- School of Public Health, Xinjiang Medical University, Urumqi, China
Objective: Men who have sex with men (MSM) are at increased risk for Human papillomavirus (HPV) infection compared to women and heterosexual men. We aimed to assess the incidence, clearance and duration of anal human papillomavirus (HPV) infection in HIV-negative MSM and the influencing factors in a 5-year prospective cohort study.
Methods: From April 2016 to April 2021, HIV-negative MSM were recruited and followed every 6 months in Urumqi, Xinjiang, China. Questionnaires and anal swabs were collected at baseline and every 6 months. We detected 37 anal HPV genotypes using the HPV Geno Array Diagnostic Kit Test. Incidence and clearance rates of anal HPV infection and the influencing factors were estimated using a two-state Markov model.
Results: A total of 585 MSM were included with a median age of 37 years [interquartile range (IQR): 31–43 years] and were followed for a median 2.8 years (IQR: 1.8–3.6 years). Incidence rates for any HPV and high-risk HPV (Hr-HPV) were 53.4 [95% confidence interval (CI): 49.1–58.0] and 39.0 (95% CI: 35.7–42.5)/1,000 person-months. Median duration of infection was 9.67 (95% CI: 8.67–10.86) and 8.51 (95% CI: 7.57–9.50) months, respectively. Clearance rates for any HPV and Hr-HPV were 50.9 (95% CI: 46.7–55.3) and 62.1 (95% CI: 56.8–66.7)/1,000 person-months, respectively. HPV16 and HPV6 had the highest incidence, lowest clearance rate and longest duration of infection among Hr-HPV and low-risk HPV (Lr-HPV) types, respectively. Receptive anal sex is a risk factor for any HPV [hazard ratio (HR) = 1.66, 95% CI: 1.16–2.38] and Hr-HPV infection (HR = 1.99, 95% CI:1.39–2.85). Recent anal sex without condom use was significantly associated with any HPV (HR = 1.80, 95% CI: 1.10–2.94) and Hr-HPV infection (HR = 2.60, 95% CI: 1.42–4.77). Age ≥35 years was significantly associated with Lr-HPV HPV infection only (HR = 1.40, 95% CI: 1.02–1.93). Both inserted and receptive anal sex (HR = 0.60, 95% CI: 0.40–0.89) and anal sex ≥2 times per week (HR = 0.61, 95% CI: 0.43–0.87) were associated with reduced Hr-HPV clearance. Six of the nine-valent vaccine types (HPV6, 11, 16, 18, 52 and 58) occurred most frequently, which indicates the need for high vaccination coverage in MSM.
Conclusions: In this cohort study, high incidence and low clearance of any HPV, Hr-HPV and individual HPV infections emphasize the importance of MSM vaccination. Modifiable behavioral factors such as condoms and drug use should be incorporated into HPV prevention strategies.
Introduction
Human papillomavirus (HPV) is one of the most common sexually transmitted infections (STIs) (1, 2). Men who have sex with men (MSM) are one of the most severely infected populations with HPV due to their specific and frequent sexual behavior (3–5). A meta-analysis showed that the prevalence of anal HPV infection in HIV-negative MSM was 64% (6), and may exceed 90% in those with HIV infection (7, 8). In China (9), the estimated prevalence of anal HPV among MSM was 85.1% (HIV-positive), 53.6% (HIV-negative), and 59.2% (unknown HIV status). Persistent infection with high-risk HPV (Hr-HPV) is a known cause of cervical, head and neck, penile and anal cancers (2, 10, 11), and low-risk HPV (Lr-HPV) can also cause genital warts (12, 13). MSM are about 20 times more likely to develop anal cancer than heterosexual men are (14, 15), and a recent study showed that HPV was detected in 88.3% of anal cancers (8).
Cervical HPV infection has been described in many studies (16–18) and there are many similarities between cervical and anal HPV infection (19, 20). For example, cervical squamous cell carcinoma (SCC) and anal SCC are both caused by persistent infection with Hr-HPV. It has been shown that there is a dramatic difference in the progression rate of cancer at the two sites (21, 22), suggesting that the natural history of anal and cervical HPV infection also differs significantly. Therefore, understanding and elucidating the severity and risk factors for HPV infection in MSM is necessary for prevention and vaccination in this population (23, 24). Unlike heterosexual men who may benefit in female-only vaccination settings, HPV-related disease is unlikely to decline in MSM populations (25). To the best of our knowledge, HPV infection among MSM in China is under-reported. Most of the studies were on the prevalence of HPV (26–29), and there has been an absence of long-term longitudinal studies. Longitudinal information on incidence, clearance and persistence of anal HPV infection among MSM in China is needed to further elucidate disease burden among MSM, in order to guide the implementation of prevention programs in this region.
