1.Development of cardiovascular clinical research data warehouse and real-world research.
Dan-Dan LI ; Ya-Ni YU ; Zhi-Jun SUN ; Chang-Fu LIU ; Tao CHEN ; Dong-Kai SHAN ; Xiao-Dan TUO ; Jun GUO ; Yun-Dai CHEN
Journal of Geriatric Cardiology 2025;22(7):678-689
BACKGROUND:
Medical informatics accumulated vast amounts of data for clinical diagnosis and treatment. However, limited access to follow-up data and the difficulty in integrating data across diverse platforms continue to pose significant barriers to clinical research progress. In response, our research team has embarked on the development of a specialized clinical research database for cardiology, thereby establishing a comprehensive digital platform that facilitates both clinical decision-making and research endeavors.
METHODS:
The database incorporated actual clinical data from patients who received treatment at the Cardiovascular Medicine Department of Chinese PLA General Hospital from 2012 to 2021. It included comprehensive data on patients' basic information, medical history, non-invasive imaging studies, laboratory test results, as well as peri-procedural information related to interventional surgeries, extracted from the Hospital Information System. Additionally, an innovative artificial intelligence (AI)-powered interactive follow-up system had been developed, ensuring that nearly all myocardial infarction patients received at least one post-discharge follow-up, thereby achieving comprehensive data management throughout the entire care continuum for high-risk patients.
RESULTS:
This database integrates extensive cross-sectional and longitudinal patient data, with a focus on higher-risk acute coronary syndrome patients. It achieves the integration of structured and unstructured clinical data, while innovatively incorporating AI and automatic speech recognition technologies to enhance data integration and workflow efficiency. It creates a comprehensive patient view, thereby improving diagnostic and follow-up quality, and provides high-quality data to support clinical research. Despite limitations in unstructured data standardization and biological sample integrity, the database's development is accompanied by ongoing optimization efforts.
CONCLUSION
The cardiovascular specialty clinical database is a comprehensive digital archive integrating clinical treatment and research, which facilitates the digital and intelligent transformation of clinical diagnosis and treatment processes. It supports clinical decision-making and offers data support and potential research directions for the specialized management of cardiovascular diseases.
2.Analysis of Tongue and Face Image Features of Anemic Women and Construction of Risk-Screening Model.
Hong Yuan FU ; Yi CHUN ; Ya Han ZHANG ; Yu WANG ; Yu Lin SHI ; Tao JIANG ; Xiao Juan HU ; Li Ping TU ; Yong Zhi LI ; Jia Tuo XU
Biomedical and Environmental Sciences 2025;38(8):935-951
OBJECTIVE:
To identify the key features of facial and tongue images associated with anemia in female populations, establish anemia risk-screening models, and evaluate their performance.
METHODS:
A total of 533 female participants (anemic and healthy) were recruited from Shuguang Hospital. Facial and tongue images were collected using the TFDA-1 tongue and face diagnosis instrument. Color and texture features from various parts of facial and tongue images were extracted using Face Diagnosis Analysis System (FDAS) and Tongue Diagnosis Analysis System version 2.0 (TDAS v2.0). Least Absolute Shrinkage and Selection Operator (LASSO) regression was used for feature selection. Ten machine learning models and one deep learning model (ResNet50V2 + Conv1D) were developed and evaluated.
RESULTS:
Anemic women showed lower a-values, higher L- and b-values across all age groups. Texture features analysis showed that women aged 30-39 with anemia had higher angular second moment (ASM)and lower entropy (ENT) values in facial images, while those aged 40-49 had lower contrast (CON), ENT, and MEAN values in tongue images but higher ASM. Anemic women exhibited age-related trends similar to healthy women, with decreasing L-values and increasing a-, b-, and ASM-values. LASSO identified 19 key features from 62. Among classifiers, the Artificial Neural Network (ANN) model achieved the best performance [area under the curve (AUC): 0.849, accuracy: 0.781]. The ResNet50V2 model achieved comparable results [AUC: 0.846, accuracy: 0.818].
CONCLUSION
Differences in facial and tongue images suggest that color and texture features can serve as potential TCM phenotype and auxiliary diagnostic indicators for female anemia.
