1.GSFM: A genome-scale functional module transformation to represent drug efficacy for in silico drug discovery.
Saisai TIAN ; Xuyang LIAO ; Wen CAO ; Xinyi WU ; Zexi CHEN ; Jinyuan LU ; Qun WANG ; Jinbo ZHANG ; Luonan CHEN ; Weidong ZHANG
Acta Pharmaceutica Sinica B 2025;15(1):133-150
Pharmacotranscriptomic profiles, which capture drug-induced changes in gene expression, offer vast potential for computational drug discovery and are widely used in modern medicine. However, current computational approaches neglected the associations within gene‒gene functional networks and unrevealed the systematic relationship between drug efficacy and the reversal effect. Here, we developed a new genome-scale functional module (GSFM) transformation framework to quantitatively evaluate drug efficacy for in silico drug discovery. GSFM employs four biologically interpretable quantifiers: GSFM_Up, GSFM_Down, GSFM_ssGSEA, and GSFM_TF to comprehensively evaluate the multi-dimension activities of each functional module (FM) at gene-level, pathway-level, and transcriptional regulatory network-level. Through a data transformation strategy, GSFM effectively converts noisy and potentially unreliable gene expression data into a more dependable FM active matrix, significantly outperforming other methods in terms of both robustness and accuracy. Besides, we found a positive correlation between RSGSFM and drug efficacy, suggesting that RSGSFM could serve as representative measure of drug efficacy. Furthermore, we identified WYE-354, perhexiline, and NTNCB as candidate therapeutic agents for the treatment of breast-invasive carcinoma, lung adenocarcinoma, and castration-resistant prostate cancer, respectively. The results from in vitro and in vivo experiments have validated that all identified compounds exhibit potent anti-tumor effects, providing proof-of-concept for our computational approach.
2.Association of blood selenium exposure with sex hormones among men aged 18-79 years in China
Zheng LI ; Yingli QU ; Yawei LI ; Saisai JI ; Haocan SONG ; Qi SUN ; Miao ZHANG ; Wenli ZHANG ; Jiayi CAI ; Liang DING ; Ying ZHU ; Feng ZHAO ; Zhaojin CAO ; Yuebin LYU ; Lu WANG ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2025;59(10):1632-1639
Objective:To investigate the association between blood selenium levels and sex hormones in Chinese men aged 18-79 years.Methods:Data were derived from the China National Human Biomonitoring survey conducted in 2017-2018, with a final sample size of 5 414 men. General demographic characteristics, behavioral habits, and dietary frequency were collected through questionnaires and physical examinations. Fasting blood samples were collected to measure blood lead, serum testosterone, and estradiol levels. Complex sampling linear regression models were used to analyze the associations between blood selenium levels and testosterone, estradiol, and the testosterone/estradiol ratio, adjusting for confounding factors including age, education level, marital status, smoking status, alcohol consumption, seafood intake, soy product intake, protein supplement intake, BMI, and diabetes status.Results:The mean age of the 5 414 participants was (46.85±27.91) years; 4 774 (91.65%) were of Han ethnicity and 4 505 (86.68%) were married. The median ( Q1, Q3) blood selenium concentration in men was 97.80 (80.64, 116.99) μg/L. After adjusting for confounding factors, the complex sampling linear regression model revealed negative associations between blood selenium levels and both testosterone levels and the testosterone/estradiol ratio, with a significant linear trend ( Ptrend<0.05). Compared with the Q1 group, the β (95% CI) values for testosterone in the Q2, Q3, and Q4 groups were -0.02 (-0.06 to 0.02), -0.03 (-0.08 to 0.01), and -0.06 (-0.09 to -0.02), respectively. Similarly, the β (95% CI) values for the testosterone/estradiol ratio in the Q2, Q3, and Q4 groups were -0.01 (-0.03 to 0.02), -0.01 (-0.04 to 0.04), and -0.03 (-0.06 to -0.01), respectively. Subgroup analysis indicated stronger associations between blood selenium levels and testosterone/estradiol levels in non-smoking and obese men (BMI≥28 kg/m2). Conclusion:Blood selenium levels are negatively associated with testosterone levels and the testosterone/estradiol ratio in Chinese adult males.
