3.Application and evaluation of artificial intelligence TPS-assisted cytologic screening system in urine exfoliative cytology.
L ZHU ; M L JIN ; S R HE ; H M XU ; J W HUANG ; L F KONG ; D H LI ; J X HU ; X Y WANG ; Y W JIN ; H HE ; X Y WANG ; Y Y SONG ; X Q WANG ; Z M YANG ; A X HU
Chinese Journal of Pathology 2023;52(12):1223-1229
Objective: To explore the application of manual screening collaborated with the Artificial Intelligence TPS-Assisted Cytologic Screening System in urinary exfoliative cytology and its clinical values. Methods: A total of 3 033 urine exfoliated cytology samples were collected at the Henan People's Hospital, Capital Medical University, Beijing, China. Liquid-based thin-layer cytology was prepared. The slides were manually read under the microscope and digitally presented using a scanner. The intelligent identification and analysis were carried out using an artificial intelligence TPS assisted screening system. The Paris Report Classification System of Urinary Exfoliated Cytology 2022 was used as the evaluation standard. Atypical urothelial cells and even higher grade lesions were considered as positive when evaluating the recognition sensitivity, specificity, and diagnostic accuracy of artificial intelligence-assisted screening systems and human-machine collaborative cytologic screening methods in urine exfoliative cytology. Among the collected cases, there were also 1 100 pathological tissue controls. Results: The accuracy, sensitivity and specificity of the AI-assisted cytologic screening system were 77.18%, 90.79% and 69.49%; those of human-machine coordination method were 92.89%, 99.63% and 89.09%, respectively. Compared with the histopathological results, the accuracy, sensitivity and specificity of manual reading were 79.82%, 74.20% and 95.80%, respectively, while those of AI-assisted cytologic screening system were 93.45%, 93.73% and 92.66%, respectively. The accuracy, sensitivity and specificity of human-machine coordination method were 95.36%, 95.21% and 95.80%, respectively. Both cytological and histological controls showed that human-machine coordination review method had higher diagnostic accuracy and sensitivity, and lower false negative rates. Conclusions: The artificial intelligence TPS assisted cytologic screening system has achieved acceptable accuracy in urine exfoliation cytologic screening. The combination of manual screening and artificial intelligence TPS assisted screening system can effectively improve the sensitivity and accuracy of cytologic screening and reduce the risk of misdiagnosis.
Humans
;
Artificial Intelligence
;
Urothelium/pathology*
;
Cytodiagnosis
;
Epithelial Cells/pathology*
;
Sensitivity and Specificity
;
Urologic Neoplasms/urine*
4.Dose-response relationship between maternal thyroid hormones in the first twenty weeks and physical and neuropsychological development of infants: A prospective cohort study in China.
P Y SU ; J H HAO ; K HUANG ; Z H HUANG ; F B TAO
Chinese Journal of Epidemiology 2019;40(2):180-185
Objective: To study the dose-response relationship between maternal thyroid hormone levels in the first twenty weeks of pregnancy and the infant physical and neuropsychological development. Methods: In this prospective cohort study, a total of 945 women and their children were included. Maternal serum samples during first half of the pregnancy were collected and analyzed for levels of thyroid hormones by using the electro-chemiluminescence immunoassay. Maternal social demographic information was collected by using the a self-administered questionnaire. Physical measurements of newborns and neuropsychological evaluation of infants were performed by doctors of maternal and child health care. Results: The differences in newborns' birth length and head circumference were significant among the newborns of mothers with different percentiles of maternal serum (thyroid-stimulating hormone, TSH) levels (P<0.05). Newborns with maternal TSH level ≥P(95) or <P(5) had significantly lower birth length and birth head circumference, compared with the newborns with maternal TSH level between P(25)-P(75) (P<0.05). Newborns' birth head circumferences showed an inverted U-shaped association with maternal serum TSH level (Y=33.940+0.003X-0.109X(2), F=4.685, P=0.009). The difference in mental development index (MDI) of the infants at 18-30 months were significant among the infants of mothers with different percentiles of maternal serum TSH level (P<0.05). Infants with maternal TSH level ≥P(90) showed lower MDI (6.39, 95%CI: 2.29-10.49, P=0.002) compared with the infants with maternal TSH level between P(25)-P(75). Infant's MDI at 18- 30 months also showed an inverted U-shaped association with maternal serum TSH level (Y=103.249-1.524X-0.939X(2), F=6.616, P=0.001). Conclusions: Maternal TSH level was associated with newborn's birth length, birth head circumference and infant's MDI at 18-30 months. Newborn's birth head circumference and infant's MDI at 18-30 months showed an inverted U-shaped association with maternal serum TSH-Z score.
