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.Mechanism of nuclear protein 1 in the resistance to axitinib in clear cell renal cell carcinoma.
Yun Chong LIU ; Zong Long WU ; Li Yuan GE ; Tan DU ; Ya Qian WU ; Yi Meng SONG ; Cheng LIU ; Lu Lin MA
Journal of Peking University(Health Sciences) 2023;55(5):781-792
OBJECTIVE:
To explore the potential mechanism of resistance to axitinib in clear cell renal cell carcinoma (ccRCC), with a view to expanding the understanding of axitinib resistance, facilitating the design of more specific treatment options, and improving the treatment effectiveness and survival prognosis of patients.
METHODS:
By exploring the half maximum inhibitory concentration (IC50) of axitinib on ccRCC cell lines 786-O and Caki-1, cell lines resistant to axitinib were constructed by repeatedly stimulated with axitinib at this concentration for 30 cycles in vitro. Cell lines that were not treated by axitinib were sensitive cell lines. The phenotypic differences of cell proliferation and apoptosis levels between drug resistant and sensitive lines were tested. Genes that might be involved in the drug resistance process were screened from the differentially expressed genes that were co-upregulated in the two drug resistant lines by transcriptome sequencing. The expression level of the target gene in the drug resistant lines was verified by real-time quantitative polymerase chain reaction (RT-qPCR) and Western blot (WB). The expression differences of the target gene in ccRCC tumor tissues and adjacent tissues were analyzed in the Gene Expression Profiling Interactive Analysis (GEPIA) public database, and the impact of the target gene on the prognosis of ccRCC patients was analyzed in the Kaplan-Meier Plotter (K-M Plotter) database. After knocking down the target gene in the drug resistant lines using RNA interference by lentivirus vector, the phenotypic differences of the cell lines were tested again. WB was used to detect the levels of apoptosis-related proteins in the different treated cell lines to find molecular pathways that might lead to drug resistance.
RESULTS:
Cell lines 786-O-R and Caki-1-R resistant to axitinib were successfully constructed in vitro, and their IC50 were significantly higher than those of the sensitive cell lines (10.99 μmol/L, P < 0.01; 11.96 μmol/L, P < 0.01, respectively). Cell counting kit-8 (CCK-8) assay, colony formation, and 5-ethynyl-2 '-deoxyuridine (EdU) assay showed that compared with the sensitive lines, the proliferative ability of the resistant lines decreased, but apoptosis staining showed a significant decrease in the level of cell apoptosis of the resistant lines (P < 0.01). Although resistant to axitinib, the resistant lines had no obvious new replicated cells in the environment of 20 μmol/L axitinib. Nuclear protein 1 (NUPR1) gene was screened by transcriptome sequencing, and its RNA (P < 0.0001) and protein expression levels significantly increased in the resistant lines. Database analysis showed that NUPR1 was significantly overexpressed in ccRCC tumor tissue (P < 0.05); the ccRCC patients with higher expression ofNUPR1had a worse survival prognosis (P < 0.001). Apoptosis staining results showed that knockdown ofNUPR1inhibited the anti-apoptotic ability of the resistant lines to axitinib (786-O, P < 0.01; Caki-1, P < 0.05). WB results showed that knocking downNUPR1decreased the protein level of B-cell lymphoma-2 (BCL2), increased the protein level of BCL2-associated X protein (BAX), decreased the protein level of pro-caspase3, and increased the level of cleaved-caspase3 in the resistant lines after being treated with axitinib.
CONCLUSION
ccRCC cell lines reduce apoptosis through theNUPR1 -BAX/ BCL2 -caspase3 pathway, which is involved in the process of resistance to axitinib.