3.Clinical characteristics and genetic etiology of fetal Dandy-Walker spectrum anomalies: a retrospective cohort study of 28 cases
Qingbing WANG ; Saisai YANG ; Jun CAO ; Jing HU ; Yuzhao ZHANG ; Shumin REN ; Qinghua WU ; Yibing CHEN
Chinese Journal of Perinatal Medicine 2025;28(9):770-774
Objective:To investigate the clinical characteristics and genetic etiology of fetal Dandy-Walker spectrum (DWS) anomalies.Methods:This retrospective cohort study analyzed 28 fetuses with ultrasonographically confirmed DWS (ten classic Dandy-Walker malformations and 18 Dandy-Walker variants) at the First Affiliated Hospital, Zhengzhou University from January 2019 to June 2024. All cases underwent systematic ultrasonographic evaluation. Genetic analyses included chromosomal karyotyping alone ( n=4) or combined with copy number variation sequencing (CNV-seq) ( n=10). Descriptive statistics and Chi-square tests (or Fisher's exact test) with Bonferroni correction were applied. Results:(1) Among 28 fetuses, seven (25.0%) had isolated DWS and 21 (75.0%) non-isolated DWS. Central nervous system anomalies were most common (53.6%, 15/28). (2) Karyotyping identified abnormalities in four cases (4/14), including two triploidies, one case of mosaicism for a derivative chromosome der(1;10), and one 17p deletion. CNV-seq detected anomalies in six cases (25.0%, 6/24), four of which were missed by karyotyping: 3q23 deletion (encompassing ZIC1/ ZIC4), 13q11 duplication, and other critical variants. (3) Combined testing yielded a higher detection rate (28.6%, 8/28) than karyotyping alone (4/14, χ2=4.62, P=0.032) or CNV-seq alone (25.0%, 6/24, χ2=4.83, P=0.028) ( P=0.048 and 0.044 after Bonferroni correction). Conclusions:DWS demonstrates significant genetic heterogeneity, primarily involving chromosomal numerical anomalies (e.g., triploidy) and copy number variations (e.g., 3q23 deletion). Combined karyotyping and CNV-seq improves detection rates of genetic abnormalities.
4.Association of blood selenium exposure with sex hormones among men aged 18-79 years in China
Zheng LI ; Yingli QU ; Yawei LI ; Saisai JI ; Haocan SONG ; Qi SUN ; Miao ZHANG ; Wenli ZHANG ; Jiayi CAI ; Liang DING ; Ying ZHU ; Feng ZHAO ; Zhaojin CAO ; Yuebin LYU ; Lu WANG ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2025;59(10):1632-1639
Objective:To investigate the association between blood selenium levels and sex hormones in Chinese men aged 18-79 years.Methods:Data were derived from the China National Human Biomonitoring survey conducted in 2017-2018, with a final sample size of 5 414 men. General demographic characteristics, behavioral habits, and dietary frequency were collected through questionnaires and physical examinations. Fasting blood samples were collected to measure blood lead, serum testosterone, and estradiol levels. Complex sampling linear regression models were used to analyze the associations between blood selenium levels and testosterone, estradiol, and the testosterone/estradiol ratio, adjusting for confounding factors including age, education level, marital status, smoking status, alcohol consumption, seafood intake, soy product intake, protein supplement intake, BMI, and diabetes status.Results:The mean age of the 5 414 participants was (46.85±27.91) years; 4 774 (91.65%) were of Han ethnicity and 4 505 (86.68%) were married. The median ( Q1, Q3) blood selenium concentration in men was 97.80 (80.64, 116.99) μg/L. After adjusting for confounding factors, the complex sampling linear regression model revealed negative associations between blood selenium levels and both testosterone levels and the testosterone/estradiol ratio, with a significant linear trend ( Ptrend<0.05). Compared with the Q1 group, the β (95% CI) values for testosterone in the Q2, Q3, and Q4 groups were -0.02 (-0.06 to 0.02), -0.03 (-0.08 to 0.01), and -0.06 (-0.09 to -0.02), respectively. Similarly, the β (95% CI) values for the testosterone/estradiol ratio in the Q2, Q3, and Q4 groups were -0.01 (-0.03 to 0.02), -0.01 (-0.04 to 0.04), and -0.03 (-0.06 to -0.01), respectively. Subgroup analysis indicated stronger associations between blood selenium levels and testosterone/estradiol levels in non-smoking and obese men (BMI≥28 kg/m2). Conclusion:Blood selenium levels are negatively associated with testosterone levels and the testosterone/estradiol ratio in Chinese adult males.
