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Clinical progress of human papillomavirus genotypes and their persistent infection in subjects with atypical squamous cells of undetermined significance cytology: Statistical and latent Dirichlet allocation analysis

机译:人类乳头瘤病毒基因型及其持续感染在具有不确定细胞学意义的非典型鳞状细胞受试者中的临床进展:统计学和潜在狄利克雷分配分析

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摘要

The present study aimed to investigate differences in prognosis based on human papillomavirus (HPV) infection, persistent infection and genotype variations for patients exhibiting atypical squamous cells of undetermined significance (ASCUS) in their initial Papanicolaou (PAP) test results. A latent Dirichlet allocation (LDA)-based tool was developed that may offer a facilitated means of communication to be employed during patient-doctor consultations. The present study assessed 491 patients (139 HPV-positive and 352 HPV-negative cases) with a PAP test result of ASCUS with a follow-up period ≥2 years. Patients underwent PAP and HPV DNA chip tests between January 2006 and January 2009. The HPV-positive subjects were followed up with at least 2 instances of PAP and HPV DNA chip tests. The most common genotypes observed were HPV-16 (25.9%, 36/139), HPV-52 (14.4%, 20/139), HPV-58 (13.7%, 19/139), HPV-56 (11.5%, 16/139), HPV-51 (9.4%, 13/139) and HPV-18 (8.6%, 12/139). A total of 33.3% (12/36) patients positive for HPV-16 had cervical intraepithelial neoplasia (CIN)2 or a worse result, which was significantly higher than the prevalence of CIN2 of 1.8% (8/455) in patients negative for HPV-16 (P<0.001), while no significant association was identified for other genotypes in terms of genotype and clinical progress. There was a significant association between clearance and good prognosis (P<0.001). Persistent infection was higher in patients aged ≥51 years (38.7%) than in those aged ≤50 years (20.4%; P=0.036). Progression from persistent infection to CIN2 or worse (19/34, 55.9%) was higher than clearance (0/105, 0.0%; P<0.001). In the LDA analysis, using symmetric Dirichlet priors α=0.1 and β=0.01, and clusters (k)=5 or 10 provided the most meaningful groupings. Statistical and LDA analyses produced consistent results regarding the association between persistent infection of HPV-16, old age and long infection period with a clinical progression of CIN2 or worse. Therefore, LDA results may be presented as explanatory evidence during time-constrained patient-doctor consultations in order to deliver information regarding the patient's status.
机译:本研究旨在调查在最初的Papanicolaou(PAP)测试结果中表现出未定意义的非典型鳞状细胞(ASCUS)的患者中,基于人乳头瘤病毒(HPV)感染,持续感染和基因型变异的预后差异。开发了一种基于潜在狄利克雷分配(LDA)的工具,该工具可以提供一种方便的沟通方式,以便在医患咨询期间使用。本研究评估了491例患者(139例HPV阳性和352例HPV阴性),其ASCUS的PAP测试结果为随访期≥2年。患者在2006年1月至2009年1月之间接受了PAP和HPV DNA芯片测试。对HPV阳性受试者进行了至少2次PAP和HPV DNA芯片测试。观察到的最常见基因型是HPV-16(25.9%,36/139),HPV-52(14.4%,20/139),HPV-58(13.7%,19/139),HPV-56(11.5%,16) /139)、HPV-51(9.4%、13/139)和HPV-18(8.6%,12/139)。总共33.3%(12/36)的HPV-16阳性患者患有宫颈上皮内瘤样病变(CIN)2或更差的结果,显着高于CIN2阴性的患者中1.8%(8/455)的CIN2患病率HPV-16(P <0.001),而就基因型和临床进展而言,其他基因型未发现明显关联。清除率与良好的预后之间存在显着相关性(P <0.001)。 ≥51岁患者的持续感染率(38.7%)比≤50岁患者的持续感染率高(20.4%; P = 0.036)。从持续感染到CIN2或更严重的进展(19 / 34,55.9%)高于清除率(0 / 105,0.0%; P <0.001)。在LDA分析中,使用对称Dirichlet先验α= 0.1和β= 0.01,并且聚类(k)= 5或10提供了最有意义的分组。统计数据和LDA分析产生了关于HPV-16持续感染,老年和长期感染与CIN2或更严重的临床进展之间相关性的一致结果。因此,LDA结果可能会在有时间限制的患者-医生会诊期间作为解释性证据提供,以传递有关患者状态的信息。

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