Humans
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Carcinoma, Renal Cell/metabolism*
;
Axitinib/pharmacology*
;
Kidney Neoplasms/metabolism*
;
bcl-2-Associated X Protein
;
Nuclear Proteins
;
Cell Line, Tumor
;
Apoptosis
;
Cell Proliferation
4.Preparation of thermoresponsive micelles loaded with indocyanine green and doxorubicin for combined therapy in MCF-7 cells
Ling ZONG ; An-ran YUAN ; Yao ZHU ; Yun-shuang GU ; Yan-ru GE ; Song SHEN
Acta Pharmaceutica Sinica 2018;53(7):1169-1176
In this study, the thermoresponsive micelles were synthesized with random copolymerization method and the photosensitizer indocyanine green (ICG) was loaded on micelles through the physical adsorption. The light energy was converted into heat energy to increase the temperature after irradiation with near-infrared light. When the phase transition temperature was reached, the micelle was disassembled and the targeted therapy was achieved. The nanoparticles were characterized with a transmission electron microscopy, Fourier transform infrared spectrometer, nuclear magnetic resonance spectrometer and other characterization were used to investigate. The critical micelle concentration (CMC), upper critical solution temperature, the photothermal properties of the carrier and the release of drug triggered by light were investigated after the doxorubicin (DOX) loaded. The carrier was evaluated for toxicity, cellular uptake, the effect of photothermal, the combination of photothermal and chemotherapy; the p(AAm-co-AN)-g-PEG (PAAP) was spherical in shape with a particle size of about 45 nm and a phase transition temperature was about 43℃. The critical micelle concentration was 24 μg·mL-1. The particle size increased to 88 nm after loaded with ICG and DOX which the photothermal effect was obvious. The cumulative release of the drug under the irradiation of near-infrared light (808 nm, 2 W·cm-2, 2 min·h-1) was increased to 59.4% (pH 5.0) after 5 h. The results of the cell experiment indicated that ICG-PAAP was almost non-toxic and uptaken by the lysosomal pathway. The cell killing effect was stronger with combination of chemotherapy (DOX as 20 μg·mL-1) with more than 70% of the cells killed. The results showed that the prepared micelle with low toxicity was thermoresponsive and could be used in combined therapy of tumor under the irradiation of near-infrared light.
5.Clinical features and MYO5B mutations of a family affected by microvillus inclusion disease.
Ying CHENG ; Hong LIANG ; Na-Li CAI ; Li GUO ; Yu-Ge HUANG ; Yuan-Zong SONG
Chinese Journal of Contemporary Pediatrics 2017;19(9):968-974
Microvillus inclusion disease (MVID) is an autosomal recessive disorder caused by biallelic mutations in the MYO5B or STX3 gene. Refractory diarrhea and malabsorption are the main clinical manifestations. The aim of this study was to investigate the clinical features and MYO5B gene mutations of an infant with MVID. A 21-day-old female infant was referred to the hospital with the complaint of diarrhea for 20 days. On physical examination, growth retardation of the body weight and length was found along with moderately jaundiced skin and sclera. Breath sounds were clear in the two lungs and the heart sounds were normal. The abdomen was distended and the veins in the abdominal wall were observed. The liver and spleen were not palpable. Biochemical analysis revealed raised serum total bile acids, bilirubin, transaminases and γ-glutamyl transpeptidase while decreased levels of serum sodium, chloride, phosphate and magnesium. Blood gas analysis indicated metabolic acidosis. The preliminary diagnosis was congenital diarrhea, and thus parenteral nutrition was given along with other symptomatic and supportive measures. However, diarrhea, metabolic acidosis and electrolyte disturbance were intractable, and the cholestatic indices, including transaminases, γ-glutamyl transpeptidase, bilirubin and total bile acids, remained at increased levels. One month later, the patient was discharged and then lost contact. On genetic analysis, the infant was proved to be a compound heterozygote of the c.310+2Tdup and c.1966C>T(p.R656C) variants of the gene MYO5B, with c.310+2Tdup being a novel splice-site mutation. MVID was thus definitely diagnosed.
Female
;
Humans
;
Infant, Newborn
;
Malabsorption Syndromes
;
diagnosis
;
genetics
;
Microvilli
;
genetics
;
pathology
;
Mucolipidoses
;
diagnosis
;
genetics
;
Mutation
;
Myosin Heavy Chains
;
genetics
;
Myosin Type V
;
genetics
6.Xinfeng capsule for the treatment of rheumatoid arthritis patients with decreased pulmonary function--a randomized controlled clinical trial.