5.Clinical characteristics and genetic etiology of fetal Dandy-Walker spectrum anomalies: a retrospective cohort study of 28 cases
Qingbing WANG ; Saisai YANG ; Jun CAO ; Jing HU ; Yuzhao ZHANG ; Shumin REN ; Qinghua WU ; Yibing CHEN
Chinese Journal of Perinatal Medicine 2025;28(9):770-774
Objective:To investigate the clinical characteristics and genetic etiology of fetal Dandy-Walker spectrum (DWS) anomalies.Methods:This retrospective cohort study analyzed 28 fetuses with ultrasonographically confirmed DWS (ten classic Dandy-Walker malformations and 18 Dandy-Walker variants) at the First Affiliated Hospital, Zhengzhou University from January 2019 to June 2024. All cases underwent systematic ultrasonographic evaluation. Genetic analyses included chromosomal karyotyping alone ( n=4) or combined with copy number variation sequencing (CNV-seq) ( n=10). Descriptive statistics and Chi-square tests (or Fisher's exact test) with Bonferroni correction were applied. Results:(1) Among 28 fetuses, seven (25.0%) had isolated DWS and 21 (75.0%) non-isolated DWS. Central nervous system anomalies were most common (53.6%, 15/28). (2) Karyotyping identified abnormalities in four cases (4/14), including two triploidies, one case of mosaicism for a derivative chromosome der(1;10), and one 17p deletion. CNV-seq detected anomalies in six cases (25.0%, 6/24), four of which were missed by karyotyping: 3q23 deletion (encompassing ZIC1/ ZIC4), 13q11 duplication, and other critical variants. (3) Combined testing yielded a higher detection rate (28.6%, 8/28) than karyotyping alone (4/14, χ2=4.62, P=0.032) or CNV-seq alone (25.0%, 6/24, χ2=4.83, P=0.028) ( P=0.048 and 0.044 after Bonferroni correction). Conclusions:DWS demonstrates significant genetic heterogeneity, primarily involving chromosomal numerical anomalies (e.g., triploidy) and copy number variations (e.g., 3q23 deletion). Combined karyotyping and CNV-seq improves detection rates of genetic abnormalities.
6.Association of urinary nickel levels with insulin resistance, islet function, and diabetes in adults aged 18 years and above in China
Yingli QU ; Zheng LI ; Saisai JI ; Qi SUN ; Yawei LI ; Jiayi CAI ; Zhuona ZHANG ; Haocan SONG ; Wenli ZHANG ; Feng ZHAO ; Ying ZHU ; Yuebin LYU ; Zhaojin CAO ; Xiaoming SHI
Chinese Journal of Epidemiology 2023;44(11):1717-1723
Objective:To investigate the effects of urinary nickel exposure on insulin resistance, islet function and diabetes risk in adults aged 18 years and above in China.Methods:Based on the China National Human Biomonitoring from 2017 to 2018, a total of 500 diabetes patients were randomly selected as the case group, and the matched euglycemic control were selected by 1∶1 matching ratio. The urinary and venous blood samples of the subjects were collected, and the urinary nickel levels and serum glucose metabolism indexes such as fasting blood glucose and fasting insulin were detected, and the insulin resistance index (HOMA-IR), β cell function index (HOMA-β), and adjusted HOMA-β were calculated by using homeostasis model assessment. A multivariate logistic regression model was used to analyze the association between urinary nickel level and diabetes risk. Multiple linear regression models were used to evaluate the association of urinary nickel level with HOMA-IR, HOMA-β and adjusted HOMA-β.Results:The sex ratio of controls and cases was 1∶1. The multivariate logistic regression model showed that after adjusting for factors such as education level, smoking status, alcohol consumption, rice and meat intakes, family history of diabetes, BMI, total cholesterol level, hypertension, and urinary creatinine, compared with T1 group, the ORs of diabetes risk in the T2 and T3 groups were 1.36 (95% CI: 0.98-1.89) and 1.60 (95% CI: 1.14-2.24), respectively. The multiple linear regression model showed a positive association between urinary nickel levels and the elevated HOMA-IR, the β value of HOMA-IR in the T3 group was 0.12 (95% CI: 0.01-0.25) compared with the T1 group and each one-unit increase in the log-transformed urinary nickel level (2.71 μg/L) was associated with a 0.06 elevation in HOMA-IR (95% CI: 0.02-0.10). Meanwhile, the urinary nickel levels were negative associated with the adjusted HOMA-β, the β value of adjusted HOMA-β in the T3 group were -0.26 compared with the T1 group (95% CI: -0.41- -0.11), and each one-unit increase in the log-transformed urinary nickel level (2.71 μg/L) was associated with a -0.09 decrease in adjusted HOMA-β(95% CI: -0.14- -0.04). Conclusion:Higher urinary nickel level is positively correlated with elevated insulin resistance and diabetes risk while negatively correlated with the function of pancreatic islet β cells in adults in China.
