1.Application value of prediction model based on magnetic resonance imaging machine learning algorithm and radiomics in predicting lymphovascular invasion status of rectal cancer with-out lymph node metastasis
Leping PENG ; Xiuling ZHANG ; Yuanhui ZHU ; Ling WANG ; Wenting MA ; Yaqiong MA ; Gang HUANG ; Lili WANG
Chinese Journal of Digestive Surgery 2024;23(8):1099-1111
Objective:To construct an prediction model based on magnetic resonance imaging (MRI) machine learning algorithm and radiomics and investigate its application value in predicting lymphovascular invasion (LVI) status of rectal cancer without lymph node metastasis.Methods:The retrospective cohort study was conducted. The clinicopathological data of 204 rectal cancer patients without lymph node metastasis who were admitted to Gansu Provincial Hospital from February 2016 to January 2024 were collected. There were 123 males and 81 females, aged (61±7)years. All 204 patients were randomly divided into the training dataset of 163 cases and the testing dataset of 41 cases by a ratio of 8∶2 using the electronic computer randomization method. The training dataset was used to construct the prediction model, and the testing dataset was used to validate the prediction model. The clinical prediction model, radiomics model and joint prediction model were constructed based on the selected clinical and/or imaging features. Measurement data with normal distribution were represented as Mean± SD. Count data were described as absolute numbers, and the chi-square test or Fisher exact probability were used for comparison between the groups. Comparison of ordinal data was conducted using the nonparameter rank sum test. The inter-class correlation coefficient (ICC) was used to evaluate the consistency of the radiomics features of the two doctors, and ICC >0.80 was good consistency. Univariate analysis was conducted by corres-ponding statistic methods. Multivariate analysis was conducted by Logistic stepwise regression model. The receiver operating characteristic (ROC) curve was drawn, and the area under the curve (AUC), Delong test, decision curve and clinical impact curve were used to evaluate the diagnostic efficiency and clinical utility of the model. Result:(1) Analysis of factors affecting LVI status of patients. Of the 204 rectal cancer patients without lymph node metastasis, there were 71 cases with positive of LVI and 133 cases with negative of LVI. Results of multivariate analysis showed that gender, platelet (PLT) count and carcinoembryonic antigen (CEA) were independent factors affecting LVI status of rectal cancer without lymph node metastasis in training dataset [ odds ratio=2.405, 25.062, 2.528, 95% confidence interval ( CI) as 1.093-5.291, 2.748-228.604, 1.181-5.410, P<0.05]. (2) Construction of clinical prediction model. The clinical prediction model was conducted based on the results of multivariate analysis including gender, PLT count and CEA. Results of ROC curve showed that the AUC, accuracy, sensitivity and specificity of clinical prediction model were 0.721 (95% CI as 0.637-0.805), 0.675, 0.632 and 0.698 for the training dataset, and 0.795 (95% CI as 0.644-0.946), 0.805, 1.000 and 0.429 for the testing dataset. Results of Delong test showed that there was no significant difference in the AUC of clinical prediction model between the training dataset and the testing dataset ( Z=-0.836, P>0.05). (3) Construction of radiomics model. A total of 851 radiomics features were extracted from 204 patients, and seven machine learning algorithms, including logistic regression, support vector machine, Gaussian process, logistic regression-lasso algorithm, linear discriminant analysis, naive Bayes and automatic encoder, were used to construct the prediction model. Eight radiomics features were finally selected from the optimal Gaussian process learning algorithm to construct a radiomics prediction model. Results of ROC curve showed that the AUC, accuracy, sensitivity and specificity of radiomics prediction model were 0.857 (95% CI as 0.800-0.914), 0.748, 0.947 and 0.642 for the training dataset, and 0.725 (95% CI as 0.571-0.878), 0.634, 1.000 and 0.444 for the testing dataset. Results of Delong test showed that there was no significant difference in the AUC of radiomics prediction model between the training dataset and the testing dataset ( Z=1.578, P>0.05). (4) Construction of joint prediction model. The joint prediction model was constructed based on the results of multivariate analysis and the radiomics features. Results of ROC curve showed that the AUC, accuracy, sensitivity and specificity of radiomics prediction model were 0.885 (95% CI as 0.832-0.938), 0.791, 0.912 and 0.726 for the training dataset, and 0.857 (95% CI as 0.731-0.984), 0.854, 0.714 and 0.926 for the testing dataset. Results of Delong test showed that there was no significant difference in the AUC of joint prediction model between the training dataset and the testing dataset ( Z=0.395, P>0.05). (5) Performance comparison of three prediction models. Results of the Hosmer-Lemeshow goodness-of-fit test showed that all of the clinical prediction model, radiomics prodiction model and joint prediction model having good fitting degree ( χ2=1.464, 12.763, 10.828, P>0.05). Results of Delong test showed that there was no signifi-cant difference in the AUC between the clinical prediction model and the joint prediction model or the radiomics model ( Z=1.146, 0.658, P>0.05), and there was a significant difference in the AUC between the joint prediction model and the radiomics model ( Z=2.001, P<0.05). Results of calibra-tion curve showed a good performance in the joint prediction model. Results of decision curve and clinical impact curve showed that the performance of joint prediction model in predicting LVI status of rectal cancer without lymph node metastasis was superior to the clinical prediction model and the radiomics model. Conclusions:The clinical prediction model is constructed based on gender, PLT count and CEA. The radiomics predictive model is constructed based on 8 selected radiomics features. The joint prediction model is constructed based on the clinical prediction model and the radiomics predictive model. All of the three models can predict the LVI status of rectal cancer with-out lymph node metastasis, and the joint prediction model has a superior predictive performance.
