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
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Female
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Tongue/diagnostic imaging*
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Adult
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Anemia/diagnosis*
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Middle Aged
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Face/diagnostic imaging*
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Young Adult
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Machine Learning
3.Macular microstructural changes in patients with rhegmatogenous retinal detachment after silicone oil tamponade evaluated by SD-OCT
Si-Tuo LIANG ; Xin ZHANG ; Chui-Pu KONG ; Hua ZHAO ; Li-Li LU ; Ya-Cong LIU ; Yan YANG ; Qing-Ya ZHAO
International Eye Science 2022;22(8):1381-1384
AIM:To evaluate the macular microstructural changes in patients with rhegmatogenous retinal detachment(RRD)after silicone oil tamponade by spectral-domain optical coherence tomography(SD-OCT).METHODS:From November 2019 to July 2021, 27 patients with 27 eyes in RRD who underwent vitrectomy combined with silicone oil tamponade in Cangzhou Aier Eye Hospital were enrolled in this study as the observation group, other 30 healthy volunteers with 30 eyes were included in the control group. The best corrected visual acuity(BCVA)of patients before and after operation were observed, and quantified evaluation of the postoperative macular microstructural changes were performed by SD-OCT.RESULTS: The BCVA(LogMAR)of the observation group at 1wk and 3mo after operation(0.61±0.23, 0.69±0.34)were improved compared with those before operation(1.43±0.77)(all P<0.01). The cube volume and average cube thickness in the macular area at 3mo after operation in the observation group were lower than those at 1wk and 1mo after operation in the control group(all P<0.05). There were no differences in the average ganglion cell-inner plexiform layer(GCIPL)thickness, minimum GCIPL thickness, average macular retinal nerve fiber layer(mRNFL)thickness and minimum mRNFL thickness at 1wk, 1 and 3mo after operation in the observation group, but all decreased compared with the control group(all P<0.01). There were 9 eyes with subretinal fluid(SRF)in the observation group during postoperative follow-up, SRF had a tendency to be gradually absorbed, but 1 eye had a secondary macular hole; 3 eyes had ellipsoid zone disruption, which had a tendency to be gradually repaired; 2 eyes had submacular perfluorocarbon liquid; 2 eyes had macular edema.CONCLUSION: SD-OCT can show the microstructure and morphological changes very well in macular area in patients with RRD after silicone oil tamponade, and has important clinical value for the preoperative and postoperative follow-up evaluation of RRD.
4.The molecular mechanism of the effect of benzoα pyrene on autophagy of molecular chaperones under simulated hypoxia
Fan YANG ; Nan LIN ; Sha-sha ZHANG ; Meng-di ZHANG ; Yu-xia HU ; Tu-ya BAI ; Xiao-li LÜ ; Jun LI ; Zhi-bin XIAO ; Tuo-ya AO-DUN ; Fu-hou CHANG
Acta Pharmaceutica Sinica 2020;55(11):2665-2673
In this study, the effect of benzo[
5.Determination of Electrocution Using Fourier Transform Infrared Microspectroscopy and Machine Learning Algorithm.
Ya TUO ; Shi Ying LI ; Ji ZHANG ; Kai Fei DENG ; Yi Wen LUO ; Qi Ran SUN ; He Wen DONG ; Ping HUANG
Journal of Forensic Medicine 2020;36(1):35-40
Objective To analyze the differences among electrical damage, burns and abrasions in pig skin using Fourier transform infrared microspectroscopy (FTIR-MSP) combined with machine learning algorithm, to construct three kinds of skin injury determination models and select characteristic markers of electric injuries, in order to provide a new method for skin electric mark identification. Methods Models of electrical damage, burns and abrasions in pig skin were established. Morphological changes of different injuries were examined using traditional HE staining. The FTIR-MSP was used to detect the epidermal cell spectrum. Principal component method and partial least squares method were used to analyze the injury classification. Linear discriminant and support vector machine were used to construct the classification model, and factor loading was used to select the characteristic markers. Results Compared with the control group, the epidermal cells of the electrical damage group, burn group and abrasion group showed polarization, which was more obvious in the electrical damage group and burn group. Different types of damage was distinguished by principal component and partial least squares method. Linear discriminant and support vector machine models could effectively diagnose different damages. The absorption peaks at 2 923 cm-1, 2 854 cm-1, 1 623 cm-1, and 1 535 cm-1 showed significant differences in different injury groups. The peak intensity of electrical injury's 2 923 cm-1 absorption peak was the highest. Conclusion FTIR-MSP combined with machine learning algorithm provides a new technique to diagnose skin electrical damage and identification electrocution.
