Inferring the natural history of HPV from global cancer registries: insights from a multi-country calibration

被引:1
作者
Stuart, Robyn M. [1 ]
Cohen, Jamie A. [2 ]
Abeysuriya, Romesh G. [3 ]
Sanz-Leon, Paula [4 ]
Kerr, Cliff C. [2 ]
Rao, Darcy [1 ]
Klein, Daniel J. [2 ]
机构
[1] Bill & Melinda Gates Fdn, Gender Equal Div, Seattle, WA 98109 USA
[2] Bill & Melinda Gates Fdn, Inst Dis Modeling, Global Hlth Div, Seattle, WA USA
[3] Burnet Inst, Melbourne, Vic, Australia
[4] QIMR Berghofer Med Res Inst, Brain Modelling Grp, Brisbane, Qld, Australia
关键词
HUMAN-PAPILLOMAVIRUS; WOMEN; INFECTION; RISK; AGE;
D O I
10.1038/s41598-024-65842-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Human papillomavirus (HPV) is the cause of almost all cases of cervical cancer, a disease that kills some 340,000 women per year. The timeline from initial infection with HPV to the onset of invasive cervical cancer spans decades, and observational studies of this process are limited to settings in which treatment of precancerous lesions was withheld or inadequate. Such studies have been critical for understanding the natural history of HPV. Modeling can shed additional insight on the natural history of HPV, especially across geographical settings with varying prevalence of factors known to affect the host-side immune response to HPV, such as HIV and tobacco use. In this study, we create models for the 30 most populous countries in Sub-Saharan Africa, each with country-specific demographic, and behavioral inputs. We found that it was not possible to fit the data if we assumed that the natural history parameters were exactly identical for all countries, even after accounting for demographic and behavioral differences, but that we could achieve a good fit with the addition of a single immunocompetence parameter for each country. Our results indicate that variation in host immune responses may play a role in explaining the differences in the burden of cervical cancer between countries, which in turn implies a greater need for more geographically diverse data collection to understand the natural history of HPV.
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页数:9
相关论文
共 30 条
[1]   Optuna: A Next-generation Hyperparameter Optimization Framework [J].
Akiba, Takuya ;
Sano, Shotaro ;
Yanase, Toshihiko ;
Ohta, Takeru ;
Koyama, Masanori .
KDD'19: PROCEEDINGS OF THE 25TH ACM SIGKDD INTERNATIONAL CONFERENCCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2019, :2623-2631
[2]  
[Anonymous], Birth rate, crude (per 1,000 people) | Data | Table
[3]  
Benard E, 2023, Lancet Global Health, V11, pe48, DOI DOI 10.1016/S2214-109X(22)00475-2
[4]   Cervical cancer screening programmes and age-specific coverage estimates for 202 countries and territories worldwide: a review and synthetic analysis [J].
Bruni, Laia ;
Serrano, Beatriz ;
Roura, Esther ;
Alemany, Laia ;
Cowan, Melanie ;
Herrero, Rolando ;
Poljak, Mario ;
Murillo, Raul ;
Broutet, Nathalie ;
Riley, Leanne M. ;
de Sanjose, Silvia .
LANCET GLOBAL HEALTH, 2022, 10 (08) :E1115-E1127
[5]   HPV vaccination introduction worldwide and WHO and UNICEF estimates of national HPV immunization coverage 2010-2019 [J].
Bruni, Laia ;
Saura-Lazaro, Anna ;
Montoliu, Alexandra ;
Brotons, Maria ;
Alemany, Laia ;
Diallo, Mamadou Saliou ;
Afsar, Oya Zeren ;
LaMontagne, D. Scott ;
Mosina, Liudmila ;
Contreras, Marcela ;
Velandia-Gonzalez, Martha ;
Pastore, Roberta ;
Gacic-Dobo, Marta ;
Bloem, Paul .
PREVENTIVE MEDICINE, 2021, 144
[6]   Estimating the Natural History of Cervical Carcinogenesis Using Simulation Models: A CISNET Comparative Analysis [J].
Burger, Emily A. ;
de Kok, Inge M. C. M. ;
Groene, Emily ;
Killen, James ;
Canfell, Karen ;
Kulasingam, Shalini ;
Kuntz, Karen M. ;
Matthijsse, Suzette ;
Regan, Catherine ;
Simms, Kate T. ;
Smith, Megan A. ;
Sy, Stephen ;
Alarid-Escudero, Fernando ;
Vaidyanathan, Vivek ;
van Ballegooijen, Marjolein ;
Kim, Jane J. .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2020, 112 (09) :955-963
[7]   Age of Acquiring Causal Human Papillomavirus (HPV) Infections: Leveraging Simulation Models to Explore the Natural History of HPV-induced Cervical Cancer [J].
Burger, Emily A. ;
Kim, Jane J. ;
Sy, Stephen ;
Castle, Philip E. .
CLINICAL INFECTIOUS DISEASES, 2017, 65 (06) :893-899
[8]   Mortality impact of achieving WHO cervical cancer elimination targets: a comparative modelling analysis in 78 low-income and lower-middle-income countries [J].
Canfell, Karen ;
Kim, Jane J. ;
Brisson, Marc ;
Keane, Adam ;
Simms, Kate T. ;
Caruana, Michael ;
Burger, Emily A. ;
Martin, Dave ;
Nguyen, Diep T. N. ;
Benard, Elodie ;
Sy, Stephen ;
Regan, Catherine ;
Drolet, Melanie ;
Gingras, Guillaume ;
Laprise, Jean-Francois ;
Torode, Julie ;
Smith, Megan A. ;
Fidarova, Elena ;
Trapani, Dario ;
Bray, Freddie ;
Ilbawi, Andre ;
Broutet, Nathalie ;
Hutubessy, Raymond .
LANCET, 2020, 395 (10224) :591-603
[9]   The Estimated Lifetime Probability of Acquiring Human Papillomavirus in the United States [J].
Chesson, Harrell W. ;
Dunne, Eileen F. ;
Hariri, Susan ;
Markowitz, Lauri E. .
SEXUALLY TRANSMITTED DISEASES, 2014, 41 (11) :660-664
[10]   Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe [J].
Flaxman, Seth ;
Mishra, Swapnil ;
Gandy, Axel ;
Unwin, H. Juliette T. ;
Mellan, Thomas A. ;
Coupland, Helen ;
Whittaker, Charles ;
Zhu, Harrison ;
Berah, Tresnia ;
Eaton, Jeffrey W. ;
Monod, Melodie ;
Ghani, Azra C. ;
Donnelly, Christl A. ;
Riley, Steven ;
Vollmer, Michaela A. C. ;
Ferguson, Neil M. ;
Okell, Lucy C. ;
Bhatt, Samir .
NATURE, 2020, 584 (7820) :257-+