7.Association of blood oxidative stress level with hypertriglyceridemia in the elderly aged 65 years and older in 9 longevity areas of China
Qiyue TAN ; Yuebin LYU ; Jinhui ZHOU ; Mingyuan ZHANG ; Chen CHEN ; Feng ZHAO ; Chengcheng LI ; Yingli QU ; Saisai JI ; Feng LU ; Yingchun LIU ; Heng GU ; Bing WU ; Zhaojin CAO ; Shuhua ZHAO ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2021;55(1):18-24
Objective:To investigate the association of blood oxidative stress level with hypertriglyceridemia in the elderly aged 65 years and older in China.Methods:A total of 2 393 participants aged 65 years and older were recruited in 9 longevity areas from Heathy Aging and Biomarkers Cohort Study, during 2017 to 2018. Information on demographics characteristic, life style and health status were collected by questionnaire and physical examination, and venous blood was collected to detect the levels of blood oxidative stress and hypertriglyceridemia. The linear or non-linear association between oxidative stress and hypertriglyceridemia was described by restrictive cubic splines (RCS) fitting multiple linear regression model. The generalized linear mixed effect model was conducted to assess the association between oxidative stress and hypertriglyceridemia.Results:A total of 2 393 participants, mean age was 84.6 years, the youngest was 65 and the oldest was 112, the male was 47.9%(1 145/2 393), the triglyceride level was (1.4±0.8) mmol/L. The hypertriglyceridemia detection rate was 9.99%(239/2 393). The results of multiple linear regression model with restrictive cubic spline fitting showed that MDA level was linear association with triglyceride level; SOD level was nonlinear association with triglyceride level. MDA level had significantly association with hypertriglyceridemia, and the corresponding OR value was 1.063 (95% CI: 1.046,1.081) with 1 nmol/ml increment of blood MDA; SOD level had significantly association with hypertriglyceridemia, and the corresponding OR value was 0.986(95% CI: 0.983,0.989) with 1 U/ml increment of blood SOD. Conclusion:Among the elderly aged 65 and older in 9 longevity areas in China, MDA and SOD levels were associated with the risk of hypertriglyceridemia.
8.Association of blood lead level with cognition impairment among elderly aged 65 years and older in 9 longevity areas of China
Mingyuan ZHANG ; Yuebin LYU ; Jinhui ZHOU ; Feng ZHAO ; Chen CHEN ; Qiyue TAN ; Yingli QU ; Saisai JI ; Feng LU ; Yingchun LIU ; Heng GU ; Bing WU ; Zhaojin CAO ; Qiong YU ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2021;55(1):66-71
Objective:To investigate the association between blood lead concentrations and cognition impairment among Chinese older adults aged 65 or over.Method:Data was collected in 9 longevity areas from Heathy Aging and Biomarkers Cohort Study between 2017 and 2018. This study included 1 684 elderly aged 65 years and older. Information about demographic characteristics, socioeconomic factors, health status and cognitive function score of respondents were collected by questionnaire survey and physical examination. Venous blood of the subjects was collected to detect the blood lead concentration. Subjects were stratified into four groups ( Q 1- Q 4) by quartile of blood lead concentration. Multivariate logistic regression model was used to analyze the association between blood lead concentration and cognitive impairment. The linear or non-linear association between blood lead concentration and cognitive impairment were described by restrictive cubic splines (RCS). Results:Among the 1 684 respondents, 843 (50.1%) were female and 191 (11.3%) suffered from cognition impairment. After adjusting for confounding factors, the OR value and 95% CI of cognition impairment was 1.05 (1.01-1.10) for every 10 μg/L increase in blood lead concentration in elderly; Compared with the elderly in Q 1, the elderly with higher blood lead concentration had an increased risk of cognitive impairment. The OR value and 95% CIof Q2, Q3 and Q4 groups were 1.19 (0.69-2.05), 1.45 (0.84-2.51) and 1.92 (1.13-3.27), respectively. Conclusion:Higher blood lead concentration is associated with cognitive impairment among the elderly aged 65 years and older in 9 longevity areas in China.
