1.Construction of a Chinese Medicine Zhengsu Differentiation Model for Type 2 Diabetes Based on Deep Learning Multimodal Fusion
Zhihui ZHAO ; Yi ZHOU ; Weihong LI ; Zhaohui TANG ; Qiang GUO ; Rigao CHEN
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(4):908-918
Objective To construct a TCM Zhengsu differentiation model for type 2 diabetes based on deep learning and multimodal fusion,thus providing algorithmic support for full intelligence in TCM Zhengsu differentiation.Methods A total of 2585 patients with type 2 diabetes were recruited.Three experts were invited to perform the Zhengsu differentiation separately.Deep fully connected neural networks,U2-Net and ResNet34 networks were applied to construct the symptom-based differentiation model(S-Model)and the tongue image-based differentiation model(T-Model),respectively,while multimodal fusion techniques were employed to build the multimodal fusion model(TS-Model)with the above two as co-inputs.Finally,the prediction performance of the above models was compared by F1 value,accuracy,and recall.Results The predicted F1 values of the T-Model fluctuated from 0.000%to 86.726%,while those in the S-Model and TS-Model fluctuated from 0.000%to 97.826%and from 55.556%to 99.065%,respectively.A stable and high F1 value was found in the TS-Model.Conclusion The multimodal fusion technique was demonstrated to be applicable in the TCM Zhengsu differentiation model,which provided methodological support for developingof a fully intelligent Zhengsu differentiation model with high objective four diagnostic information.
2.A study on the dynamic and static functional connectivity changes of amygdala subregions in patients with bilateral idiopathic tinnitus and hearing loss based on fMRI
Yue SHI ; Lanyue CHEN ; Yi ZHANG ; Xiaobo MA ; Wei LI ; Xiaoxia QU ; Qian WANG ; Yantao NIU ; Zhaohui LIU
Chinese Archives of Otolaryngology-Head and Neck Surgery 2024;31(9):574-579
OBJECTIVE To observe the changes of static functional connectivity(sFC) and dynamic functional connectivity(dFC) of amygdala subregions in patients with bilateral idiopathic tinnitus and hearing loss(TINHL). METHODS The resting-state functional magnetic resonance imaging(fMRI) data of 30 patients with bilateral tinnitus and hearing loss and 37 normal controls(NCs) were collected to analyze the intensity changes of sFC and dFC in 8 subregions of amygdala and the whole brain in TINHL patients. RESULTS There were no significant differences in age,sex and education between the two groups. Compared with the NCs group,the sFC intensity of the right basolateral subregion and right cerebellar peduncle 1 region,the left basolateral subregion and left orbital medial frontal gyrus and left angular gyrus in TINHL group was significantly decreased. The dFC intensity of left amygdalostriatal subregion and left precuneus in TINHL group was increased,but the dFC intensity was reduced in the left basolateral subregion and right angular gyrus as well as between the right superficial subregion and right medial orbital of superior frontal gyrus. CONCLUSION Among the 8 subregions of amygdala,the bilateral basolateral subregions,the left amygdalostriatal subregion and the right superficial region shown abnormal functional connectivity with other regions of the brain,which are the important parts of emotional abnormalities in TINHL.
3.Observation of corneal cell in diabetic patients using in vivo confocal microscopy
Lingrui MENG ; Wenqian CHEN ; Yi GAO ; Zi YE ; Zhaohui LI
International Eye Science 2024;24(5):664-670
In vivo confocal microscopy of the cornea is a non-invasive, rapid, and comprehensive technique for real-time, dynamic observation of all layers of the cornea. Confocal microscopy allows the examination of the morphology and cell density in the different layers of the cornea through direct visualization. With the increasing prevalence of diabetes, ocular complications have become common and have garnered more interest and in-depth research from clinical and scientific communities. This paper provides a comprehensive review of research progress made using in vivo confocal microscopy to observe various layers of cornea tissue in diabetic patients.