Birth Weight/physiology*
;
Child
;
Child Development/physiology*
;
China
;
Female
;
Fetal Blood/metabolism*
;
Humans
;
Infant
;
Infant, Newborn/blood*
;
Pregnancy
;
Prenatal Exposure Delayed Effects/blood*
;
Prospective Studies
;
Thyroid Gland/physiology*
;
Thyroid Hormones/metabolism*
;
Thyrotropin/blood*
5.Progress in research of family-based cohort study on common chronic non-communicable diseases in rural population in northern China.
M Y WANG ; X TANG ; X Y QIN ; Y Q WU ; J LI ; P GAO ; S P HUANG ; N LI ; D L YANG ; T REN ; T WU ; D F CHEN ; Y H HU
Chinese Journal of Epidemiology 2018;39(1):94-97
Family-based cohort study is a special type of study design, in which biological samples and environmental exposure information of the member in a family are collected and related follow up is conducted. Family-based cohort study can be applied to explore the effect of genetic factors, environmental factors, gene-gene interaction, and gene-environment interaction in the etiology of complex diseases. This paper summarizes the objectives, methods and results, as well as the opportunities and challenges of the family-based cohort study on common chronic non-communicable diseases in rural population in northern China.
China/epidemiology*
;
Chronic Disease/ethnology*
;
Cohort Studies
;
Female
;
Gene-Environment Interaction
;
Humans
;
Male
;
Middle Aged
;
Noncommunicable Diseases/ethnology*
;
Research Design
;
Rural Population
6.Exposure to bisphenol A during maternal pregnancy and the emotional and behavioral impact on their preschool children.
X CHEN ; H H BAO ; W K WU ; S Q YAN ; J SHENG ; Y Y XU ; C L GU ; K HUANG ; H CAO ; P Y SU ; F B TAO ; J H HAO
Chinese Journal of Epidemiology 2018;39(2):188-193
Objective: To explore the long-term effects of maternal pregnancy bisphenol A (BPA) exposure on emotional and behavioral problems appeared in their preschool children. Methods: The study sample was a subset of the China-Anhui Birth Cohort Study (C-ABCS). A unified questionnaire was used to collect basic information on both pregnant women and their children. Free BPA concentration in maternal serum was determined by high-performance liquid chromatographytandem mass spectrometry (HPLC-MS/MS). The parent-report version of the Strengths and Difficulties Questionnaire (SDQ) was used to estimate the emotional and behavioral problems in preschool children. A total of 1 713 pairs of mothers and children were included in this study. Association between BPA exposure during pregnancy and the emotional and behavioral problems in preschool children was evaluated with multinomial logistic regression model. Results: Prevalence rates in 1 713 preschool children appeared as: 6.48% of emotional problems, 8.11% for conduct problems, 8.35% for hyperactivity/inattention, 2.86% for peer problems, 11.38% for prosocial behaviors and 7.94% for total difficulties. Subjects were divided according to the degrees of exposure and the results showed as: low exposure group (≤0.120 ng/ml), medium exposure group (0.120
Benzhydryl Compounds/toxicity*
;
Child Behavior Disorders/etiology*
;
Child, Preschool
;
China/epidemiology*
;
Cohort Studies
;
Emotions/physiology*
;
Environmental Exposure
;
Environmental Pollutants
;
Female
;
Gas Chromatography-Mass Spectrometry
;
Humans
;
Male
;
Maternal Exposure
;
Mothers
;
Phenols/toxicity*
;
Pregnancy
;
Prenatal Exposure Delayed Effects
;
Prevalence
;
Risk Factors
;
Surveys and Questionnaires
;
Tandem Mass Spectrometry
7.Incidence of fall related injury in people aged 50 and above and risk factors in 8 provinces in China: a cross-sectional study.