Algorithms
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Animals
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Fourier Analysis
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Least-Squares Analysis
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Machine Learning
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Swine
6.Clinical effects of Qingrun Yangmu Oral Liquid combined with artificial tears on dry eye visual fatigue patients due to Liver-Kidney Yin Deficiency Syndrome
Hong-Jie MA ; Yan-Lin ZHENG ; Hong-Xia TUO ; Shang-Kun ZHOU ; Ya-Wei ZHI ; Yuan-Yuan LI
Chinese Traditional Patent Medicine 2018;40(5):1043-1049
AIM To investigate the clinical effects of Qingrun Yangmu Oral Liquid combined with artificial tears on dry eye visual fatigue patients due to Liver-Kidney Yin Deficiency Syndrome.METHODS Ninety patients (180 eyes) randomly and equally were divided into artificial tears group (0.1% Sodium Hyaluronate Eye Drops),oral liquid group (Qingrun Yangmu Oral Liquid) and combination group (0.1% Sodium Hyaluronate Eye Drops and Qingrun Yangmu Oral Liquid) underwent a ten-day course of treatment,and they had their subjective symptom score,tear secretory volume (Schirmer Ⅰ test,SIT),tear film break-up time (BUT),corneal fluorescein staining (CFS) score and visuognosis persistence observed prior to the treatment,and on the 1 lth,21st,30th days after the treatment.RESULTS All the aforementioned indices in the three groups were improved after the treatment,especially of the 11th day (P <0.01).Obvious changes of BUT,CFS score and visuognosis persistence at different time points,in the three groups were found as compared with those data prior to the treatment (P <0.05),so were the subjective symptom score and SIT in the oral liquid group and combination group (P < 0.05).The combination group displayed significantly better results than the other two groups (P < 0.05),which exhibited no obvious differences between the interventions of artificial tears and oral liquid (P > 0.05).A markedly higher total efficacy rate of combination group than the other two groups was achieved as well (P < 0.05).CONCLUSION For patients of dry eye visual fatigue due to Liver-Kidney Yin Deficiency Syndrome,Qingrun Yangmu Oral Liquid combined with artificial tears can relieve their symptoms in terms of tear secretory promotion and prolonged BUT.