Humans
;
Female
;
Tongue/diagnostic imaging*
;
Adult
;
Anemia/diagnosis*
;
Middle Aged
;
Face/diagnostic imaging*
;
Young Adult
;
Machine Learning
3.Triglyceride-glucose index in non-obese individuals:its association with and predictive value for non-alcoholic fatty liver disease
Jing XIAO ; Ying LI ; Min FANG ; Hong GONG ; Wen LI ; Chunyan ZHANG ; Fangyao CHEN ; Yan ZHANG ; Tuo HAN
Journal of Southern Medical University 2024;44(7):1266-1271
Objective To investigate the association of triglyceride-glucose index(TyG)with non-alcoholic fatty liver disease(NAFLD)and its diagnostic value for NAFLD in non-obese individuals.Methods We retrospectively collected the data of non-obese individuals(BMI<25 kg/m2)undergoing routine health examination at Second Affiliated Hospital of Xi'an Jiaotong University between May,2020 and December,2023,who all received abdominal ultrasound examination for NAFLD screening.The nonlinear relationship between TyG and non-obese NAFLD was explored using restricted cubic splines(RCS),and LASSO regression was used for variable screening;the correlation between TyG and NAFLD risk was analyzed using multivariate logistic regression.The diagnostic value of TyG for non-obese NAFLD was assessed using receiver-operating characteristic(ROC)curves and sensitivity analysis.Results A total of 3723 non-obese subjects were enrolled in this study,including 432(11.6%)patients with NAFLD.Compared with the healthy individuals,the patients with NAFLD had significant elevations of systolic and diastolic blood pressures,total cholesterol,triglycerides,LDL-C,blood uric acid,fasting blood glucose,and TyG index and a decreased HDL-C level(P<0.05).Multivariate logistic regression revealed that for each one-unit increase of TyG,the risk of non-obese NAFLD increased by 2.2 folds(OR=3.22,95%CI:2.53-4.12,P<0.001).Compared with a TyG index in the lowest quartile Q1,a TyG index in the Q2,Q3 and Q4 quartiles was associated with an increased risk of NAFLD by 1.52 folds(OR=2.52,95%CI:1.20-5.95),3.56 folds(OR=4.56,95%CI:2.28-10.46),and 8.66-folds(OR=9.66,95%CI:4.83-22.18),respectively.The RCS curve demonstrated a significant linear correlation between TyG index and non-obese NALFD risk(P for nonlinear=0.019).For diagnosing non-obese NALFD,TyG index had an area under ROC curve of 0.819 with a sensitivity of 78.0%and a specificity of 71.2%.Conclusion An increase of TyG index is correlated with increased risks of NAFLD in non-obese individuals and can serve as an indicator for screening early NAFLD in healthy individuals.
4.Triglyceride-glucose index in non-obese individuals:its association with and predictive value for non-alcoholic fatty liver disease
Jing XIAO ; Ying LI ; Min FANG ; Hong GONG ; Wen LI ; Chunyan ZHANG ; Fangyao CHEN ; Yan ZHANG ; Tuo HAN
Journal of Southern Medical University 2024;44(7):1266-1271
Objective To investigate the association of triglyceride-glucose index(TyG)with non-alcoholic fatty liver disease(NAFLD)and its diagnostic value for NAFLD in non-obese individuals.Methods We retrospectively collected the data of non-obese individuals(BMI<25 kg/m2)undergoing routine health examination at Second Affiliated Hospital of Xi'an Jiaotong University between May,2020 and December,2023,who all received abdominal ultrasound examination for NAFLD screening.The nonlinear relationship between TyG and non-obese NAFLD was explored using restricted cubic splines(RCS),and LASSO regression was used for variable screening;the correlation between TyG and NAFLD risk was analyzed using multivariate logistic regression.The diagnostic value of TyG for non-obese NAFLD was assessed using receiver-operating characteristic(ROC)curves and sensitivity analysis.Results A total of 3723 non-obese subjects were enrolled in this study,including 432(11.6%)patients with NAFLD.Compared with the healthy individuals,the patients with NAFLD had significant elevations of systolic and diastolic blood pressures,total cholesterol,triglycerides,LDL-C,blood uric acid,fasting blood glucose,and TyG index and a decreased HDL-C level(P<0.05).Multivariate logistic regression revealed that for each one-unit increase of TyG,the risk of non-obese NAFLD increased by 2.2 folds(OR=3.22,95%CI:2.53-4.12,P<0.001).Compared with a TyG index in the lowest quartile Q1,a TyG index in the Q2,Q3 and Q4 quartiles was associated with an increased risk of NAFLD by 1.52 folds(OR=2.52,95%CI:1.20-5.95),3.56 folds(OR=4.56,95%CI:2.28-10.46),and 8.66-folds(OR=9.66,95%CI:4.83-22.18),respectively.The RCS curve demonstrated a significant linear correlation between TyG index and non-obese NALFD risk(P for nonlinear=0.019).For diagnosing non-obese NALFD,TyG index had an area under ROC curve of 0.819 with a sensitivity of 78.0%and a specificity of 71.2%.Conclusion An increase of TyG index is correlated with increased risks of NAFLD in non-obese individuals and can serve as an indicator for screening early NAFLD in healthy individuals.