4.3D print-guided fenestration/branch stent treatment of abdominal aortic disease: a national multicenter retrospective study
Yuexue HAN ; Yi JIN ; Dongsheng FU ; Jianhang HU ; Jianfeng DUAN ; Lili SUN ; Mian WANG ; Hao YU ; Yiming SU ; Zhengdong HUA ; Zhidan CHEN ; Shikui GUO ; Zhaohui HUA ; Xiaoqiang LI ; Zhao LIU
Chinese Journal of General Surgery 2024;39(7):527-533
Objective:To study the application of 3D printing technology in multi-center fenestrated/branched endovascular repair (F/B-EVAR) for endovascular repair of abdominal aortic diseases.Methods:From Feb 2018 to Mar 2023, The clinical and followup data of 316 cases of abdominal aortic lesions undergoing repair with F/B-EVAR at 69 medical centers nationwide using 3D printing technology to guide physician-modified stent graft were retrospectively analyzed.Results:The mean follow-up time of the patients was 23 months (2-60 months), and 24 cases were lost to follow up, the follow-up rate was 92.4% (292/316), the mean postoperative hospitalization time was (8.2±4.9) days. A total of 944 main abdominal branch arteries were reconstructed. Intraoperative reconstruction of 11 branches failed, with a success rate of 98.8% (933/944). Within 30 days after surgery, 8 patients died (2.5%), and 6 patients died during follow-up, a total of 14 patients died (4.4%). There were 11 cases (3.5%) of spinal cord ischemia and no patient suffered from permanent paraplegia. There were 19 patients (6.0%) with postoperative renal function injury. Internal leakage was found in 26 patients, and the rate of internal leakage was 8.2%.Conclusion:3D printing technology can accurately locate the location of branch arteries, simplifing the surgical process, shortening the learning curve , and improving clinical efficacy.
5.Advancements in ophthalmological research on Waardenburg syndrome
Ruoxi LIU ; Yi FANG ; Zhaohui LI ; Fang YANG
Chinese Journal of Ocular Fundus Diseases 2024;40(7):560-563
Waardenburg syndrome is a rare genetic disease of auditory pigmentation. The main symptom is sensorineural hearing loss. Pigment disorders and other developmental defects in skin, hair, iris, fundus and other parts are specifically divided into four different subtypes, each of which corresponds to different pathogenic genes, which encode transcription factors and signaling molecules that play a key role in the development process of neural crest cells into melanocytes. Because there are multiple subtypes of Waardenburg syndrome, different subtypes exhibit different symptoms, signs and ocular manifestations. Patients with Waardenburg syndrome are often first treated in ENT head and neck surgery due to hearing loss. Lack of theoretical knowledge related to Waardenburg syndrome by ophthalmologists may lead to misdiagnosis or missed diagnosis. Although there are currently limited treatments for the disease, with the continuous development of gene therapy and hearing management methods, the future treatment prospects will be broader.