2.Immune reconstitution and influencing factors in HIV infected men who have sex with men with access to antiviral therapy in Guangxi Zhuang Autonomous Region from 2005 to 2021
Ni CHEN ; He JIANG ; Huanhuan CHEN ; Qiuying ZHU ; Xiuling WU ; Jianjun LI ; Nengxiu LIANG ; Qin MENG ; Xuanhua LIU ; Jinghua HUANG ; Wenxuan HOU ; Zhaoquan WANG ; Guanghua LAN
Chinese Journal of Epidemiology 2024;45(4):529-535
Objective:To analyze immune reconstitution and influencing factors in HIV infected men who have sex with men (MSM) with access to antiviral therapy (ART) in Guangxi Zhuang Autonomous Region (Guangxi) during 2005-2021.Methods:The data were collected from Chinese Disease Prevention and Control Information System. The study subjects were HIV infected MSM with access to the initial ART for ≥24 weeks in Guangxi from 2005 to 2021 and HIV RNA lower than the detection limit within 24 months. The proportion of infected MSM who had immune reconstitution after ART was calculated. Cox proportional hazard regression model was used to analyze the influencing factors of immune reconstitution. Software SPSS 24.0 was used for statistical analysis.Results:A total of 3 200 HIV infected MSM were enrolled, in whom 15.56 % (498/3 200) had no immune reconstitution, 14.78% (473/3 200) had moderate immune reconstitution, and the rate of complete immune reconstitution was 69.66% (2 229/3 200). The M ( Q1, Q3) of ART time for immune reconstitution was 12 (5, 27) months. Multivariate Cox proportional risk regression model analysis results showed that compared with those with initial ART at age ≥30 years, WHO clinical stage Ⅲ/Ⅳ illness, baseline BMI <18.50 kg/m 2 and baseline CD4 +T lymphocyte (CD4) counts <200 cells/μl, HIV infected MSM with initial ART at age <30 years, WHO clinical stageⅠ/Ⅱ illness, baseline BMI≥24.00 kg/m 2 and baseline CD4 counts ≥200 cells/μl were more likely to have complete immune reconstitution. Conclusions:In the HIV infected MSM in Guangxi, failures to achieve moderate and complete immune reconstitution were observed. Surveillance and ART regimen should be improved for key populations, such as those with older age and low baseline CD4 counts.