Lei WAN ; Jian LIU ; Chuan-bing HUANG ; Yuan WANG ; Xi CHEN ; Wan-dong ZHANG ; Gui-zhen WANG ; Hai-xia FAN ; Yao GE ; Rui-lian CHEN ; Yun-xiang CAO ; Rui-kai ZONG ; Tian-yang LIU
Chinese journal of integrative medicine 2016;22(3):168-176
OBJECTIVETo determine the effectiveness and safety of Xinfeng Capsules (XFC) for the treatment of rheumatoid arthritis (RA) patients with decreased pulmonary function.
METHODSThis was a randomized controlled clinical trial of 80 RA patients. Participants were assigned to the trial group (40 cases) and the control group (40 cases) by block randomization. The trial group was treated with XFC, three pills each time three times daily for 2 months. The control group was treated with tripterygium glycoside (TPT), two pills each time three times daily for 2 months. Both groups were followed up after 2 months. The clinical effects, changes in joint and pulmonary function, and quality of life before and after treatment were observed; safety indices were also evaluated.
RESULTSPain, swelling, tenderness, and duration of morning stiffness of joints were obviously decreased after treatment in both the trial and the control groups compared with baseline (P<0.01). Compared with before treatment, hand grip strength increased significantly after treatment in the trial group (P=0.0000); pulmonary function parameters such as forced expiratory volume in the first second of expiration/forced vital capacity (FEV1/FVC), 50% of the expiratory flow of forced vital capacity (FEF50), carbon monoxide diffusing capacity (DLco) were increased (P<0.01 or P<0.05); measures of quality of life such as role-physical, body pain, vitality and mental health were also improved after treatment in the trial group (all P<0.05). Joint swelling in the trial group decreased compared with the control group (P=0.0043), while hand grip strength was increased after treatment (P=0.0000). The increase in FEF50, DLco, and the dimensions of quality of life such as vitality and mental health were all significantly greater in the trial group than the control group (P<0.05 or P<0.01).
CONCLUSIONSXFC not only relieved joint pain in RA patients, but also significantly improved the ventilation and diffusion function of the lungs. Therefore, XFC could improve the whole body function and enhance the quality of life of RA patients.
Adult ; Aged ; Arthritis, Rheumatoid ; blood ; drug therapy ; pathology ; physiopathology ; Blood Sedimentation ; C-Reactive Protein ; Capsules ; Drugs, Chinese Herbal ; therapeutic use ; Female ; Humans ; Joints ; pathology ; Male ; Middle Aged ; Quality of Life ; Respiratory Function Tests ; Surveys and Questionnaires ; Treatment Outcome
7.Effect of Xinfeng Capsule on lung function in rats with adjuvant-induced arthritis and its mechanism.
Lei WAN ; Jian LIU ; Chuan-Bing HUANG ; Yuan WANG ; Xi SHEN ; Wandong ZHANG ; Guizheng WANG ; Haixia FAN ; Yao GE ; Ruilian CHEN ; Yunxiang CAO ; Ruikai ZONG
Journal of Zhejiang University. Medical sciences 2013;42(4):418-425
OBJECTIVETo investigate the effects of Xinfeng Capsule (XFC) on pulmonary function and related mechanism in adjuvant-induced arthritis (AA) rats.
METHODSThe rats were randomly divided into five groups: normal control (NC), model control (MC) groups, methotrexate (MTX), tripterygium glycosides tablet (TPT) and Xinfeng capsule (XFC) treatment groups. The adjuvant-induced arthritis model was established by intracutaneous injection of 0.1 mL Freund ' s complete adjuvant in the right paw of rats; the drugs were given 19 d after model establishment. The toe swelling degree (E), arthritis index (AI), pulmonary function, peripheral blood Treg levels, pathological changes of lung tissue and expression of Foxp3, TGF-β1, Smad3, Smad7 proteins in lung tissue were measured 30 d after drug administration.