Most previous studies have used traditional Cox proportional risk models (30, 31) and Poisson regression models (32, 33) to describe the natural history of HPV infection. These methods are commonly used to describe the risk of transition from one state to another and tend to focus only on the occurrence of the first outcome. However, infection with HPV clears within a certain period of time and re-infection may occur later, and Cox regression provides less information on the dynamic evolution of HPV infection. Apart from a few exceptions (34–36), most studies did not take into account the interval review nature of the data (i.e., the uncertainty of the exact timing of the event of interest). Multiple infections and clearances may have occurred between follow-up visits, but the assumption that the event occurred at the sampling date or at an intermediate point between visits would have biased estimates of incidence and clearance rates. Geskus et al. (35) used Markov models and Poisson regression to describe the natural history of Hr-HPV infection. They found that, compared with Markov models, Poisson regression showed that incidence estimates decreased by 22% for HPV16 and 53% for HPV56, and clearance decreased by 22% for HPV16 and 42% for HPV51.
We used a two-state Markov model to determine incidence, clearance and persistence of anal HPV infection in a longitudinal cohort of HIV-negative MSM in Urumqi, China over a 5-year period. Additionally, we assessed factors related to incidence and clearance of anal HPV in this cohort.
Methods
Enrollment and Follow-Up of Study Participants
Since April 2016, we established an open prospective cohort of HPV among HIV-negative MSM in Urumqi, Xinjiang, China. The project recruited participants based on a local non-government organization (Xinjiang Dream Health Service Center, recognized by the health administration), through website advertising, WeChat and peer recruitment. Those who self-reported being at least 18 years old and having had homosexual sex at leasnce in the past 6 months were included. At baseline and at every 6-month study visit, participants completed a self-administered electronic questionnaire, including information on general socio-demographic and sexual behavior characteristics. A sample of 5 ml venous blood was collected for HIV screening. For the collection of anal samples, volunteers were trained by clinicians before the study; volunteers then instructed the participants to collect anal specimens during the study. Participants self-collected anal samples by rotating a swab inside the anal canal, and placed them in a 3-ml sample transport medium for HPV testing. Anal samples were stored at 4°C. Transported back to the laboratory for testing via a foam box with ice packs. Participants received 40 RMB (~$6.6) for transportation and time at baseline survey and every 6-month follow-up visit. Between April 9, 2016 and April 9, 2021, 1071 participants were recruited at baseline. Twelve participants were excluded due to missing baseline questionnaires or ineligible anal swab samples, and those with at least two follow-up visits and eligible samples were retained, resulting in 585 participants in the final analysis (Figure 1). All participants provided written informed consent. This study was reviewed and approved by the Ethics Committee of the First Affiliated Hospital of Xinjiang Medical University (Batch Number: 20160512-11).
Sociodemographic and Sexual Behaviors Characteristics
Sociodemographic characteristics included the following variables: age, ethnicity, marital status, education, employment status, registered residence, earning per month, smoking status and alcohol consumption. Sexual behaviors included the following variables: age of sexual debut, self-reported sexual preference, homosexual anal sex in the past 6 months, anal sexual position, gender of sexual partners (past year or lifetime), number of sexual partners in the past 6 months, number of anal sex encounters in the last week, frequency of condom use during homosexual behavior in the past 6 months, drug use, self-reported STI in the past 6 months, circumcision history, and commercial sex with men in the past 6 weeks.
HPV DNA Detection and Genotyping
Hybribio 37 HPV GenoArray Diagnostic Kit Test (Hybribio Biotech, Chaozhou, China) was use for HPV detection and genotyping, as described previously (27). The diagnostic kit is based on a flow-through hybridization and gene-chip method. The low-density gene chip was pre-fixed with 37 type-specific oligonucleotides and the genotype was analyzed using HybriMax (Hybribio Biotech). The final results were detected by colorimetric change on the membrane under direct visualization. Positive and negative controls were included in the GenoArray test kit in every polymerase chain reaction analysis, as well as during the hybridization process for quality control.