3.Study on immunogenic cell death related proteins in nasopharyngeal carcinoma patients before and after radiotherapy
Jinhua LONG ; Lu XU ; Weili WU ; Xiuling LUO ; Xiaoxiao CHEN ; Cui LONG ; Linmei ZENG ; Xianhuai JIN ; Wei WANG ; Chunyan SHAO ; Wei XIONG ; Feng JIN ; Zhu ZENG
Chinese Journal of Radiation Oncology 2023;32(10):886-891
Objective:To explore the effect of clinical conventional fractionated dose radiation on the expression levels of immunogenic cell death (ICD) related proteins in patients with nasopharyngeal carcinoma (NPC).Methods:A total of 38 newly-treated NPC patients admitted to the Affiliated Cancer Hospital of Guizhou Medical University from November 2020 to December 2021 were enrolled, all of whom received induction chemotherapy and concurrent chemoradiotherapy, and another 20 healthy volunteers were selected as controls for a prospective study. The contents of ICD related proteins, namely calreticulin (CRT), high mobility group box 1 protein (HMGB-1) and heat shock protein 70 (HSP70) and the proportion of dendritic cell (DC) in the peripheral blood of patients were detected before treatment, after induction chemotherapy and after concurrent chemoradiotherapy, respectively. The correlation between the above indicators, general clinical data and short-term efficacy was analyzed by statistical methods such as t-test and analysis of variance (ANOVA). Results:The levels of HSP70 and HMGB-1 in peripheral blood of NPC patients before treatment were higher than those of healthy controls (both P<0.05). After concurrent chemoradiotherapy, the content of CRT was significantly higher than that before treatment ( P<0.05), whereas the difference before and after induction chemotherapy and the difference before and after concurrent chemoradiotherapy were not significantly correlated with the short-term efficacy of NPC patients. HSP70 level was significantly decreased after concurrent chemoradiotherapy ( P<0.001). There were no significant differences in the content of HMGB-1 after induction chemotherapy and concurrent chemoradiotherapy (both P>0.05). Conclusion:NPC patients receiving TPF regimen (docetaxel+cisplatin+fluorouracil) for induction chemotherapy and sequential cisplatin concurrent chemotherapy may induce ICD in NPC cells, and CRT has potential value in reflecting the clinical efficacy of NPC.
4.Analysis of late-diagnosis and associated factors in newly reported HIV infections among men who have sex with men in Guangxi Zhuang Autonomous Region, 2005-2021
Wenxuan HOU ; He JIANG ; Qiuying ZHU ; Jinghua HUANG ; Jianjun LI ; Xiuling WU ; Xuanhua LIU ; Nengxiu LIANG ; Shuai TANG ; Qin MENG ; Bo LI ; Ni CHEN ; Guanghua LAN
Chinese Journal of Epidemiology 2023;44(10):1646-1652
Objective:To analyze the trend of late-diagnosis of HIV-infected men who have sex with men (MSM) before and after the AIDS Conquering Project in Guangxi Zhuang Autonomous Region (Guangxi) and its influencing factors, in order to find out the population groups that need priority intervention at the present stage.Methods:The HIV-infected MSM in Guangxi from 2005-2021 were selected from the National Integrated HIV/AIDS Control and Prevention Data System. The Joinpoint 4.9.1.0 software was used to test the time trend of late-diagnosis and non-late-diagnosis cases, and logistic regression was applied to analyze the factors influencing the proportion of late-diagnosis at each stage.Results:From 2005 to 2021, 5 764 HIV-infected MSM were reported in Guangxi from 2005 to 2021, with an overall late-diagnosis of 28.45% (1 640 cases). Under the 2015 baseline data as the boundary, the proportion of late-diagnosis cases showed a trend of sharp decline followed by stabilization from 2005 to 2015, average annual percent change= -6.90% ( P<0.001). The effect of factors such as resident population, occupation as a farmer or worker, and sample originating from medical consultation on late-diagnosis changed considerably before and after the implementation of the project, and the factors influencing late-diagnosis at this stage were age, resident population, occupation as a farmer, worker or student. The factors influencing late-diagnosis at this stage are age, resident population, and occupation as a farmer, worker and a student. Conclusions:The proportion of late diagnosis cases of HIV-infected MSM in Guangxi decreased significantly before and after the project. However, late-diagnosis should not be neglected and precise prevention and control should be carried out for the resident population, farmers, workers or students.