RESULTSCompared to NC group, the levels of E, AI, alveolitis score, TGF-β1 and Smad3 were significantly increased (P <0.05 or P <0.01); maximum expiratory flow 25% of vital capacity (FEF25),50% maximal expiratory vital capacity flow (FEF50), maximum expiratory flow at 75% of vital capacity (FEF75), maximum mid-expiratory flow (MMF), force peak expiratory flow (PEF), CD4+ CD25+ Treg, Foxp3 and Smad7 were significantly decreased in MC group (P <0.05 or P < 0.01). Compared to MC group,the expression of E, AI, TGF-β1 and Smad3 were reduced, while FEF50, FEF75, MMF, PEF, Treg, Foxp3 and Smad7 were elevated in XFC group (P <0.05 or P <0.01). Compared to XFC group, the level of body mass,FEF25,FEF50, FEF75, MMF and Treg were lower in MTX and TPT groups (P <0.05 or P <0.01).
CONCLUSIONThere are inflamed joints and reduced pulmonary function in rats of adjuvant-induced arthritis. XFC can inhibit paw edema degrees, reduce arthritis response, and improve pulmonary function, which is associated with up-regulating expression of Treg and Foxp3, down-regulating the expression of TGF-β1 and adjusting TGF-β1/Smads signal pathway.
Animals ; Arthritis, Experimental ; drug therapy ; metabolism ; physiopathology ; Capsules ; Drugs, Chinese Herbal ; therapeutic use ; Forkhead Transcription Factors ; metabolism ; Lung ; drug effects ; pathology ; physiopathology ; Male ; Rats ; Rats, Wistar ; Smad3 Protein ; metabolism ; Smad7 Protein ; metabolism ; T-Lymphocytes, Regulatory ; metabolism ; Transforming Growth Factor beta1 ; metabolism
8.Identification of differentially expressed microRNAs by microarray: a possible role for microRNAs gene in medulloblastomas.
Wei LIU ; Yan-hua GONG ; Teng-fei CHAO ; Xiao-zhong PENG ; Jian-gang YUAN ; Zhen-yu MA ; Ge JIA ; Ji-zong ZHAO
Chinese Medical Journal 2009;122(20):2405-2411
BACKGROUNDMicroRNAs (miRNAs) are small noncoding regulatory RNAs whose aberrant expression may be observed in many malignancies. However, few data are yet available on human primary medulloblastomas. This work aimed to identify that whether miRNAs would be aberrantly expressed in tumor tissues compared with non-tumorous cerebellum tissues from same patients, and to explore a possible role during carcinogenesis.
METHODSA high throughput microRNA microarray was performed in human primary medulloblastoma specimens to investigate differentially expressed miRNAs, and some miRNAs were validated using real-time quantitative RT-PCR method. In addition, the predicted target genes for the most significantly down- or up-regulated miRNAs were analyzed by using a newly modified ensemble algorithm.
RESULTSNine miRNA species were differentially expressed in medulloblastoma specimens versus normal non-tumorous cerebellum tissues. Of these, 4 were over expressed and 5 were under expressed. The changes ranged from 0.02-fold to 6.61-fold. These findings were confirmed using real-time quantitative RT-PCR for most significant deregulated miRNAs (miR-17, miR-100, miR-106b, and miR-218) which are novel and have not been previously published. Interestingly, most of the predicted target genes for these miRNAs were involved in medulloblastoma carcinogenesis.
CONCLUSIONSMiRNAs are differentially expressed between human medulloblastoma and non-tumorous cerebellum tissue. MiRNAs may play a role in the tumorigenesis of medulloblastoma and maybe serve as potential targets for novel therapeutic strategies in future.