This method can simultaneously detect 37 HPV genotypes: HPV6, 11, 16, 18, 26, 31, 33–35, 39, 40, 42–45, 51–59, 61, 66–73, and 81–84.
Statistical Analysis
All statistical analyses were conducted using SAS version 9.4 and R version 4.1.0. Continuous variables were described using medians and interquartile ranges (IQRs) if they had skewed distributions, and frequencies and percentages for categorical variables.
Incidence was defined as a positive detection of HPV type after HPV-negative test result of HPV type (0–1). Clearance was defined as a negative test result of an HPV type after positive detection of HPV type (1–0). The analysis included the following three groups of HPV: (i) any type: infection by at least one of the 37 detectable HPV types; (ii) Hr-HPV: infection by at least one high-risk type, i.e., HPV16, 18, 26, 31, 33, 35, 39, 45, 51–53, 56, 58, 59, 66–70, 73, 82; and (iii) Lr-HPV: infection by at least one low-risk type, i.e., HPV6, 11, 34, 40, 42–44, 54, 55, 57, 61, 71, 72, 81, 83, 84. Incidence and clearance rates, including 95% confidence intervals (CIs), were calculated based on the number of events divided by person-months of observations of event risk. Moreover, incidence and clearance rates along with duration of infection were also estimated for each HPV genotype.
We estimated incidence and clearance rates using a two-stage Markov model that allowed for interval censored event data (37). The two states were defined as HPV-DNA negative and HPV-DNA positive. Individuals could move from one state to another at any time point. Incidence was modeled as the rate of transition from a negative to a positive state; clearance as the rate of transition from a positive to a negative state. We allowed several infections and clearances to occur between two samples. The transition rate from one state to another was assumed to be constant over time, and the probability of transition between the states depended on the time between observations, and not the specific time of observation. We estimated bivariate and multifactorial hazard ratios (HRs) affecting infection and clearance transitions. The variables which showed a p < 0.05 in bivariate analyses were entered into the multivariate Markov model to estimate the HRs, as well as their 95% CIs. The Markov model was fitted in R4.1.0 using the MSM package.
Results
Participants Baseline Characteristics
From April 9, 2016 to April 9, 2021, a total of 585 MSM were enrolled and then contributed a total of 1595.4 person-years with a median follow-up time of 2.8 (IQR: 1.8–3.6) years. The median age of participants was 30 (IQR: 25–36) years, and 53.5% (n = 318) of the participants were in local households. Four hundred and fifty-six (79.5%) had a junior college degree or higher, and most of the participants (87.2%) were employed. Median age of sexual debut was 20 (18–23) years, and 453 (77.4%) identified themselves as homosexual. A total of 471 (80.5%) reported having had homosexual anal sex in the past 6 months and at baseline, and 330 (56.4%) reported always using a condom during anal sex with male partners in the preceding 6 months. Only 61 (10.4%) had more than five sexual partners and 173 (29.6%) had a history of drug use in the past 6 months. The socio-demographic and sexual behavioral baseline characteristics of the 585 MSM are reported in Table 1.
At baseline, 50.3% (294/585) had any anal HPV infection. Hr-HPV was detected in 36.8% (215/585), while 26.3% (154/585) were positive for Lr-HPV (Supplemental Table 1). The self-reported prevalence of STI was 9.2%.
Anal HPV Incidence and Clearance
Incidence and clearance rates for each HPV group are reported in Table 2. The incidence of any HPV infection was higher than the clearance rate, which was 53.8 (49.3–58.6)/1,000 person-months and 52.4 (48.0–57.0)/1,000 person-months, respectively. For the Hr-HPV and Lr-HPV groups, the incidence rate was lower than the clearance rate (IR/CR for Hr-HPV = 0.63, 95% CI: 0.55–0.71, IR/CR for Lr-HPV = 0.37, 95% CI:0.32–0.42). The estimated duration of any HPV and Hr-HPV was similar at 9.5 (95%CI: 8.5–10.7) and 8.4 (95% CI: 7.5–9.4) months, respectively. Lr-HPV had a duration of 6.5 (95%CI: 5.7–7.4) months.
Table 2. Incidence rate, clearance rate, incidence/clearance ratio, and duration of HPV infection in 585 MSM.