5.Prospective Comparison of FOCUS MUSE and Single-Shot Echo-Planar Imaging for Diffusion-Weighted Imaging in Evaluating Thyroid-Associated Ophthalmopathy
YunMeng WANG ; YuanYuan CUI ; JianKun DAI ; ShuangShuang NI ; TianRan ZHANG ; Xin CHEN ; QinLing JIANG ; YuXin CHENG ; YiChuan MA ; Tuo LI ; Yi XIAO
Korean Journal of Radiology 2024;25(10):913-923
Objective:
To prospectively compare single-shot (SS) echo-planar imaging (EPI) and field-of-view optimized and constrained undistorted single-shot multiplexed sensitivity-encoding (FOCUS MUSE) for diffusion-weighted imaging (DWI) in evaluating thyroid-associated ophthalmopathy (TAO).
Materials and Methods:
SS EPI and FOCUS MUSE DWIs were obtained from 39 patients with TAO (18 male; mean ± standard deviation: 48.3 ± 13.3 years) and 26 healthy controls (9 male; mean ± standard deviation: 43.0 ± 18.5 years). Two radiologists scored the visual image quality using a 4-point Likert scale. The image quality score, signal-to-noise ratio (SNR), contrast-tonoise ratio (CNR), and apparent diffusion coefficient (ADC) of extraocular muscles (EOMs) were compared between the two DWIs. Differences in the ADC of EOMs were also evaluated. The performance of discriminating active from inactive TAO was assessed using receiver operating characteristic curves. The correlation between ADC and clinical activity score (CAS) was analyzed using Spearman correlation.
Results:
Compared with SS EPI DWI, FOCUS MUSE DWI demonstrated significantly higher image quality scores (P < 0.001), a higher SNR and CNR on the lateral rectus muscle (LRM) and medial rectus muscle (MRM) (P < 0.05), and a non-significant difference in the ADC of the LRM and MRM. Active TAO showed higher ADC than inactive TAO and healthy controls with both SS EPI and FOCUS MUSE DWIs (P < 0.001). Inactive TAO and healthy controls did not show a significant ADC difference with both DWIs. Compared with SS EPI DWI, FOCUS MUSE DWI demonstrated better discrimination of active from inactive TAO (AUC:0.925 vs. 0.779; P = 0.007). The ADC was significantly correlated with CAS in SS EPI DWI (r = 0.391, P < 0.001) and FOCUS MUSE DWI (r = 0.645, P < 0.001).
Conclusion
FOCUS MUSE DWI provides better images for evaluating EOMs and better performance in diagnosing active TAO than SS EPI DWI. The application of FOCUS MUSE will facilitate the DWI evaluation of TAO.