7.PID1 based connection of insulin resistance to hepatocellular carcinogenesis
Ming XIANG ; Qian-Qian XU ; Sen-Lin LI ; Bao-Tian WANG ; Ya-Li TUO
Chinese Journal of Pharmacology and Toxicology 2018;32(4):316-316
OBJECTIVE To investigate the effect of phosphotyrosine interaction domain containing 1 (PID1, NYGGF4) onpromotion of IR and HCC, and explore its underlying mechanisms. METHODS Lentivirus were used to mediate the knockdown of PID1 in HFD induced IR mouse model as well as ob/ob mice. Intraperitoneal glucose and insulin tolerance were performed 4 weeks after lentivirus injection. Hydrodynamics-based transfection was applied to induce the liver specific overexpression of PID1. Flow cytometry was exerted to detect the proportion and function of immune cells.qRT-PCR and Western blot were used to detect the expression of downstream pathways of PID1. Liquid chromatography-mass spectrometry (LC-MS) and co-immunoprecipitation (Co-IP) were conducted to identify proteins interacting with PID1.Chromatin immunoprecipitation(ChIP)was operated to measure the modification of H3K4me3 of PID1 promoter.RESULTS PID1 restriction improved insulin resistance,hyperglycemia and fatty liver. Conversely, hepatic knockdown of PID1 attenuated liver xenografted tumor growth. Moreover,PID1 liver-specific protooncogenes via hydrodynamics-based transfection established a primary hepatocellular carcinoma mouse model,induced an immunosuppressive environment,with the reduction of CD3+,CD4+,CD8+T cells,retarded maturation of dendritic cells(DCs),pronounced differentiation of regulatory T cells(Tregs),and recruitment of MDSC.In addition,PID1 overexpression activated prolifer-ation related genes, promoted anti-inflammatory genes, suppressed pro-inflammatory genes, induced glycolysis and lipid metabolism genes to facilitate tumorigenesis in liver. Importantly, PID1 exerted its tumor-promoting function through binding to epidermal growth factor receptor(EGFR)and activation of downstream KRAS/ERK pathway.As such,PID1 exist trimethylation of histone H3 at lysine 4(H3K4me3) modification and IR up-regulated the expression of PID1 by activation the H3K4me3 modification. CONCLUSION PID1 is a new gene that exerts both liver cancer-promoting and insulin resistance inducing function.IR accelerates liver cancer development and progression partially dependent on the activation of PID1.
8.Effects of methionine enkephalin on immune enhancement by reducing myeloid derived suppressor cells and reprogramming liver metabolism in colon cancer mice
XIANG MING ; TUO YA-LI ; CHENG QI ; XU QIAN-QIAN ; CAO HUI ; FU RONG
Chinese Journal of Pharmacology and Toxicology 2017;31(10):973-974
OBJECTIVE To investigate enhanced immune function of methionine encephalin (MENK) and its anti-tumor mechanism in CT26 colon cancer mouse model. METHODS 3×106 CT26 cells were implanted subcutaneously in BALB/c mice. Four days after, MENK was peritoneally administrated at the concentration of 20 mg·kg-1 for 14 d. The percentage of MDSCs in bone marrow, spleen, blood, tumor and liver were detected by flow cytometry. Non- esterified fatty acid (NEFA), triglycerides (TG) and total cholesterol (T-CHO) in liver homogenate were tested by a NEFA test kit, a TG test kit and a T- CHO test kit respectively. qRT- PCR and Western blot were used to measure mRNA and protein levels of inflammation-, glycometabolsim- and lipometabolsim-associated indexes in liver. RESULTS MENK decreased percentages of MDSCs in bone marrow, spleen, blood and tumor in colon cancer mice. MENK-treated mice displayed elevated ratio of CD4+T and CD8+T cells in spleen as well as increased T and B lymphocytes proliferation. Meanwhile, MENK also ameliorated liver damage reflected by lower levels of GPT and GOT in serum and reduced risks of cancer- associated index including inflammation, high lipid and high glucose. Furthermore, MENK lowered down the levels of NEFA, TG and T- CHO in liver homogenate. MENK treatment decreased expression of p- STAT3, increased expression of p-AKT, IRS1 and Glut4 at protein level as well as reduced lipogenesis-associated genes and elevated glycolysis-associated genes in liver of tumor bearing mice. Also, abated expression of genes associated with MDSCs generation (M-CSF, GM-CSF, IL-6, IL-1β) and migration (S100A9, KC) was observed within shrunken subcutaneous tumor by MENK intervention. CONCLUSION MENK has the ability to strength immune function against colon cancer by reducing MDSCs and improving liver metabolism.