6.A real-world study of an ambulatory management model for vitrectomy surgery
Manqiao WANG ; Boshi LIU ; Bojie HU ; Zhaohui CHENG ; Jindong HAN ; Juping LIU ; Longli ZHANG ; Yan SHAO ; Yi SHI ; Xinjun REN ; Nan ZHANG ; Xiaorong LI
Chinese Journal of Ocular Fundus Diseases 2024;40(8):614-618
Objective:To evaluate changes in operational effectiveness after the implementation of ambulatory surgical management in pars plana vitrectomy (PPV).Methods:A retrospective clinical study. 17 528 surgeries in 10 895 eyes of 10 895 patients who underwent minimally invasive PPV on an ambulatory and/or inpatient basis at Tianjin Medical University Eye Hospital from August 2015 to June 2023 were included in this study. Among them, 5 346 eyes in 5 346 cases were male; 5 549 eyes in 5 549 cases were female. The age ranged from 0 to 95 years, with the mean age of (57.74±13.15) years. 6 381 surgeries in 3 615 eyes from August 2015 to December 2018 (the initial period of day surgery) were used as the control group; 11 147 surgeries in 7 280 eyes from January 2019 to June 2023 (the expanded period of day surgery) were used as the observation group. According to the management mode of ambulatory surgery, the observation group was subdivided into the decentralized management group (January 2019 to December 2020) and the centralized management group (January 2021 to June 2023), with 2 905 and 4 375 eyes and 4 646 and 6 501 surgeries, respectively. Changes in the percentage of day surgery, average hospitalization days, and average unplanned reoperation rate were compared. The Mann-Whitney U test was used to compare numerical variables between groups; the chi-square test or Fisher's exact test was used to compare categorical variables. Results:The number of cases of daytime PPV performed in the observation group and control group was 7 852 (70.44%, 7 852/11 147) and 24 (0.38%, 24/6 381) cases, respectively, and the average hospitalization days were 1 (1) and 5 (3) d. Compared with the control group, the observation group had a significantly higher percentage of day surgery ( χ2=8 051.01) and a considerably lower mean hospitalization day ( Z=4 536 844.50), and the differences were statistically significant ( P<0.000 1). The mean hospitalization days in the decentralized and centralized management groups were 2 (3) and 1 (0) d, respectively, and unplanned reoperations were 34 (0.73%, 34/4 646) and 171 (2.63%, 171/6 501) eyes, respectively. Compared with the decentralized management group, average hospitalization days was significantly lower ( Z=1 436.94) and unplanned reoperation rate was significantly higher ( χ2=54.10) were significantly lower in the centralized management group, both of which were statistically significant ( P<0.000 1). Conclusion:PPV ambulatory management model can significantly reduce the average hospitalization day, but also results in higher rates of unplanned reoperations.
7.Exploration of the Mechanism of Yangxue Qingnao Granules in the Treatment of Hypertension Based on Network Pharmacology and Molecular Docking
Jiawen SHI ; Lei HAO ; Yu WANG ; Zhipeng HUO ; Yiqian ZHANG ; Zhaohui SONG ; Yi HE
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(8):1206-1214
Objective To explore the mechanism of Yangxue Qingnao Granules(Siwu Decoction modified)in the treatment of hypertension based on network pharmacology and molecular docking.Methods The chemical composition analysis results of Yangxue Qingnao Granules in the early stage of the research group were used as the basis for the screening of active compounds.The oral bioavailability≥30%and drug-likeness≥0.18 were used as the screening conditions,and the blood components were supplemented in combination with the literature.TCMSP,chemical professional database and SWISS database were used to predict the targets of potential active compounds of Yangxue Qingnao Granules.Hypertension-related targets were obtained through GeneCards and DiGSeE databases.The intersection of the targets related to hypertension disease and the targets of the potential active compounds of Yangxue Qingnao Granules(common targets)is the potential target of Yangxue Qingnao Granules for the treatment of hypertension.The potential targets were matched with the potential active compounds of Yangxue Qingnao Granules to obtain the antihypertensive active compounds of Yangxue Qingnao Granules.PPI analysis was performed on the potential targets of serum brain granules in the treatment of hypertension through the STRING database,and the core targets were screened according to the degree value.The David database was used to analyze the GO function and KEGG pathway enrichment of the core targets.The core targets with the top six degrees were selected as the docking target proteins,and molecular docking verification was performed with the antihypertensive active compounds.Results A total of 32 potential active compounds,161 active compound targets and 1 539 hypertension-related targets were obtained.After intersection,88 potential targets(common targets)of Yangxue Qingnao Granules in the treatment of hypertension were obtained,involving 29 antihypertensive active compounds.PPI analysis screened 14 core targets:PPARG,ACHE,IL4,CCL2,JUN,NOS3,APP,IL1B,CAT,PTGS2,CASP3,TP53,TNF,IL6,involving 158 GO entries and 13 signaling pathways.Five key active ingredients,chlorogenic acid,rosmarinic acid,paeoniflorin catechinic acid and aloe emodin,were obtained by molecular docking,which were combined with PTGS2,CASP3,TNF,CAT,TP53 and IL6,respectively.Conclusion Yangxue Qingnao Granules may act on core targets such as PTGS2 and CASP3 through key active components such as chlorogenic acid and rosmarinic acid,regulate key pathways such as TNF signaling pathway,MAPK signaling pathway and Toll-like receptor signaling pathway,and play a role in the treatment of hypertension through anti-inflammatory effects.