The incidence rate of individual HPV infections varied substantially by HPV type. Among Hr-HPVs, the incidence rate ranged from 0.6 (95% CI: 0.6–1.4)/1,000 person-months for HPV69 to 8.3 (95%CI: 7.0–9.7)/1,000 person-months for HPV16. Among Lr-HPVs, the incidence rate ranged from 0.6 (95% CI: 0.3–1.0)/1,000 person-months for HPV71 to 9.6 (95% CI: 8.2–11.2)/1,000 person-months for HPV6 (Figure 2, Supplemental Table 2). The clearance rate of individual HPV infections also varied by HPV type. The clearance rate ranged from 84.1 (95% CI: 71.2–98.4)/1,000 person-months for HPV16 to 166.4 (95% CI: 79.9–299.9)/1,000 person-months for HPV69 among Hr-HPVs, and ranged from 79.5 (95% CI: 68.4–91.7)/1,000 person-months for HPV6 to 178.0 (95%CI: 100.3–288.2)/1,000 person-months for HPV42 among Lr-HPVs (Figure 2, Supplemental Table 2). The relatively high incidence and relatively low clearance of HPV6 and HPV16 make them the genotypes with the highest persistent infections, both when using clearance from prevalent-positive infections and incident-positive infections. Markov models showed that the duration of HPV6 and HPV16 infection was 12.6 (95% CI: 10.8–14.6) months and 11.9 (95% CI: 10.1–13.9) months, respectively (Figure 1, Supplemental Table 2). HPV42 and HPV56 had the shortest duration of infection in the low- and high-risk groups.
Figure 2. Incidence rates, clearance rates and duration of infection with 95% CI for individual HPV in 585 MSM based on the two-state Markov model.
Risk Factors for Incidence and Clearance of Anal HPV Infection
Multivariate analyses showed that MSM aged ≥35 years tended to be associated with a higher incidence of Lr-HPV (HR = 1.31, 95% CI: 1.02–1.93), while there was no significant association for any HPV and Hr-HPV (Tables 3, 4). Compared with inserted anal sex, receptive anal sex significantly increased the risk of infection with any HPV (HR = 1.66, 95% CI: 1.16–2.38) and Hr-HPV (HR = 1.99, 95% CI: 1.39–2.85). Increased incidence was observed only for infection with any HPV for both insertional and receptive anal sex (HR = 1.74, 95% CI: 1.06–2.84). Participants who did not use a condom during their latest anal sex showed a higher incidence of infection by any HPV (HR = 1.80, 95% CI: 1.10–2.94) and Hr-HPV (HR = 2.60, 95% CI: 1.42–4.77) compared to those that did use a condom. Drug use in the past 6 months (compared to no drug use), significantly increased the risk of infection with any HPV (HR = 1.42, 95% CI: 1.0–1.97) and Lr-HPV (HR = 2.18, 95% CI: 1.57–3.02), although the former was of borderline statistical significance. The incidence of infection with any HPV tended to increase in participants with a history of STI (HR = 2.17, 95% CI: 1.10–4.26), although not significantly, and a similar trend was observed for Hr-HPV.
Table 3. Bivariate and multivariate analyses of factors associated with incidence and clearance of Any HPV.
Table 4. Bivariate and multivariate analyses of factors associated with incidence and clearance of Hr-HPVs and Lr-HPVs.
In the multivariate analysis of the clearance of any HPV, none of the variables were significantly associated with clearance. Participants with both inserted and receptive anal sex had 0.6 times the hazard of Hr-HPV infection clearance compared to those with inserted anal sex (HR = 0.60, 95% CI: 0.40–0.89). Anal sex ≥2 times per week was associated with increased Hr-HPV clearance (HR = 0.61, 95% CI: 0.43–0.87). Most recent anal sex without a condom increased clearance of infection of Hr-HPV. The clearance of Lr-HPV was significantly lower in MSM who had both male and female sexual partners in the past year (HR = 0.56, 95% CI: 0.39–0.82). MSM who had used drugs in the past 6 months had higher clearance of Lr-HPV (HR = 1.75, 95% CI: 1.28–2.41).
Discussion
We used a two-state Markov model to comprehensively assess the incidence, clearance and duration of anal infection with HPV (type 37) in HIV-negative MSM, as well as the factors influencing infection incidence and clearance.
