1.Deep learning model based on fundus images for detection of coronary artery disease with mild cognitive impairment
Yi YE ; Wei FENG ; Yao-dong DING ; Qing CHEN ; Yang ZHANG ; Li LIN ; Tong MA ; Bin WANG ; Xian-gang CHANG ; Zong-yuan GE ; Xiao-yi WANG ; Long-jun CAI ; Yong ZENG
Chinese Journal of Interventional Cardiology 2025;33(6):303-311
Objective To develop a deep learning model based on fundus retinal images to improve the detection rate of mild cognitive impairment(MCI)in patients with coronary heart disease,achieve early intervention and improve prognosis.Methods The study was a single-center cross-sectional study that retrospectively included patients diagnosed with coronary heart disease(CHD)by coronary angiography(≥50% stenosis of at least one coronary vessel)from Beijing Anzhen Hospital between November 2021 and December 2022.The whole data set was randomly divided into the training set and the testing set according to the ratio of 8∶2 for model development.After that,the patient data of the same center from January 2023 to April 2023 were included in the time verification method to verify the model.The diagnostic criteria for MCI were MMSE<27 or MoCA<26.Four kinds of convolutional neural network(CNN)architectures were used to train fundus images,and a comprehensive vision model of MCI detection was established through model integration.The area under the curve(AUC),sensitivity and specificity of the receiver operating curve(ROC)were used to evaluate the performance of the AI model.Results We collected 5 880 eligible fundus images from 3 368 CHD patients.Based on the results of the MMSE scale,the algorithm was labeled,including 2 898 males and 527 MCI patients.The AUC of the deep learning model in the test group is 0.733(95%CI 0.688-0.778),and the sensitivity of the algorithm in the test group is 0.577(95%CI 0.528-0.625)by using the operating point with the maximum sum of sensitivity and specificity.With a specificity of 0.758(95%CI 0.714-0.802),corresponding to a validated AUC of 0.710(95%CI 0.601-0.818).Based on the results of the MoCA scale,the algorithm labels 2 437 males and 1 626 MCI patients.The AUC of the deep learning model in the test group was 0.702(95%CI 0.671-0.733).The operating point with the maximum sum of sensitivity and specificity was selected,and the sensitivity of the algorithm was 0.749(95%CI 0.719-0.778)and the specificity was 0.561(95%CI 0.527-0.595),corresponding to the AUC value of the verification group was 0.674(95%CI 0.622-0.726).Conclusions The deep learning algorithm model based on fundus images has good diagnostic performance,and may be used as a new non-invasive,convenient and rapid screening method for MCI in CHD population.
2.Deep learning model based on fundus images for detection of coronary artery disease with mild cognitive impairment
Yi YE ; Wei FENG ; Yao-dong DING ; Qing CHEN ; Yang ZHANG ; Li LIN ; Tong MA ; Bin WANG ; Xian-gang CHANG ; Zong-yuan GE ; Xiao-yi WANG ; Long-jun CAI ; Yong ZENG
Chinese Journal of Interventional Cardiology 2025;33(6):303-311
Objective To develop a deep learning model based on fundus retinal images to improve the detection rate of mild cognitive impairment(MCI)in patients with coronary heart disease,achieve early intervention and improve prognosis.Methods The study was a single-center cross-sectional study that retrospectively included patients diagnosed with coronary heart disease(CHD)by coronary angiography(≥50% stenosis of at least one coronary vessel)from Beijing Anzhen Hospital between November 2021 and December 2022.The whole data set was randomly divided into the training set and the testing set according to the ratio of 8∶2 for model development.After that,the patient data of the same center from January 2023 to April 2023 were included in the time verification method to verify the model.The diagnostic criteria for MCI were MMSE<27 or MoCA<26.Four kinds of convolutional neural network(CNN)architectures were used to train fundus images,and a comprehensive vision model of MCI detection was established through model integration.The area under the curve(AUC),sensitivity and specificity of the receiver operating curve(ROC)were used to evaluate the performance of the AI model.Results We collected 5 880 eligible fundus images from 3 368 CHD patients.Based on the results of the MMSE scale,the algorithm was labeled,including 2 898 males and 527 MCI patients.The AUC of the deep learning model in the test group is 0.733(95%CI 0.688-0.778),and the sensitivity of the algorithm in the test group is 0.577(95%CI 0.528-0.625)by using the operating point with the maximum sum of sensitivity and specificity.With a specificity of 0.758(95%CI 0.714-0.802),corresponding to a validated AUC of 0.710(95%CI 0.601-0.818).Based on the results of the MoCA scale,the algorithm labels 2 437 males and 1 626 MCI patients.The AUC of the deep learning model in the test group was 0.702(95%CI 0.671-0.733).The operating point with the maximum sum of sensitivity and specificity was selected,and the sensitivity of the algorithm was 0.749(95%CI 0.719-0.778)and the specificity was 0.561(95%CI 0.527-0.595),corresponding to the AUC value of the verification group was 0.674(95%CI 0.622-0.726).Conclusions The deep learning algorithm model based on fundus images has good diagnostic performance,and may be used as a new non-invasive,convenient and rapid screening method for MCI in CHD population.