Adolescent ; Child ; Child, Preschool ; Female ; Humans ; Male ; Medulloblastoma ; genetics ; MicroRNAs ; genetics ; metabolism ; Oligonucleotide Array Sequence Analysis ; Reverse Transcriptase Polymerase Chain Reaction
9.Histological changes and ICAM-1 and TMMP-9 expressions in the internal carotid arteries of patients with moyamoya disease
Li-Jiang HAN ; Ji-Zong ZHAO ; Yi-Lin SUN ; Yuan-Li ZHAO ; Dong ZHANG ; Ge YUAN ; Nang JI ; Yong-Ji TIAN ; Tong REN
Chinese Journal of Neuromedicine 2009;8(9):889-892
Objective To observe the histopathological and ultrastructural changes,alterations in the expressions of type Ⅳ collagenases(MMP-2 and MMP-9),the tissue inhibitors(TIMP-1 and TIMP-2)and intercellular adhesion molecule-1(ICAM-1)in the internal carotid arteries(ICAs)of patients with moyamoya disease(MD),and explore the pathogenesis of MD.Methods The bilateral ICAs were obtained during autopsy from two MD patients.HE staining and Weigert staining was used for histological observation,and transmission electron microscopy Was employed to observe the ultrastructure of the ICAS.The expression of ICAM-1 in the ICAs was detected using immunohistochemical staining,and the mRNA expressions of MMLP-2,MMP-9,TMP-1 and TIMP-2 were assayed using in situ hybridization.The ICA specimens from two patients died from non-vascular diseases were used as the control.Restilts HE staining revealed thinning of the ICAs of the MD patients with luminal stenosis,obstruction and calcification.Weigert staining identified fibrous thickening of the intima,thinning and fragmentation of the elastica interna(EI)and elastica externa(EE),degenerafion of the smooth muscle cells in the media,and thinning and local exfoliation of the adventitia.Immunohistochemistry showed ICAM-1 expression in the ICAs of both MD and control patients,but the MD patients exhibited a stronger ICAM-1 positivity in the ICAs localized primarily in the tunica intima.The ICA wall was positive for MMP-9 mRNA expression,which Was especially intense in the elastica intema,as shown by in situ hybfidization.Conslusions The high expression of MMP-9 and ICAM-1,destruction of the elastic layer and adventitia,and collapse of the vascular wall result in luminal stenosis or everi obstruction of the ICAs,which can be associated with the occuITence of MD.
10.Study of xenotransplantation of fetal pig skin precursor tissue.
Zheng-gen HUANG ; Jun WU ; Gao-xing LUO ; Wei-feng HE ; Cheng-jun GAN ; Shun-zong YUAN ; Xiong-fei JIA ; Jiang-lin TAN ; Xiao-juan WANG ; Liang-peng GE ; Hong WEI
Chinese Journal of Burns 2008;24(6):437-440
OBJECTIVETo select the optimal pregnancy time window of embryonic pig skin precursor tissue for xenotransplantation and study its ability in wound repair.
METHODSSkin precursor tissues were obtained from pig fetus of fetal age of 35, 42, 56, 70 days, and were minced into microskin and transplanted to dorsal wounds of BALB/c nude mice, then they were covered with residual skin after plastic surgery of patients or adult pig skin (white). The characteristics of growth and development were observed after transplantation. Pathological examination was performed on 6 and 12 post operation weeks respectively to observe the tissue structure and tumorigenicity.
RESULTSSkin precursor tissues from fetal pig survived and developed after transplantation, and the microskin fused. New tissue area from skin precursor tissues with fetal age of 42 days was (47 +/- 6) mm2, which was higher than that of 35 days (18 +/- 8 mm2), 56 days (31 +/- 12 mm2), 70 days (20 +/- 8 mm2, P < 0.05). The skin precursor developed into "intact skin" with hair, sebaceous glands and sweat glands, and melanocytes were also detected in epidermis. The newly-grown skin tissue included epidermal and dermal layer, and obvious dermal papillae. Teratoma was not found after transplantation in skin precursor tissue with fetal age of 56, 70 days.
CONCLUSIONFetal pig skin precursor tissue with fetal age of 56 days can be used to repair wound as xenotransplantation.
Animals ; Fetal Tissue Transplantation ; Fetus ; Gestational Age ; Mice ; Mice, Inbred BALB C ; Mice, Nude ; Skin Transplantation ; Swine ; Transplantation, Heterologous ; Wound Healing

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