In our study, the incidence of anal infection with any type of HPV and Hr-HPV was higher than that in HIV-negative MSM in other studies (4, 38–40); none of which took into account the nature of the data interval deletions. However, one study (41) in HIV-negative MSM using pre-exposure prophylaxis (PREP) found that the prevalence (92%) and incidence (86.2/1,000 person-months) of anal HPV infection were similar to those in HIV-positive MSM, which were higher than in our study. Few studies have reported the incidence of Lr-HPV infection in HIV-negative MSM. Dona MG et al. (34) reported higher incidence of Hr-HPV and Lr-HPV than we did, and they used the same statistical analyses as us to describe the natural history of HPV infection in HIV-negative MSM. They found that the clearance rate of any HPV infection was much lower than the incidence, which may explain the higher HPV prevalence at baseline (73.5%). However, in our study, the incidence of any HPV infection was similar to the clearance rate, and the prevalence of infection at baseline is also relatively low (50.3%). It is important to note that previous studies on the natural history of HPV have varied in the populations included, the HPV genotype tests used and number of genotypes tested, and the definitions of incidence and clearance, in addition to differences in the statistical methods used, making comparisons between studies difficult.
For individual HPV type infections and clearance, the highest incidence of anal HPV16 and HPV52 infections was found among Hr- HPV types, followed by HPV51, HPV58, HPV39, and HPV18. Similar to other studies, incidence rate of anal Hr-HPV infection was highest for HPV16, HPV51 and HPV52 in HIV-infected (4, 35, 39, 42) or in HIV-negative (34, 36, 39, 40, 43) MSM. We found that the highest incidence of infection with Lr-HPV was for HPV6, even higher than most Hr-HPVs. A meta-analysis (44) in China showed an unusually high prevalence of both HPV6 and HPV11 in MSM, but with the exception of HPV6 and 11, the prevalence of other low-risk genotypes was similar in heterosexual men and MSM. There are some specific differences in the incidence and prevalence of some types in different regions, suggesting that genotype validation methods may not be a key factor in the variation in incidence or prevalence, and that other parameters may play a greater role.
HPV16 had the lowest clearance rate compared to other Hr-HPVs, which is consistent with previous studies (15, 34, 36, 45), Evy Yunihastuti et al. (39). studied HIV-positive and HIV-negative MSM in South-East Asia, and found that HPV16 had the lowest clearance rate in both groups. HPV6 also had the lowest clearance, which partly explains the unusually high prevalence of HPV6 in Chinese MSM (44). HPV6 and HPV16 are also the two genotypes with the longest duration of infection. HPVs with the longest duration of infection may also have the highest oncogenic potential. HPV16 was found to persist longer than other Hr-HPV types in MSM, women and heterosexual men, which is consistent with the high pathogenicity of HPV16 infection in both sexes (17, 36, 46). A meta-analysis (10) showed that HPV16 was the most carcinogenic HPV type in the anus in both men and women, and the only HPV type that was significantly more common in cancer than in normal cytology. Currently, in China, the HPV vaccine is only available for women, and MSM cannot benefit from it. In addition, HPV infection is more common in MSM than in heterosexual men. In this study, six of the HPV types (HPV6, 11, 16, 18, 52 and 58) had higher incidence and lower clearance rates, given that this six types are included in the 9-valent vaccine, therefore, it is suggesting that the implementation of a vaccine program in the MSM may be important in reducing the prevalence of HPV infection in this population.
There was no significant association between age and incidence in most studies (34, 36, 39). In our study, age was significantly associated with an increased incidence of Lr-HPV infection. For infection clearance, a study of HIV-positive MSM by Geskus et al. (35) found that age had a significant non-linear effect; clearance was highest below age 25 years and lowest around 30 years. We also found that clearance was lower (although not significantly) in older participants in the any-HPV and Hr-HPV groups. Giuliano et al. (47) described the association between age and HPV clearance in HIV-negative MSM penile samples and found that Hr-HPV clearance increased with age.
Regarding sexual behavioral factors, receptive anal sex was independently associated with incidence of anal infection by any HPV and Hr-HPV in our study, which is consistent with previous studies (4, 44). A study (38) of multiple sites of HPV infection in adolescent MSM and the probability of transmission between sites found that younger, sexually inexperienced MSM had a higher incidence of anal HPV infection, higher probability of transmission from penis to anus, and significantly higher probability of transmission from penis to anus of 50% per partner than from anus to penis per partner. We also found that failure to use a condom during recent anal sex increased the risk of HPV infection. Therefore, during sex, if the penetrator does not use a condom, the penetrated partner may have a greater risk of infection. We also observed that STIs and drug use increased the risk of infection with any HPV and Hr-HPV. Drug use, number of sexual partners and history of STI may be substitutes for high-risk behaviors that could lead to an increased risk of exposure to HPV (15, 38).