3.Observation of the therapeutic effect of less invasive surfactant administration on respiratory distress syndrome in extremely premature infants
Yuan HE ; Shujie YANG ; Ying ZENG ; Haiying YI ; Jie HUANG ; Bin GAN ; Xian WEI ; Yanlin TANG
China Modern Doctor 2024;62(35):59-63
Objective To observe clinical efficacy and safety of less invasive surfactant administration(LISA)in treatment of respiratory distress syndrome(RDS)in extremely premature infants.Methods A total of 65 cases premature infants diagnosed with RDS admitted to neonatal intensive care unit of Xiaogan Central Hospital from January 2021 to December 2023,with gestational age of 28+0~31+6 weeks.They were divided into LISA group(n=33)and intubation administration of surfactant extubation(InSurE)group(n=32)using a random number table method.The incidence of adverse events,blood gas analysis before and after administration,pulse oxygen saturation(SpO2),changes in blood pressure,clinical efficacy,complications,and outcomes were compared between two groups.Results There was no statistically significant difference in the incidence of drug reflux,bradycardia,apnea,or SpO2<80%between two groups of operations(P>0.05).During the operation,SpO2 of LISA group was lower than that of InSurE group,and blood pressure monitoring at the 2nd and 4th minutes were lower than those of InSurE group at the corresponding time points,with statistically significant differences(P<0.05).After 1 hour of treatment,arterial partial pressure of oxygen in LISA group was higher than that in InSurE group,and arterial partial pressure of carbon dioxide was lower than that in InSurE group,with statistically significant differences(P<0.05).The mechanical ventilation ratio and oxygen therapy time within 72 hours in LISA group were lower than those in InSurE group,and the differences were statistically significant(P<0.05).There was no statistically significant difference in reuse rate of pulmonary surfactant(PS),and hospitalization time between two groups(P>0.05).The incidence of grade 3-4 periventricular intraventricular hemorrhage,P-IVH in LISA group was lower than that in InSurE group,and the difference was statistically significant(P<0.05).There was no statistically significant difference in the incidence of other complications between two groups(P>0.05).Conclusion Less invasive PS treatment for extremely premature infants with RDS can reduce the incidence of mechanical ventilation,shorten oxygen therapy time,and reduce the occurrence of severe P-IVH.
4.Risk factors for bronchopulmonary dysplasia in twin preterm infants:a multicenter study
Yu-Wei FAN ; Yi-Jia ZHANG ; He-Mei WEN ; Hong YAN ; Wei SHEN ; Yue-Qin DING ; Yun-Feng LONG ; Zhi-Gang ZHANG ; Gui-Fang LI ; Hong JIANG ; Hong-Ping RAO ; Jian-Wu QIU ; Xian WEI ; Ya-Yu ZHANG ; Ji-Bin ZENG ; Chang-Liang ZHAO ; Wei-Peng XU ; Fan WANG ; Li YUAN ; Xiu-Fang YANG ; Wei LI ; Ni-Yang LIN ; Qian CHEN ; Chang-Shun XIA ; Xin-Qi ZHONG ; Qi-Liang CUI
Chinese Journal of Contemporary Pediatrics 2024;26(6):611-618
Objective To investigate the risk factors for bronchopulmonary dysplasia(BPD)in twin preterm infants with a gestational age of<34 weeks,and to provide a basis for early identification of BPD in twin preterm infants in clinical practice.Methods A retrospective analysis was performed for the twin preterm infants with a gestational age of<34 weeks who were admitted to 22 hospitals nationwide from January 2018 to December 2020.According to their conditions,they were divided into group A(both twins had BPD),group B(only one twin had BPD),and group C(neither twin had BPD).The risk factors for BPD in twin preterm infants were analyzed.Further analysis was conducted on group B to investigate the postnatal risk factors for BPD within twins.Results A total of 904 pairs of twins with a gestational age of<34 weeks were included in this study.The multivariate logistic regression analysis showed that compared with group C,birth weight discordance of>25%between the twins was an independent risk factor for BPD in one of the twins(OR=3.370,95%CI:1.500-7.568,P<0.05),and high gestational age at birth was a protective factor against BPD(P<0.05).The conditional logistic regression analysis of group B showed that small-for-gestational-age(SGA)birth was an independent risk factor for BPD in individual twins(OR=5.017,95%CI:1.040-24.190,P<0.05).Conclusions The development of BPD in twin preterm infants is associated with gestational age,birth weight discordance between the twins,and SGA birth.