9.Impact of aesthetic suture techniques training in improving the suture quality of non-plastic surgeons
Ye BI ; Kai YANG ; Guanchao JIANG ; Shujing LIANG ; Yan LIU ; Guangxue LI ; Rong TIAN ; Saisai CAO ; Lan MU
Chinese Journal of Medical Aesthetics and Cosmetology 2021;27(6):481-483
Objective:To investigate the effect and necessity of aesthetic suture techniques training in improving the suture quality of non-plastic surgeons.Methods:The well-planned aesthetic suture techniques training programs were run in non-plastic surgery senior residents and attending surgeons at Peking University People's Hospital from January 2017 to January 2019. There were 120 senior residents and attending surgeons included (aged from 25-32 years, average 28.9 years, with 66 males and 54 females). Mixed teaching methods were used such as video shows, lectures, surgery live show and scenario simulation. Baseline tests were taken before the training. Suture quality tests were taken when the trainings came to the end. Self-assessments were carried out both before and after the trainings.Results:Eight rounds of aesthetic suture techniques training were accomplished and 120 trainees were included in all. One hundred and two trainees passed the test while eight failed, while 10 trainees were absent in some courses or the final test. The passing rate was 85.0%. The scales of suture tools and material selection, incision design, subcutaneous tissue suture quality, tension relaxation, aesthetic suture appearance, and flexibility of different suture techniques were sharply improved after the training in both subjective and objective assessments.Conclusions:The aesthetic suture techniques training is effective in improving the suture quality of non-plastic surgeons, which is worthy to generalize in resident training.
10.Association of blood oxidative stress level with hypertriglyceridemia in the elderly aged 65 years and older in 9 longevity areas of China
Qiyue TAN ; Yuebin LYU ; Jinhui ZHOU ; Mingyuan ZHANG ; Chen CHEN ; Feng ZHAO ; Chengcheng LI ; Yingli QU ; Saisai JI ; Feng LU ; Yingchun LIU ; Heng GU ; Bing WU ; Zhaojin CAO ; Shuhua ZHAO ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2021;55(1):18-24
Objective:To investigate the association of blood oxidative stress level with hypertriglyceridemia in the elderly aged 65 years and older in China.Methods:A total of 2 393 participants aged 65 years and older were recruited in 9 longevity areas from Heathy Aging and Biomarkers Cohort Study, during 2017 to 2018. Information on demographics characteristic, life style and health status were collected by questionnaire and physical examination, and venous blood was collected to detect the levels of blood oxidative stress and hypertriglyceridemia. The linear or non-linear association between oxidative stress and hypertriglyceridemia was described by restrictive cubic splines (RCS) fitting multiple linear regression model. The generalized linear mixed effect model was conducted to assess the association between oxidative stress and hypertriglyceridemia.Results:A total of 2 393 participants, mean age was 84.6 years, the youngest was 65 and the oldest was 112, the male was 47.9%(1 145/2 393), the triglyceride level was (1.4±0.8) mmol/L. The hypertriglyceridemia detection rate was 9.99%(239/2 393). The results of multiple linear regression model with restrictive cubic spline fitting showed that MDA level was linear association with triglyceride level; SOD level was nonlinear association with triglyceride level. MDA level had significantly association with hypertriglyceridemia, and the corresponding OR value was 1.063 (95% CI: 1.046,1.081) with 1 nmol/ml increment of blood MDA; SOD level had significantly association with hypertriglyceridemia, and the corresponding OR value was 0.986(95% CI: 0.983,0.989) with 1 U/ml increment of blood SOD. Conclusion:Among the elderly aged 65 and older in 9 longevity areas in China, MDA and SOD levels were associated with the risk of hypertriglyceridemia.

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