We found that the number of anal sex encounters and both inserted and receptive anal sex were associated with Hr-HPV clearance failure. Condomless anal sex is a risky sexual behavior and can increase exposure to HPV. Therefore, failure of HPV clearance may be associated with re-exposure or re-infection through condomless sexual contact. Several studies have also reported an association between condomless anal sex and increased occurrence of HPV infection and failure of clearance (15). Our study found that the relationship between condomless anal sex and the occurrence of HPV infection was consistent with other studies (36, 46); however, condomless anal sex accelerated HPV clearance. Marra et al. (36) also found that never using a condom during anal sex increased the risk of transition from infected to uninfected state. We suggest that this finding could have arisen from MSM in a steady, perhaps sexually exclusive, relationship in which no or limited new HPV exposure occurred.
Our study had several strengths. First, our participants were recruited primarily through the community and may be a better representation of the MSM population in the local community than those recruited on an outpatient basis. Second, large and long follow-up enabled us to obtain a more accurate and comprehensive estimate of the natural history of anal HPV infection. Finally, the Markov model allowed us to more appropriately describe the dynamic process of HPV infection. The study also has some limitations. First, we assumed that the Markov model had a constant transfer probability from one state to another, independent of the time of transfer between states. However, the transfer rate of HPV was unlikely to have remained constant over a long observation period. Second, as with most studies, we could not really distinguish between new infection initiation and clearance and reactivation/suppression due to viral latency and immunity. Finally, this is an observational study and the results of this study may therefore be subject to unobserved confounding factors.
Conclusion
Our study provides new data to explore the natural history and risk factors of anal HPV infection in HIV-negative MSM. This study found that anal HPV infection is common in HIV-negative MSM population. Our finding also confirms the most oncogenic character of HPV16 and the unusually high prevalence of HPV6. This emphasize the need to implement immunization programs in HIV-negative MSM to reduce the burden of HPV infection and related disease in MSM.
In addition, condom use and frequency of anal sex which are modifiable behavioral factors, should be included in preventive interventions to reduce the incidence of HPV infection and related diseases.
Data Availability Statement
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author/s
Ethics Statement
The studies involving human participants were reviewed and approved by the Ethics Committee of the First Affiliated Hospital of Xinjiang Medical University. The patients/participants provided their written informed consent to participate in this study.
Author Contributions
ZZ conceived the presented idea, extracted and analyzed the data, and wrote the original draft. XL, LL, and MX reviewed and edited the original version of the article. GZ reviewed, edited, and formatted the article for submission. JD conceptualized the main idea, provided resources in data extraction and financial assistance during the whole study, and supervised the whole manuscript. All authors contributed to the article and approved the submitted version.
Funding
This study was funded by National Natural Science Foundation of China (81560539 and 81860590), the National Major Science and Technology Project (2018ZX10721102-005), and the Natural Science Foundation of Xinjiang Uygur Autonomous Region (2019D01C204).
Conflict of Interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher's Note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary Material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpubh.2022.891991/full#supplementary-material
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Keywords: human papillomavirus, incidence, clearance, HIV-negative, men who have sex with men, Markov model
Citation: Zhang Z, Ling X, Liu L, Xi M, Zhang G and Dai J (2022) Natural History of Anal Papillomavirus Infection in HIV-Negative Men Who Have Sex With Men Based on a Markov Model: A 5-Year Prospective Cohort Study. Front. Public Health 10:891991. doi: 10.3389/fpubh.2022.891991
Received: 08 March 2022; Accepted: 20 April 2022;
Published: 11 May 2022.
Edited by:
Lei Zhang, Melbourne Sexual Health Centre (MSHC), AustraliaReviewed by:
Fenicia Vescio, Istituto Superiore di Sanità, ItalyTolulope Olumide Afolaranmi, University of Jos, Nigeria
Copyright © 2022 Zhang, Ling, Liu, Xi, Zhang and Dai. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Jianghong Dai, jhdai@xjmu.edu.cn