8.Efficacy analysis of surgical combined with postoperative adjuvant therapy for T3 gallbladder carcinoma: a multicenter retrospective study
Facai YANG ; Jing HU ; Tianhang SU ; Zhimin GENG ; Kai ZHANG ; Jun DING ; Zhengqing LEI ; Bin YI ; Jingdong LI ; Zhaohui TANG ; Zhangjun CHENG ; Yinghe QIU
Chinese Journal of Surgery 2023;61(10):863-870
Objective:To explore the clinical value of adjuvant therapy in patients with T3 gallbladder cancer (GBC) who have undergone R0 resection.Methods:Clinical and pathological data from 415 patients with T3 GBC who underwent surgical treatment in 7 tertiary centers in China from January 2013 to December 2018 were collected,including 251 males and 164 females,aged (61±11)years (range: 26 to 88 years). Depending on whether to receive adjuvant therapy after radical resection,the patients were divided into the radical resection group alone (group A, n=358) and the radical resection combined with the postoperative adjuvant therapy group (group B, n=57). The general data of the two groups were matched 1∶1 by propensity score matching method,and the caliper value was 0.02.Clinicopathological characteristics,overall survival and disease-free survival of the two groups were compared.The Cox regression model was used for multivariate analysis,and patients with at least one or more independent risk factors were classified as high-risk clinicopathological subtypes. Subgroup analysis was performed to assess the clinical value of adjuvant therapy after radical resection in patients with high-risk clinicopathological subtypes. Results:After the matching,there were 42 patients in each of the two groups. The incidence of gallbladder cancer and the number of dissected lymph nodes in group B after cholecystectomy were higher than those in group A ( χ 2=9.224,2.570,both P<0.05). There were no significant differences in overall survival rate and disease-free survival rate between the two groups before and after matching (all P>0.05). The results of the univariate and multivariate analysis showed that CA19-9>39 U/ml,nerve invasion,tumor location (liver side or bilateral),TNM stage ⅢB to ⅣB ,poorly differentiated tumor were independent prognostic factors of overall survival and disease-free survival of patients with T3 stage gallbladder cancer (all P<0.05).Three hundred and twenty-nine patients(79.3%) had high-risk clinicopathological subtypes,and the median survival time after curative resection with and without adjuvant therapy was 17 months and 34 months respectively,and the 3-year and 5-year overall survival rates were respectively 40.0%,21.3% and 46.0%,46.0% ( χ 2=4.042, P=0.044);the median disease-free survival time was 9 months and 13 months,and the 3-year and 5-year disease-free survival rates were 23.4%,13.6% and 30.2%,18.2% ( χ 2=0.992, P=0.319). Conclusions:Postoperative adjuvant therapy following radical surgery did not yield significant improvements in the overall survival and disease-free survival rates of patients diagnosed with T3 gallbladder cancer. However, it demonstrated a significant extension in the overall survival rate for patients presenting high-risk clinicopathological subtypes.