Y F GUO ; W J MA ; Q J ZHANG ; M YU ; Y Z XIAO ; X L GUO ; Y L ZHU ; F LIU ; Y RUAN ; S Y SUN ; Z Z HUANG ; Y ZHENG ; F WU
Chinese Journal of Epidemiology 2018;39(3):258-263
Objective: To estimate the incidence and distribution characteristics of fall related injury in people aged ≥50 years in 8 provinces in China and related physiological, psychological and social risk factors. Methods: Cross-sectional data were collected from adults aged ≥50 years participating in the World Health Organization (WHO) study on global ageing and adult health (SAGE) round 1 in China. Two-level hierarchical logistic model was used to identify the related factors for fall-related injury. All the models were stratified by living area (urban/rural). Results: Estimated incidence of fall related injury (road traffic injury was not included) was 3.2%. Ageing and multiple chronic conditions (OR=2.55, 95%CI: 1.41-4.64) was significantly associated with the incidence of fall related injury in urban area. In rural area, depression (OR=4.33, 95% CI: 2.52-7.42) and multiple chronic conditions (OR=2.46, 95%CI: 1.37-4.41) were associated with the incidence of fall related injury. Conclusions: This study estimated the incidence of fall related injury in adults aged ≥50 years in 8 provinces in China. A significant association between multiple chronic conditions and fall related injury were found in both urban and rural residents. Targeted measures should be taken for the prevention and control of chronic diseases in elderly population.
Accidental Falls/statistics & numerical data*
;
Aged
;
China
;
Chronic Disease/epidemiology*
;
Cross-Sectional Studies
;
Depression/epidemiology*
;
Humans
;
Incidence
;
Logistic Models
;
Middle Aged
;
Risk Factors
;
Rural Population
;
Wounds and Injuries/etiology*
8.Associations of obesity and physical activity with cognition in people aged 50 and above in Shanghai.
Z Z HUANG ; Y C ZHANG ; Y ZHENG ; Y F GUO ; Y RUAN ; S Y SUN ; Y SHI ; S N GAO ; J H YE ; Y J YAN ; K WU ; R F XU ; F WU
Chinese Journal of Epidemiology 2018;39(3):273-279
Objective: To investigate the associations of obesity and physical activity with cognition in the elderly. Methods: A cross-sectional survey was conducted from October 2009 to June 2010 among people aged ≥50 years selected through multistage random cluster sampling in Shanghai. The subjects' body weight, body height, waist circumference and hip circumference were measured to calculate body mass index (BMI) and waist-hip ratio (WHR), and the data on self-reported physical activity level were collected through questionnaire survey. A comprehensive battery of cognitive tests was conducted to assess subjects' cognitive functions, including verbal recall, forward digit span (FDS), backward digit span (BDS), and verbal fluency (VF). General linear model was used to examine the associations of BMI, WHR and physical activity with cognition. Results: A total of 7 913 participants were included, with a median age of 60 years. Age, sex, education level, income level, BMI, WHR and physical activity level were significantly associated with cognitive scores in univariate analysis. After adjusted for age, sex, education level and income level, BMI was no longer significantly associated with cognitive scores in all cognitive functions (all P>0.01). WHR was significantly associated with VF score (P<0.01). Abdominally obese participants had lower VF score than non-abdominally obese participants (P<0.01). Physical activity level was significantly associated with all cognitive functions (P<0.01). Compared with participants with moderate physical activity level, participants with low physical activity level had lower scores in all cognitive functions (P<0.01). Conclusion: Abdominal obesity and low physical activity level were negatively associated with cognition level in the elderly, suggesting that waist circumference control and physical activity might help maintain cognition in the elderly.
Aged
;
Body Height
;
Body Mass Index
;
Body Weight
;
China
;
Cognition/physiology*
;
Cross-Sectional Studies
;
Exercise
;
Humans
;
Middle Aged
;
Obesity
;
Surveys and Questionnaires
;
Waist Circumference
;
Waist-Hip Ratio
9.Association between pregnancy-related anxiety of pregnant women and autism-like behavior in their offspring at 18 months of age.