5.Observation of the therapeutic effect of less invasive surfactant administration on respiratory distress syndrome in extremely premature infants
Yuan HE ; Shujie YANG ; Ying ZENG ; Haiying YI ; Jie HUANG ; Bin GAN ; Xian WEI ; Yanlin TANG
China Modern Doctor 2024;62(35):59-63
Objective To observe clinical efficacy and safety of less invasive surfactant administration(LISA)in treatment of respiratory distress syndrome(RDS)in extremely premature infants.Methods A total of 65 cases premature infants diagnosed with RDS admitted to neonatal intensive care unit of Xiaogan Central Hospital from January 2021 to December 2023,with gestational age of 28+0~31+6 weeks.They were divided into LISA group(n=33)and intubation administration of surfactant extubation(InSurE)group(n=32)using a random number table method.The incidence of adverse events,blood gas analysis before and after administration,pulse oxygen saturation(SpO2),changes in blood pressure,clinical efficacy,complications,and outcomes were compared between two groups.Results There was no statistically significant difference in the incidence of drug reflux,bradycardia,apnea,or SpO2<80%between two groups of operations(P>0.05).During the operation,SpO2 of LISA group was lower than that of InSurE group,and blood pressure monitoring at the 2nd and 4th minutes were lower than those of InSurE group at the corresponding time points,with statistically significant differences(P<0.05).After 1 hour of treatment,arterial partial pressure of oxygen in LISA group was higher than that in InSurE group,and arterial partial pressure of carbon dioxide was lower than that in InSurE group,with statistically significant differences(P<0.05).The mechanical ventilation ratio and oxygen therapy time within 72 hours in LISA group were lower than those in InSurE group,and the differences were statistically significant(P<0.05).There was no statistically significant difference in reuse rate of pulmonary surfactant(PS),and hospitalization time between two groups(P>0.05).The incidence of grade 3-4 periventricular intraventricular hemorrhage,P-IVH in LISA group was lower than that in InSurE group,and the difference was statistically significant(P<0.05).There was no statistically significant difference in the incidence of other complications between two groups(P>0.05).Conclusion Less invasive PS treatment for extremely premature infants with RDS can reduce the incidence of mechanical ventilation,shorten oxygen therapy time,and reduce the occurrence of severe P-IVH.
6.Retrospective analysis and mining of data from 10 840 patients undergoing non-invasive prenatal screening.
Fang CHEN ; Meihua TAN ; Yanwen XU ; Bin ZHU ; Jia LI ; Kun LIN ; Mingqiao CHEN ; Lina ZENG
Chinese Journal of Medical Genetics 2020;37(10):1074-1078
OBJECTIVE:
To retrospectively analyze non-invasive prenatal screening (NIPS) data from two centers.
METHODS:
The NIPS results of 10 840 samples were analyzed, including 21/18/13 trisomies (T21/T18/T13), sex chromosome and other autosomal aneuploidies, and copy number variants (CNVs). The maternal age, gestational week, body mass index and concentration of free fetal DNA (cffDNA) were also analyzed.
RESULTS:
The average gestational age of the 10 840 pregnant women was (32.34±5.04) year old, and the average gestational week for NIPS was (17.60±3.55) week. The overall false positive rate for T21/T18/T13 was 0.11%, sensitivity was 100%, specificity was 99.89%, and positive predictive value was 81.5%. The positive predictive values for sex chromosome and other autosomal aneuploidies and CNVs were 56.67%, 11.76% and 83.33%, respectively. The incidence of T21/T18 in the elder women (35 years or elder) was 2.12 times(P<0.01) and 1.81 times (P> 0.05) that of young women. cffDNA was in proportion to gestational week (r = 0.207) and in inverse proportion to body mass index (r = -0.177). It has increased slowly before 15 weeks of gestation and thereafter at a rate of 0.5% per week after the 16th week.
