermediate-risk participants as high genetic risk, corresponding to an increase of 63.92% (62/97) of the HCC events classified at high risk using the Fibrosis-4 alone.ConclusionsThe PRS may enhance HCC risk prediction effectiveness in the general population and refine risk stratification of the conventional clinical indicator.
引用
收藏
页码:1011 / 1020
页数:10
相关论文
共 25 条
[1]   Development and validation of a model to predict incident chronic liver disease in the general population: The CLivD score [J].
aberg, Fredrik ;
Luukkonen, Panu K. ;
But, Anna ;
Salomaa, Veikko ;
Britton, Annie ;
Petersen, Kasper Meidahl ;
Bojesen, Stig Egil ;
Balling, Mie ;
Nordestgaard, Borge G. ;
Puukka, Pauli ;
Mannisto, Satu ;
Lundqvist, Annamari ;
Perola, Markus ;
Jula, Antti ;
Farkkila, Martti .
JOURNAL OF HEPATOLOGY, 2022, 77 (02) :302-311
[2]   Development and Validation of Hepamet Fibrosis Scoring System-A Simple, Noninvasive Test to Identify Patients With Nonalcoholic Fatty Liver Disease With Advanced Fibrosis [J].
Ampuero, Javier ;
Pais, Raluca ;
Aller, Rocio ;
Gallego-Duran, Rocio ;
Crespo, Javier ;
Garcia-Monzon, Carmelo ;
Boursier, Jerome ;
Vilar, Eduardo ;
Petta, Salvatore ;
Zheng, Ming-Hua ;
Escudero, Desamparados ;
Luis Calleja, Jose ;
Aspichueta, Patricia ;
Diago, Moises ;
Miguel Rosales, Jose ;
Caballeria, Joan ;
Gomez-Camarero, Judith ;
Lo Iacono, Oreste ;
Benlloch, Salvador ;
Albillos, Agustin ;
Turnes, Juan ;
Banales, Jesus M. ;
Ratziu, Vlad ;
Romero-Gomez, Manuel ;
Agustin, Salvador ;
Jorquera, Francisco ;
Frances, Ruben ;
Garcia-Samaniego, Javier ;
Salmeron, Javier ;
Fernandez-Rodriguez, Conrado ;
Estevez, Pamela ;
Andrade, Raul ;
Soriano, German ;
Fernandez-Bermejo, Miguel ;
Arias Loste, Maria Teresa ;
Siguenza, Rebeca ;
Giannetti, Aurora ;
del Pozo Maroto, Elvira .
CLINICAL GASTROENTEROLOGY AND HEPATOLOGY, 2020, 18 (01) :216-+
[3]   The NAFLD fibrosis score: A noninvasive system that identifies liver fibrosis in patients with NAFLD [J].
Angulo, Paul ;
Hui, Jason M. ;
Marchesini, Giulio ;
Bugianesi, Ellisabetta ;
George, Jacob ;
Farrell, Geoffrey C. ;
Enders, Felicity ;
Saksena, Sushma ;
Burt, Alastair D. ;
Bida, John P. ;
Lindor, Keith ;
Sanderson, Schuyler O. ;
Lenzi, Marco ;
Adams, Leon A. ;
Kench, James ;
Therneau, Terry M. ;
Day, Christopher P. .
HEPATOLOGY, 2007, 45 (04) :846-854
[4]   From NASH to HCC: current concepts and future challenges [J].
Anstee, Quentin M. ;
Reeves, Helen L. ;
Kotsiliti, Elena ;
Govaere, Olivier ;
Heikenwalder, Mathias .
NATURE REVIEWS GASTROENTEROLOGY & HEPATOLOGY, 2019, 16 (07) :411-428
[5]   Non-invasive stratification of hepatocellular carcinoma risk in non-alcoholic fatty liver using polygenic risk scores [J].
Bianco, Cristiana ;
Jamialahmadi, Oveis ;
Pelusi, Serena ;
Baselli, Guido ;
Dongiovanni, Paola ;
Zanoni, Irene ;
Santoro, Luigi ;
Maier, Silvia ;
Liguori, Antonio ;
Meroni, Marica ;
Borroni, Vittorio ;
D'Ambrosio, Roberta ;
Spagnuolo, Rocco ;
Alisi, Anna ;
Federico, Alessandro ;
Bugianesi, Elisabetta ;
Petta, Salvatore ;
Miele, Luca ;
Vespasiani-Gentilucci, Umberto ;
Anstee, Quentin M. ;
Stickel, Felix ;
Hampe, Jochen ;
Fischer, Janett ;
Berg, Thomas ;
Fracanzani, Anna Ludovica ;
Soardo, Giorgio ;
Reeves, Helen ;
Prati, Daniele ;
Romeo, Stefano ;
Valenti, Luca .