S S SHAO ; K HUANG ; S Q YAN ; Y YOU ; W J PAN ; X CHEN ; H CAO ; P ZHU ; J H HAO ; F B TAO
Chinese Journal of Epidemiology 2018;39(6):826-829
Objective: To investigate the relationship of pregnancy-related anxiety of pregnant women in second/third trimesters and autism-like behaviors in their offspring at 18 months of age. Methods: Based on a prospective cohort study design, we evaluated the situation of pregnancy-related anxiety of women during second and third trimesters through a Pregnancy-Related Anxiety Questionnaire. Subjects under study were classified into three groups, 1) those with pregnancy- related anxiety during both trimesters, 2) those with pregnancy-related anxiety at one trimester and 3) those without pregnancy-related anxiety in either trimester. When their children were 18 months, autism-like behaviors (ALB) were evaluated, using the part A of Checklist for Autism in Toddlers-23, and then classified into three groups as non-ALB group, minor ALB group and major ALB group. Multi-nominal logistic Regression was used to analyze the relationship of pregnancy-related anxiety with autism-like behaviors. Results: Compared with non-ALB group, children whose mother with pregnancy-related anxiety during both trimesters presented significant higher risk on ALB than children whose mother without pregnancy-related anxiety in these two periods (relative risk, RR=2.43, 95% CI: 1.21-4.86, P=0.012), major factors as pregnant women's IQ and gestational diabetes mellitus, premature delivery and education levels of fosterers on these pregnant women were under control. Our results from the stratified analysis showed: when in the subgroup that mother was the main fosterer of the child, there was an significant increase of risk in children whose mothers with pregnancy-related anxiety during both trimesters (RR=4.22, 95%CI: 1.73-10.32, P=0.002). Conclusion: The association between pregnancy-related anxiety and autism-like behavior was not strong but influenced by the fosterer of the child.
Anxiety/psychology*
;
Autistic Disorder/epidemiology*
;
China/epidemiology*
;
Female
;
Humans
;
Logistic Models
;
Mothers/psychology*
;
Pregnancy
;
Pregnancy Complications/psychology*
;
Pregnancy Trimester, Third
;
Pregnancy Trimesters/psychology*
;
Pregnant Women/psychology*
;
Prospective Studies
;
Surveys and Questionnaires
10.Economic burden of hepatitis C patients and related influencing factors in Guangdong province.
Q M WU ; Y LI ; X B FU ; F YANG ; J LI ; H Z HUANG ; J YAN ; P LIN
Chinese Journal of Epidemiology 2018;39(7):931-936
Objective: To investigate the economic burden of hepatitis C patients and related factors in Guangdong province. Methods: In this study, cluster sampling method was used to select cases, including acute hepatitis C, chronic hepatitis C and liver cirrhosis cases from eligible outpatients and inpatients in 1 or 2 large general hospitals in all the 21 cities in Guangdong province. Questionnaire survey was conducted for all the hepatitis C patients to analyze their economic burden, while multivariate linear regression model was used to identify the related influencing factors. Results: A total of 356 hepatitis C patients were enrolled in the study, with 176 outpatients (49.4%) and 180 inpatients (50.6%) respectively. The average age of the study subjects was (44.79±11.73) year-olds. The annual direct economic costs of patients with acute hepatitis C, chronic hepatitis C and liver cirrhosis were 10 703.22 (IQR: 7 396.75-16 891.91), 14 886.63 (IQR: 7 274.00-30 228.25) and 28 874.00 (IQR: 13 093.69-56 350.00) Yuan (RMB) respectively. The annual indirect costs appeared as 2 426.99 (IQR: 1 912.18-7 354.52), 3 235.99 (IQR: 1 323.81-6 619.07) and 5 442.35 (IQR: 3 235.99-10 296.33) Yuan (RMB) respectively. The annual intangible costs were 5 000.00 (IQR:2 000.00-10 000.00), 10 000.00 (IQR: 4 000.00-30 000.00) and 10 000.00 (IQR: 3 000.00-100 000.00) Yuan (RMB) respectively. The annual total costs were 22 306.17 (IQR: 14 581.24-50 569.17), 38 050.33 (IQR: 17 449.57-68 319.62) and 80 152.18 (IQR: 40 856.09-228 460.79) Yuan (RMB) respectively. Results from the multiple linear regression analysis showed that factors as: annual hospitalization days, annual number of outpatient visits, annual number of hospitalization, type of disease and the levels of the hospitals were related to the economic burden of patients with hepatitis C. Conclusion: Patients with HCV-related diseases presented serious economic problem which calls for close attention in Guangdong province.
Adult
;
China/epidemiology*
;
Cities
;
Cost of Illness
;
Female
;
Health Care Costs/statistics & numerical data*
;
Hepatitis B/epidemiology*
;
Hepatitis C/economics*
;
Hospitalization
;
Humans
;
Liver Cirrhosis/epidemiology*
;
Male
;
Surveys and Questionnaires

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