CONCLUSION
The performance of NIPS in this study is by large close to the reported in the literature, and the results can provide a reference for further study.
7.The Correlation of Minimal Residual Disease with Prognosis in TCF3-PBX1
Li ZHANG ; Yao ZOU ; Xiao-Fei AI ; Zeng CAO ; Yu-Mei CHEN ; Ye GUO ; Wen-Yu YANG ; Xiao-Juan CHEN ; Shu-Chun WANG ; Xiao-Ming LIU ; Min RUAN ; Tian-Feng LIU ; Fang LIU ; Ben-Quan QI ; Li-Xian CHANG ; Wen-Bin AN ; Yuan-Yuan REN ; Qing-Hua LI ; Xiao-Fan ZHU
Journal of Experimental Hematology 2020;28(6):1831-1836
OBJECTIVE:
To investigate the consistency between FCM and PCR on the detecting of MRD in TCF3-PBX1
METHODS:
55 cases of paediatric TCF3-PBX1
RESULTS:
Among the 55 children with TCF3-PBX1
CONCLUSION
The detection result of MRD in TCF3-PBX1 detect by FCM and PCR shows better consistency. MRD positivity detected by FCM at the end of induction therapy (day 33) predicts a high risk of relapse in TCF3-PBX1 ALL patients.
Adolescent
;
Bone Marrow
;
Child
;
Child, Preschool
;
Female
;
Humans
;
Male
;
Neoplasm, Residual
;
Oncogene Proteins, Fusion/genetics*
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma
;
Prognosis
;
Recurrence
8.Anti-cyclic citrullinated peptide antibody predicts the development of rheumatoid arthritis in patients with undifferentiated arthritis
Li CHUN ; Zhang YAN ; Song HUI ; Gao JIE ; Zhao DONG-BAO ; Zhu QI ; He DONG-YI ; Wang LI ; Li XIANG-PEI ; Liu XU-DONG ; Xiao WEI-GUO ; Wu XIN-YU ; Wu HUA-XIANG ; Tu WEI ; Hu SHAO-XIAN ; Wang XIN ; Li ZHI-JUN ; Lu ZHI-MIN ; Da ZHAN-YUN ; Liang BO ; Liu XIAO-MIN ; Zhao JIN-WEI ; Li LING ; Han FENG ; Qi WU-FANG ; Wei WEI ; Ma XU ; Li ZHEN-BIN ; Zheng GUI-MIN ; Zhang FENG-XIAO ; Li YI ; Wang YOU-LIAN ; Ling GUANG-HUI ; Chen JIN-WEI ; Hou XIAO-QIANG ; Zhang JING ; Chen QING-PING ; Liu CHANG-LIAN ; Zhang YAN ; Zeng JIA-SHUN ; Zou QING-HUA ; Fang YONG-FEI ; Su YIN ; Li ZHAN-GUO
Chinese Medical Journal 2019;132(24):2899-2904
Background:Clinical outcomes of undifferentiated arthritis (UA) are diverse,and only 40 % of patients with UA develop rheumatoid arthritis (RA) after 3 years.Discovering predictive markers at disease onset for further intervention is critical.Therefore,our objective was to analyze the clinical outcomes of UA and ascertain the predictors for RA development.Methods:We performed a prospective,multi-center study from January 2013 to October 2016 among Chinese patients diagnosed with UA in 22 tertiary-care hospitals.Clinical and serological parameters were obtained at recruitment.Follow-up was undertaken in all patients every 12 weeks for 2 years.Predictive factors of disease progression were identified using multivariate Cox proportional hazards regression.Results:A total of 234 patients were recruited in this study,and 17 (7.3%) patients failed to follow up during the study.Among the 217 patients who completed the study,83 (38.2%) patients went into remission.UA patients who developed RA had a higher rheumatoid factor (RF)-positivity (42.9% vs.16.8%,x2=8.228,P=0.008),anti-cyclic citrullinated peptide (CCP) antibodypositivity (66.7% vs.10.7%,x2 =43.897,P < 0.001),and double-positivity rate of RF and anti-CCP antibody (38.1% vs.4.1%,x2 =32.131,P < 0.001) than those who did not.Anti-CCP antibody but not RF was an independent predictor for RA development (hazard ratio 18.017,95% confidence interval:5.803-55.938;P < 0.001).Conclusion:As an independent predictor of RA,anti-CCP antibody should be tested at disease onset in all patients with UA.