JOURNAL OF HEPATOLOGY, 2021, 74 (04) :775-782
[6]   The UK Biobank resource with deep phenotyping and genomic data [J].
Bycroft, Clare ;
Freeman, Colin ;
Petkova, Desislava ;
Band, Gavin ;
Elliott, Lloyd T. ;
Sharp, Kevin ;
Motyer, Allan ;
Vukcevic, Damjan ;
Delaneau, Olivier ;
O'Connell, Jared ;
Cortes, Adrian ;
Welsh, Samantha ;
Young, Alan ;
Effingham, Mark ;
McVean, Gil ;
Leslie, Stephen ;
Allen, Naomi ;
Donnelly, Peter ;
Marchini, Jonathan .
NATURE, 2018, 562 (7726) :203-+
[7]   Genetic Variations at Loci Involved in the Immune Response Are Risk Factors for Hepatocellular Carcinoma [J].
Clifford, Robert J. ;
Zhang, Jinghui ;
Meerzaman, Daoud M. ;
Lyu, Myung-Soo ;
Hu, Ying ;
Cultraro, Constance M. ;
Finney, Richard P. ;
Kelley, Jenny M. ;
Efroni, Sol ;
Greenblum, Sharon I. ;
Nguyen, Cu V. ;
Rowe, William L. ;
Sharma, Sweta ;
Wu, Gang ;
Yan, Chunhua ;
Zhang, Hongen ;
Chung, Young-Hwa ;
Kim, Jeong A. ;
Park, Neung Hwa ;
Song, Il Han ;
Buetow, Kenneth H. .
HEPATOLOGY, 2010, 52 (06) :2034-2043
[8]   Association of Genetic Variation With Cirrhosis: A Multi-Trait Genome-Wide Association and Gene-Environment Interaction Study [J].
Emdin, Connor A. ;
Haas, Mary ;
Ajmera, Veeral ;
Simon, Tracey G. ;
Homburger, Julian ;
Neben, Cynthia ;
Jiang, Lan ;
Wei, Wei-Qi ;
Feng, Qiping ;
Zhou, Alicia ;
Denny, Joshua ;
Corey, Kathleen ;
Loomba, Rohit ;
Kathiresan, Sekar ;
Khera, Amit, V .
GASTROENTEROLOGY, 2021, 160 (05) :1620-+
[9]   Global, Regional, and National Cancer Incidence, Mortality, Years of Life Lost, Years Lived With Disability, and Disability-Adjusted Life-Years for 29 Cancer Groups, 1990 to 2017 A Systematic Analysis for the Global Burden of Disease Study [J].
Fitzmaurice, Christina ;
Abate, Degu ;
Abbasi, Naghmeh ;
Abbastabar, Hedayat ;
Abd-Allah, Foad ;
Abdel-Rahman, Omar ;
Abdelalim, Ahmed ;
Abdoli, Amir ;
Abdollahpour, Ibrahim ;
Abdulle, Abdishakur S. M. ;
Abebe, Nebiyu Dereje ;
Abraha, Haftom Niguse ;
Abu-Raddad, Laith Jamal ;
Abualhasan, Ahmed ;
Adedeji, Isaac Akinkunmi ;
Advani, Shailesh M. ;
Afarideh, Mohsen ;
Afshari, Mandi ;
Aghaali, Mohammad ;
Agius, Dominic ;
Agrawal, Sutapa ;
Ahmadi, Ayat ;
Ahmadian, Elham ;
Ahmadpour, Ehsan ;
Ahmed, Muktar Beshir ;
Akbari, Mohammad Esmaeil ;
Akinyemiju, Tomi ;
Al-Aly, Ziyad ;
AlAbdulKader, Assim M. ;
Alandab, Fares ;
Alam, Tahiya ;
Alamene, Genet Melak ;
Alemnew, Birhan Tamene T. ;
Alene, Kefyalew Addis ;
Alinia, Cyrus ;
Alipour, Vahid ;
Aljunid, Syed Mohamed ;
Bakeshei, Fatemeh Allah ;
Abdulrahman, Majid ;
Almadi, Hamad ;
Almasi-Hashiani, Amir ;
Alsharif, Ubai ;
Alsowaidi, Shirina ;
Alvis-Guzman, Nelson ;
Amini, Erfan ;
Amini, Saeed ;
Amoako, Yaw Ampem ;
Anbari, Zohreh ;
Anber, Nahla Hamed ;
Andrei, Catalina Liliana .
JAMA ONCOLOGY, 2019, 5 (12) :1749-1768
[10]   Ability of Noninvasive Scoring Systems to Identify Individuals in the Population at Risk for Severe Liver Disease [J].
Hagstrom, Hannes ;
Talback, Mats ;
Andreasson, Anna ;
Walldius, Goran ;
Hammar, Niklas .
GASTROENTEROLOGY, 2020, 158 (01) :200-214