9.PID1, a new tumor-promoting gene in insulin resistance mediated acceleration of hepatocellular carcinoma development and progression
XIANG MING ; XU QIAN-QIAN ; XU NA ; ZHOU ZHONG-SHI ; TUO YA-LI ; TIAN CHENG
Chinese Journal of Pharmacology and Toxicology 2017;31(10):977-978
OBJECTIVE To investigate the effect of phosphotyrosine interaction domain containing 1 (PID1, NYGGF4) on promotion of IR and HCC, and explore its underlying mechanisms. METHODS Lentivirus were used to mediate the knockdown of PID1 in HFD induced IR mouse model as well as ob/ob mice. Intraperitoneal glucose and insulin tolerance were performed 4 weeks after lentivirus injection. Hydrodynamics-based transfection was applied to inducethe liver specific overexpression of PID1. Flow cytometry was exerted to detect the proportion and function of immune cells. qRT-PCR and Western blot were used to detect the expression of downstream pathways of PID1.Immunoprecipitation was used to determine the receptor of PID1. Chromatin immunoprecipitation (ChIP) was operated to measure the modification of H3K4me3 of PID1 promoter. RESULTS PID1 restriction improved insulin resistance, hyperglycemia and fatty liver. Conversely, hepatic knockdown of PID1 attenuated liver xenografted tumor growth. Moreover, PID1 liver- specific protooncogenes via hydrodynamics- based transfection established a primary hepatocellular carcinoma mouse model, induced an immunosuppressive environment, with the reduction of CD3 +, CD4 +, CD8 +T cells, retarded maturation of dendritic cells (DCs), pronounced differentiation of regulatory T cells (Tregs), and recruitment of MDSC. In addition, PID1 overexpression activated proliferation related genes, promoted anti- inflammatory genes, suppressed pro-inflammatory genes, induced glycolysis and lipid metabolism genes to facilitate tumorigenesis in liver. Importantly, PID1 exerted its tumor-promoting function through binding to epidermal growth factor receptor (EGFR) and activation of downstream MAPK pathway. As such, PID1 exist trimethylation of histone H3 at lysine 4 (H3K4me3) modification and IR up-regulated the expression of PID1 by activation the H3K4me3 modification. CONCLUSION PID1 is a new gene that exerts both liver cancer-promoting and insulin resistance inducing function. IR accelerates liver cancer development and progression partially dependent on the activation of PID1.
10.Application of retinal nerve fiber layer thickness detected by OCT in the diagnosis of primary open angle glaucoma and its relationship with mean defect of visual field
Ya-Li, WANG ; Qing-Song, WU ; Jia-Zhang, LI ; Tuo, LI
International Eye Science 2017;17(9):1716-1719
AIM:To investigate the application of retinal nerve fiber layer (RNFL) thickness detected by OCT in the diagnosis of primary open angle glaucoma (POAG) and its relationship with the mean defect of visual field.METHODS:A retrospective study was carried out.Totally 158 cases (158 eyes) of patients with POAG were selected as POAG group, including 81 cases in early stage, 47 cases in middle stage and 30 cases in late stage.At the same time, 50 cases of persons without eye related diseases were selected as the control group.The upper, lower, nasal and bitamporal RNFL thickness and mean defect of visual field were detected, and the patients with POAG were followed up for 3mo.RESULTS:The upper, lower, nasal and bitamporal RNFL in POAG group were thinner than those in the control, and the mean defect of visual field was higher than that in the control group at different time (P<0.05).There was no significant difference in RNFL thickness and mean defect of visual field between patients with early POAG and the control group (P>0.05).The RNFL thickness of various parts was higher than that in patients with middle and late POAG, and the mean defect of visual field was lower than that in patients with middle and late POAG (P<0.05).There was no significant difference in RNFL thickness of various parts and mean defect of visual field in POAG group at different time (P>0.05).Pearson correlation analysis showed that the upper, lower, nasal and bitamporal RNFL thickness was negatively correlated with the mean defect of visual field (r=-0.719,-0.615,-0.681,-0.518, P<0.05).CONCLUSION:OCT can monitor the change of RNFL thickness in patients with POAG, and has a negative correlation with mean defect of visual field, which can be used for early diagnosis of POAG.

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