9.Clinical Research on Alzheimer's Disease: Progress and Perspectives.
Bin-Lu SUN ; Wei-Wei LI ; Chi ZHU ; Wang-Sheng JIN ; Fan ZENG ; Yu-Hui LIU ; Xian-Le BU ; Jie ZHU ; Xiu-Qing YAO ; Yan-Jiang WANG
Neuroscience Bulletin 2018;34(6):1111-1118
Alzheimer's disease (AD), the most common type of dementia, is becoming a major challenge for global health and social care. However, the current understanding of AD pathogenesis is limited, and no early diagnosis and disease-modifying therapy are currently available. During the past year, significant progress has been made in clinical research on the diagnosis, prevention, and treatment of AD. In this review, we summarize the latest achievements, including diagnostic biomarkers, polygenic hazard score, amyloid and tau PET imaging, clinical trials targeting amyloid-beta (Aβ), tau, and neurotransmitters, early intervention, and primary prevention and systemic intervention approaches, and provide novel perspectives for further efforts to understand and cure the disease.
Alzheimer Disease
;
diagnosis
;
physiopathology
;
therapy
;
Animals
;
Biomarkers
;
blood
;
Biomedical Research
;
methods
;
Disease Progression
;
Humans
;
Magnetic Resonance Imaging
10.Impact of premature rupture of membranes on neonatal complications in preterm infants with gestational age <37 weeks.
Shun-Yan DUAN ; Xiang-Yong KONG ; Feng-Dan XU ; Hong-Yan LV ; Rong JU ; Zhan-Kui LI ; Shu-Juan ZENG ; Hui WU ; Xue-Feng ZHANG ; Wei-Peng LIU ; Fang LIU ; Hong-Bin CHENG ; Yan-Jie DING ; Tie-Qiang CHEN ; Ping XU ; Li-Hong YANG ; Su-Jing WU ; Jin WANG ; Li PENG ; Xiao-Lin ZHAO ; Hui-Xian QIU ; Wei-Xi WEN ; Ying LI ; Lan LI ; Zheng WEN ; Guo GUO ; Feng WANG ; Gai-Mei LI ; Wei LI ; Xiao-Ying ZHAO ; Yun-Bo XU ; Wen-Chao CHEN ; Huan YIN ; Xiao-Liang WANG ; Rui-Yan SHAN ; Mei-Ying HAN ; Chun-Yan YANG ; Zhi-Chun FENG
Journal of Southern Medical University 2016;36(7):887-891
OBJECTIVETo investigate the effect of premature rupture of the membrane (PROM) on neonatal complications in premature infants.
METHODSThe registration information of 7684 preterm infants with gestational age <37 weeks were collected from the cooperative units in the task group between January 1, 2014 to December 31, 2014. Specially trained personnel from each cooperative units filled in the unified form in a standardized format to record the gender, gestational age, birth weight, PROM, placental abruption, antenatal corticosteroid, Apgar score, amniotic fluid pollution, and complications of the infants. The data were analyzed comparatively between the cases with PROM and those without (control).
RESULTSThe preterm mortality rate was significantly lower but the incidences of ICH, NEC, ROP and BPD were significantly higher in PROM group than in the control group (P<0.05). The 95% confidence interval of the OR value was <1 for mortality, and was >1 for ICH, NEC, ROP and BPD. After adjustment for gestational age, birth weight, gender, mode of delivery, placental abruption, placenta previa, prenatal hormones, gestational diabetes mellitus (GDM), gestational period hypertension and 5-min Apgar score <7, the incidences of NEC, ROP and BPD were significantly different between the two groups (P<0.05) with 95% confidence interval of OR value >1, but the mortality rate and incidence of ICH were not significantly different between the two groups (P>0.05).
CONCLUSIONPROM is a risk factor for NEC, ROP and BPD in preterm infants, and adequate intervention of PROM can reduce the incidences of such complications as NEC, ROP and BPD in the infants.
Apgar Score ; Birth Weight ; Female ; Fetal Membranes, Premature Rupture ; pathology ; Gestational Age ; Humans ; Incidence ; Infant, Newborn ; Infant, Newborn, Diseases ; etiology ; Infant, Premature ; Pregnancy ; Risk Factors

Result Analysis
Print
Save
E-mail