5.Related factors of overweight and obesity in children aged 6-12 years in Yiwu of Zhejiang province
Yanni JI ; Xiuling ZHU ; Junhong CHEN ; Jianwei JI
Chinese Journal of Primary Medicine and Pharmacy 2022;29(11):1653-1658
Objective:To investigate prevalence and related factors of overweight and obesity in children aged 6-12 years in Yiwu of Zhejiang Province.Methods:The stratified sampling method was used to perform physical examination and questionnaire survey among 500 children aged 6-12 years from five schools in Yiwu (166 from city-level schools, 168 from district-level schools, and 166 from village-level schools). The number of children at each year of 6-12 years was 54 (10.8%), 66 (13.2%), 70 (14.0%), 69 (13.8%), 83 (16.6%), 79 (15.8%) and 79 (15.9%). The factors that affect the prevalence of overweight and obesity were analyzed.Results:Among 500 school-age children, the detection rates of overweight and obesity were 12.8% (64/500) and 11.6% (58/500), respectively. There were significant differences in the detection rates of overweight and obesity between male and female children (16.1%/9.0%, 15.4%/7.3%), among children whose fathers received different levels of education (primary school and below/junior high school/senior high school and above) (25.0%/13.1%/9.2%, 22.9%/11.2%/9.2%), among children whose mothers received different levels of education (primary school and below/junior high school/senior high school and above) (23.5%/12.9%/10.1%, 19.6%/13.3%/7.7%), among children living in cities versus villages (18.6%/8.8%, 16.7%/8.1%), among children performing exercise for different lengths of time (< 0.5 hours/0.5-1.0 hours/> 1.0-2.0 hours/> 2.0 hours) (21.2%/14.9%/13.1%/3.6%, 19.2%/13.1%/11.9%/3.6%), among children with different sleep time (< 8 hours/8-10 hours/>10 hours) (16.8%/14.2%/6.3%, 15.9%/12.7%/5.6%), among children taking dessert at different frequencies (< 3 days per week/3-5 days per week/> 5 days per week) (5.6%/10.3%/23.4%, 4.9%/9.4%/21.4%), among children taking sugary or carbonated drinks at different frequencies (< 3 days per week/3-5 days per week/> 5 days per week) (6.5%/11.2%/17.1%, 6.5%/9.4%/16.1%), and among children who took extra meals before bed (< 3 days per week /3-5 days per week /> 5 days per week) (15.8%/9.4%/20.3%, 14.3%/8.5%/19.0%) (overweight: χ2 = 5.61, 8.41, 6.74, 10.48, 17.45, 6.74, 22.43; obesity: χ2 = 7.88, 6.28, 6.58, 8.63, 14.76, 6.74, 20.69, all P < 0.05). Multivariate logistic regression analysis showed that boys, unbalanced diet and extra meals before bed are independent risk factors for overweight and obesity in school-age children (all P < 0.05). Sleep time, exercise time and mother's education were protective factors of overweight and obesity (all P < 0.05). Conclusion:The incidences of overweight and obesity among school-age children aged 6-12 years in Yiwu of Zhejiang province are high, and sex, mother's education level, diet, exercise and sleep are the main influential factors of overweight and obesity.
6.Monitoring of ticks parasitic on domestic animals in Yiwu City in 2021
Xinhong ZHU ; Yinping WU ; Xiuling YANG ; Xuanjun DONG
Shanghai Journal of Preventive Medicine 2022;34(9):917-921
ObjectiveTo determine the prevalence of ticks parasitic on domestic animals in Yiwu City of Zhejiang Province. MethodsWe monitored, identified and analyzed ticks parasitic on domestic animals in Yiwu in 2021. ResultsA total of 452 domestic animals were monitored, of which 306 were infected with ticks, suggesting a prevalence of 67.70%. A total of 2,603 ticks were captured, and the tick index was determined to be 5.76. The ticks were identified to belong to one family, four genera, and 10 species. Haemaphysalis longicornis was the dominant tick (59.16%), followed by Rhipicephalus haemaphysaloides (26.32%) and Rhipicephalus microplus (6.45%). Prevalence of ticks, tick index, and number of tick species were listed for domestic animals as follows: goats (74.37%, 7.45, 7 species), yellow cattle (62.50%, 4.14,6 species), and dogs (54.62%, 2.59, 8 species). Moreover, goat was the main domestic animal infected with more than two tick species (25.99%); H.longicornis (91.26%) was the species with most repated infections. The dominant species of ticks were H.longicornis (65.15%) and R.haemaphysaloides (29.42%) in goats, R.microplus (67.67%) and R.haemaphysaloides (20.69%) in yellow cattle, and H.longicornis (57.14%) and Haemaphysalis porcupines (21.10%) in dogs. However, seasonal fluctuation in tick index differed among goats, yellow cattle and dogs. The fluctuation in tick index in goats and dogs was consistent with that of H.longicornis, with a major peak in March and the minor peaks in September and October. The fluctuation in tick index in yellow cattle was consistent with that of R.microplus, with two peaks in April and August-September. In addition, larval ticks, nymphal ticks and adult ticks were caught in this study, among which nymphal ticks were most common. We found that single domestic animals were infected with ticks of the same species and different stages, which was more common in goats and those animals infected with H.longicornis. ConclusionTicks parasitic on domestic animals are common in Yiwu. Multiple species of ticks have been identified, with H.longicornis as the dominant species. It warrants further monitoring and countermeasures.