6.Analysis of breast cancer screening among rural women in Qinba area
Tuo HAN ; Houshuang GONG ; Shaomin QUAN ; Liang CHEN ; Zihao LI ; Dong XIAO
Cancer Research and Clinic 2023;35(1):44-47
Objective:To analyze the results of the free breast cancer screening project for rural women in Qinba area, and to investigate intervention measures for the improvement of screening rate.Methods:The data of 5 974 rural women aged 35 to 64 years old with breast cancer in Qinba area during two cancer screening in 3201 Hospital Affiliated to Xi'an Jiaotong University College of Medicine and Nanjiang County Women and Children Hospital between August 2021 and March 2022 were retrospectively analyzed. The characteristics of the screened population, the results of breast ultrasonography, mammography and pathological examination were statistically analyzed.The differences in the positive rates of breast ultrasonography and breast ultrasonography supplemented with mammography in the clinical screening of breast cancer among different age groups were compared.Results:The highest participation rate was found in those aged 45 to 49 years old, accounting for 29.56% (1 766/5 974); the lowest participation rate was those aged 60 to 64 years old, accounting for 3.65% (218/5 974). According to breast ultrasonography screening, 976 (16.34%) cases were suspected positive, 282 (4.72%) cases were positive; 84 (1.41%) were screened for mammography, 18 (21.43%) cases were suspected positive and 6 (7.14%) cases were positive; and the detection rate of breast cancer was 66.96/ 100 000 (4/5 974). There were statistically significant differences in the positive rate of clinical breast cancer screening by breast ultrasonography and breast ultrasonography supplemented with mammography among different age groups (all P < 0.05). Conclusions:Breast cancer screening in Qinba area has achieved some good results. The screening mode of physical examination combined with breast ultrasound supplemented with mammography is suitable for this area, but the compliance of the population is poor. The scientific awareness of breast cancer in rural women should be improved.
7.Location, Pattern and Prognosis of Tumor Metastasis in Dead Patients with Colorectal Cancer
Jia-ming ZHOU ; Xiao-feng WU ; Yuan-hui WU ; Xiao-qiong CHEN ; Shu-yun TAN ; Tuo-yang LI ; Xue-bin SHI ; Mei-jin HUANG
Journal of Sun Yat-sen University(Medical Sciences) 2022;43(2):289-296
ObjectiveIn the past, many studies have reported the mode of colorectal cancer(CRC) metastasis, but there is still a lack of research based on long-term follow-up and death as the end point to summarize the location, mode and related survival data of CRC metastasis. MethodsThe data of 373 dead patients with colorectal cancer in the Sixth Affiliated Hospital of Sun Yat-sen University were reviewed, and the location, mode, incidence and survival data of tumor metastasis were statistically analyzed. Results334 patients (89.5%) died of tumor related death. The liver metastasis rate was 51.5%, the lung metastasis rate was 40.4%, and the peritoneal metastasis rate was 55.7%. The number of patients with liver, lung or peritoneal metastasis only was 27 (8%), 21 (6.3%) and 63 (18.9%) respectively. The prognosis of patients with simple lung metastasis was better (P<0.01). There were 66 patients (19.7%) with simultaneous metastasis of liver, lung and peritoneum, and the prognosis was the worst (P<0.01). ConclusionNot all dead colorectal cancer patients have simultaneous metastasis of liver, lung and peritoneum. There are differences in the location and mode of metastasis in different patients, which is related to survival.
8.Short-term efficacy of intense pulsed light for the comprehensive treatment of blepharokeratoconjunctivitis
Xiao-Juan HU ; Li-Li LU ; Si-Tuo LIANG ; Xin ZHANG ; Gui-Zhen ZHAO ; Qing-Hua ZHANG
International Eye Science 2022;22(12):2038-2043
AIM: To investigate the short-term efficacy of intense pulsed light(IPL)for the comprehensive treatment of blepharokeratoconjunctivitis(BKC).METHODS: A total of 66 patients(66 eyes)diagnosed with BKC in Cangzhou Aier Eye Hospital from December 2020 to December 2021 were selected(All selected the more severe eye for research). They were divided into two groups according to the different clinical treatment, with 30 cases(30 eyes)in control group and 36 cases(36 eyes)in treatment group. Both groups were administrated for 1wk(0.1% fluorometholone eye drops, 0.3% sodium hyaluronate eye drops and tobramycin dexamethasone eye ointment). Ocular surface state was taken as the baseline level. The control group continued to receive drugs(0.1% fluorometholone eye drops and 0.3% sodium hyaluronate eye drops), while the treatment group is required to undergo regular IPL in the hospital on the basis of drug treatment(atomization fumigation+IPL+meibomian gland massage + meibomian margin cleaning+cold compress), once every 2wk, for a total of 4 times. The patients in both groups were followed up at 1wk after drug treatment, before the first IPL treatment(V1), before the third treatment(V2)of IPL, and at 2wk after the fourth treatment(V3)of IPL, respectively. Data including ocular surface disease index(OSDI), the morphology of meibomian margin under the slit lamp, the nature of meibomian gland(MG)secretion, the difficulty of excretion of MG secretion, non-invasive tear film break-up time(NIBUT), red eye index and corneal fluorescent staining were collected. Moreover, the best corrected visual acuity(BCVA), intraocular pressure, anterior segment and fundus were examined to observe the occurrence of complications.RESULTS: There was no statistically significant difference in the indexes of the patients in both groups before treatment, including OSDI, morphology of meibomian margin, nature of MG secretion, the difficulty of excretion of MG secretion, NIBUT, ocular surface hyperemia and corneal fluorescein sodium staining(P>0.05). In V2 and V3, the indexes of the patients in both groups, including OSDI, morphology of meibomian margin, nature of MG secretion, the difficulty of excretion of MG secretion, ocular surface hyperemia and corneal fluorescein sodium staining, were lower than those before treatment(V1), while the NIBUT was longer than that before treatment, the differences were statistically significant(all P<0.05). There was difference between the groups(P<0.05). Those indexes improved more obvious in the treatment group. No obvious complications occurred in all patients.CONCLUSION: IPL comprehensive treatment have better effect on reducing the inflammation of ocular surface, and improving the function of MG, and it can be used as a new option for physical therapy of BKC.
9.Living fossils unearthed by blasting human chromosomes with Neanderthal mtDNA
ZHANG Jia ; ZHOU Cuilan ; XIAO Li ; TUO Qinhui ; PENG Cuiying ; GUO Zifen ; LIAO Duanfang ; LI Kai
Digital Chinese Medicine 2022;5(3):236-241
The successful retrieval of ancient mitochondrial DNA (mtDNA) from Neanderthals provides powerful experimental evidence that clarifies the arguments between the out-of-Africa and multiregional models of evolution. However, the lack of nuclear DNA from Neanderthal fossils and mtDNA of early modern human fossils dating back to approximately the same time in the Pleistocene constitutes a limitation that may compromise the significance of mtDNA phylogenetic analysis. In this report, we introduce a mitochromic analysis using Neanderthal mtDNA as a foreign transgene and humans as a naturally occurring transgenic species. Forty Neanderthal mtDNA retrievable nuclear fragments were identified by blasting human genome data with Neanderthal mtDNA. Five of the 40 fragments exhibited higher correlation with Neanderthal mtDNA than those with modern human mtDNA. Furthermore, these five nuclear fragments harbor Neanderthal mtDNA-unique haplotypes. Based on the 98%+ identity between Neanderthal and modern human mtDNA when compared by groups, we suggest that some of the modern human nuclear fragments retrieved using Neanderthal mtDNA may aid in decoding Neanderthal genetic information, and also may simultaneously demonstrate a close genetic evolutionary relationship between modern humans and Neanderthals.
10.Choice and application of time scale selection for Cox proportional hazards regression model in cohort studies
Zhuoying LI ; Qiuming SHEN ; Jiayi TUO ; Dandan TANG ; Yuxuan XIAO ; Longgang ZHAO ; Yongbing XIANG
Chinese Journal of Epidemiology 2022;43(12):2002-2007
Cox proportional hazards regression model (Cox model) is the most commonly used multivariate approach in time-to-event data analysis. A vital issue in fitting Cox model is choosing the appropriate time scale related to the occurrence of the outcome events. However, few domestic studies have focused on selecting and applying time scales for Cox model in the analysis of cohort study data. This study briefly introduced and compared several time scales in the reports from literature; and used data from the Shanghai Women's Health Study to illustrate the impact of different time scales on data analysis results, using the association between central obesity and the risk of liver cancer as an example. On this basis, several suggestions on selecting time scales in Cox model are proposed to provide a reference for the analysis of cohort study data.

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