7.Traboulsi syndrome caused by a newly discovered homozygous mutation of the ASPH gene: a case report
Danhong WANG ; Xiuling CHEN ; Jianping ZHU ; Jun LU
Chinese Journal of Applied Clinical Pediatrics 2022;37(7):549-551
Clinical data of a child with Traboulsi syndrome diagnosed in Affiliated Haikou Hospital of Xiangya Medical College, Central South University in November 2019 were retrospectively analyzed.A 9-year-old female patient presented with vision loss for 3 years.Ectopic lens and a special facial appearance were the main manifestations.Genetic testing showed a homozygous mutation at the c. 1126C > T site of the ASPH gene in the present case, and finally, Traboulsi syndrome was diagnosed.The clinical manifestation of Traboulsi syndrome is not typical.Mastering the main diagnostic points is helpful to improve the efficacy of clinical diagnosis and treatment.c.1126C>T mutation of the ASPH gene has not been reported in China and abroad.It is a newly discovered mutation that enriches the ASPH gene spectrum.
8.Analysis of the salt-stress responsive element of the promoter of peanut small GTP binding protein gene AhRabG3f.
Guoning DU ; Jie XIANG ; Shunyu LIN ; Xiangyuan KONG ; Xiuling WU ; Xuedong GUAN ; Hong ZHU ; Jingshan WANG ; Lixian QIAO ; Jiongming SUI ; Chunmei ZHAO
Chinese Journal of Biotechnology 2022;38(8):2989-2998
To study the molecular mechanism of salt stress response of peanut small GTP binding protein gene AhRabG3f, a 1 914 bp promoter fragment upstream of the start codon of AhRabG3f gene (3f-P) from peanut was cloned. Subsequently, five truncated fragments (3f-P1-3f-P5) with lengths of 1 729, 1 379, 666, 510 and 179 bp were obtained through deletion at the 5' end, respectively. Plant expression vectors where these six promoter fragments were fused with the gus gene were constructed and transformed into tobacco by Agrobacterium-mediated method, respectively. GUS expression in transgenic tobacco and activity analysis were conducted. The gus gene expression can be detected in the transgenic tobacco harboring each promoter segment, among which the driving activity of the full-length promoter 3f-P was the weakest, while the driving activity of the promoter segment 3f-P3 was the strongest. Upon exposure of the transgenic tobacco to salt stress, the GUS activity driven by 3f-P, 3f-P1, 3f-P2 and 3f-P3 was 3.3, 1.2, 1.9 and 1.2 times compared to that of the transgenic plants without salt treatment. This suggests that the AhRabG3f promoter was salt-inducible and there might be positive regulatory elements between 3f-P and 3f-P3 in response to salt stress. The results of GUS activity driven by promoter fragments after salt treatment showed that elements included MYB and GT1 between 1 930 bp and 1 745 bp. Moreover, a TC-rich repeat between 682 bp and 526 bp might be positive cis-elements responsible for salt stress, and an MYC element between 1 395 bp and 682 bp might be a negative cis-element responsible for salt stress. This study may facilitate using the induced promoter to regulate the salt resistance of peanut.
Arachis/genetics*
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Fabaceae/genetics*
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GTP-Binding Proteins/metabolism*
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Gene Expression Regulation, Plant
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Glucuronidase/metabolism*
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Plant Proteins/metabolism*
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Plants, Genetically Modified/genetics*
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Salt Stress
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Stress, Physiological/genetics*
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Tobacco/genetics*
9.Influence on physical development of children aged 18 months from HIV-positive mothers for prevention mother to child transmission of HIV
Xianmin GE ; Wenmin YANG ; Zhiyong SHEN ; Huanhuan CHEN ; Bin LI ; Qin MENG ; Liuhong LUO ; Huaxiang LU ; Jinhui ZHU ; Guanghua LAN ; Qiuying ZHU ; Xiuling WU ; Guanghua HUANG ; Botao FU ; Zhuoxin HUANG ; Jiawei LI ; Jinmei CHEN ; Zhenqiang CHEN ; Jin YANG ; Yu YAN
Chinese Journal of Epidemiology 2020;41(3):354-357
Objective:To explore influence on physical development of children aged 18 months from HIV-positive mothers for prevention mother to child transmission of HIV (PMTCT) in Guangxi Zhuang autonomous region, and provide evidence for the improvement PMTCT program.Methods:This retrospective case control study was conducted in 554 HIV negative infants aged 18 months whose HIV positive mothers had received PMTCT services reported through PMTCT system database from January 1, 2010 to December 31, 2017 and 1 109 healthy infants born in 2017, whose mothers were healthy, in Lingshan, Luzhai, and Hengxian counties, ranking top three counties with high HIV infection prevalence, in Guangxi. PMTCT data and physical development data such as height, weight and head circumference of children aged 18 months were collected. The physical dysplasia in the infants was defined as at least one of the three main indicators of height, weight and head circumference below the normal range.Results:The number of HIV-positive mother and their infants in the case group were 667 and 554 respectively, and the PMTCT rates were 91.15 % (608/667) and 96.57 % (535/554) respectively. HIV positive rate, mortality rate and mother to child transmission rate of the infants aged 18 months were 1.44 % (8/554), 3.07 % (17/554) and 1.91 % (8/418) respectively, and the physical examination results of the infants aged 18 months showed that the physical dysplasia rate was 30.51 % (169/554). Among the 1 109 infants in the control group, the physical dysplasia rate was 9.83 % (109/1 109). The difference between the case group and the control group was significant ( P<0.01). Conclusion:The PMTCT rates of HIV positive mother and their children were more than 90.00 %, respectively. However, poor physical development rate of infants aged 18 months were more than 30.00 %. The possible influence of PMTCT on physical development of the infants aged 18 months of HIV positive mother’s needs to be further studied.
10.Characteristics of newly reported HIV/AIDS cases with non-marital or non-commercial heterosexual transmission in Guangxi Zhuang Autonomous Region, 2015-2018
Xuanhua LIU ; Qiuying ZHU ; Qin MENG ; Zhiyong SHEN ; Yuhua RUAN ; Xiuling WU ; Xinjuan ZHOU ; Jinghua HUANG ; Shuai TANG ; Wenmin YANG
Chinese Journal of Epidemiology 2020;41(4):537-541
Objective:To understand the characteristics and associated factors of newly reported HIV/AIDS cases with non-marital or non-commercial heterosexual transmission, in Guangxi Zhuang Autonomous Region (Guangxi), 2015-2018.Methods:Information of newly reported HIV/AIDS cases aged ≥18 years in Guangxi between 2015 and 2018 was collected from the National Comprehensive HIV/AIDS Information System. Unconditional logistic regression model was used to access those factors that were associated with HIV infections through non-marital or non-commercial heterosexual contact.Results:Between 2015 and 2018, a total number of 35 497 HIV/AIDS cases, aged ≥18 years were newly reported in Guangxi. Among them, 32 648 (92.0 %) were infected heterosexually while 10 500 were infected through non-marital or non-commercial heterosexual behavior. Non-marital or non-commercial heterosexual transmission accounted for 29.6 % (10 500/35 497) of the newly reported HIV/AIDS cases, and 32.2 % (10 500/32 648) of those with heterosexual transmission. Males counted for 53.5 % (5 617/10 500) of non-marital or non-commercial heterosexual transmission and males to females ratio was 1.2∶1 (5 617∶4 883). Those married or had regular sexual partners counted for 55.9 % (5 873/10 500). Commercial heterosexual transmission appeared the main mode of HIV transmission for males (64.4 %,16 516/25 633) while main mode for females was non-marital or non-commercial heterosexual transmission and counted for 49.5 % (4 883/9 864). Results from the multivariate logistic regression analysis showed that adjusted OR of female HIV/AIDS infected HIV via non-marital or non-commercial heterosexual transmission, was 3.98 times (95 %CI: 3.78-4.20) hight than that of males. Among the group aged<50 years and the aged 50-59 years, the adjusted ORs were 1.35 times (95 %CI: 1.27-1.44) and 1.13 times (95 %CI: 1.05-1.21) hight than that of aged ≥60 years. Those who were single/divorced/widowed, the adjusted OR was 1.53 times (95 %CI: 1.45-1.61) hight than that of those married/regular partners. Those with junior high school education, high school education and above the adjusted ORs were 1.22 times (95 %CI: 1.16-1.29) and 1.18 times (95 %CI: 1.10-1.27), compared to those only with education levels of primary school or below. Conclusions:The number of HIV/AIDS cases via non-marital or non-commercial heterosexual transmission accounted for nearly 30.0 % of all the routes of HIV transmission in Guangxi, 2015-2018. Female, aged<60 years old, single/divorced/widowed and having had junior and above high school education etc., appeared as risk factors on non-marital or non-commercial heterosexual transmission, among newly reported HIV/AIDS in Guangxi.

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