9.Efficacy analysis of surgical combined with postoperative adjuvant therapy for T3 gallbladder carcinoma: a multicenter retrospective study
Facai YANG ; Jing HU ; Tianhang SU ; Zhimin GENG ; Kai ZHANG ; Jun DING ; Zhengqing LEI ; Bin YI ; Jingdong LI ; Zhaohui TANG ; Zhangjun CHENG ; Yinghe QIU
Chinese Journal of Surgery 2023;61(10):863-870
Objective:To explore the clinical value of adjuvant therapy in patients with T3 gallbladder cancer (GBC) who have undergone R0 resection.Methods:Clinical and pathological data from 415 patients with T3 GBC who underwent surgical treatment in 7 tertiary centers in China from January 2013 to December 2018 were collected,including 251 males and 164 females,aged (61±11)years (range: 26 to 88 years). Depending on whether to receive adjuvant therapy after radical resection,the patients were divided into the radical resection group alone (group A, n=358) and the radical resection combined with the postoperative adjuvant therapy group (group B, n=57). The general data of the two groups were matched 1∶1 by propensity score matching method,and the caliper value was 0.02.Clinicopathological characteristics,overall survival and disease-free survival of the two groups were compared.The Cox regression model was used for multivariate analysis,and patients with at least one or more independent risk factors were classified as high-risk clinicopathological subtypes. Subgroup analysis was performed to assess the clinical value of adjuvant therapy after radical resection in patients with high-risk clinicopathological subtypes. Results:After the matching,there were 42 patients in each of the two groups. The incidence of gallbladder cancer and the number of dissected lymph nodes in group B after cholecystectomy were higher than those in group A ( χ 2=9.224,2.570,both P<0.05). There were no significant differences in overall survival rate and disease-free survival rate between the two groups before and after matching (all P>0.05). The results of the univariate and multivariate analysis showed that CA19-9>39 U/ml,nerve invasion,tumor location (liver side or bilateral),TNM stage ⅢB to ⅣB ,poorly differentiated tumor were independent prognostic factors of overall survival and disease-free survival of patients with T3 stage gallbladder cancer (all P<0.05).Three hundred and twenty-nine patients(79.3%) had high-risk clinicopathological subtypes,and the median survival time after curative resection with and without adjuvant therapy was 17 months and 34 months respectively,and the 3-year and 5-year overall survival rates were respectively 40.0%,21.3% and 46.0%,46.0% ( χ 2=4.042, P=0.044);the median disease-free survival time was 9 months and 13 months,and the 3-year and 5-year disease-free survival rates were 23.4%,13.6% and 30.2%,18.2% ( χ 2=0.992, P=0.319). Conclusions:Postoperative adjuvant therapy following radical surgery did not yield significant improvements in the overall survival and disease-free survival rates of patients diagnosed with T3 gallbladder cancer. However, it demonstrated a significant extension in the overall survival rate for patients presenting high-risk clinicopathological subtypes.
10.Accuracy of optical surface-guided hypo-fractionated radiotherapy for intracranial metastasis with open face mask immobilization
Tantan LI ; Qingfeng LIU ; Tao ZHANG ; Ye ZHANG ; Wei ZHANG ; Huan CHEN ; Zhaohui LI ; Fukui HUAN ; Junlin YI
Chinese Journal of Radiation Oncology 2022;31(8):722-726
Objective:To investigate the feasibility of surface-guided hypo-fractionated radiotherapy for intracranial metastasis with open face mask immobilization.Methods:Nineteen patients treated with hypo- fractionated radiotherapy for intracranial metastasis in our hospital were included. Before the start of treatment, each patient underwent simulation with open face mask immobilization. During the treatment, cone-beam CT(CBCT)images were collected for verification each time. Laser-guided positioning was used for the first time in the treatment, and surface images were captured after six-dimensional position correction as the reference images for subsequent treatment. Subsequent treatment was randomly divided into laser-guided positioning group(LG, 85/F)and optical surface-guided positioning group(SG, 101/F). The six-dimensional error data of patients with two positioning methods were compared and expressed as mean ± standard deviation. Meanwhile, the correlation and consistency between the optical surface error data and the gold standard CBCT error data were compared in the laser-guided fraction. GraphPad Prism 6.0 software was used for data processing and mapping, and SPSS 21.software was used for mean analysis and normality test. Pearson correlation analysis was used to analyze the correlation, and Bland-Altman plot analysis was used to test the coincidence between two methods.Results:Compared with the laser-guided positioning, the 3D error of optical surface-guided positioning was reduced from(0.35±0.16)cm to(0.14±0.07)cm. The Pearson coefficient of correlation along all three directions was less than 0.01,R 2 was 0.91,0.70 and 0.78 on Lat, Lng and Vrt, and R 2 was 0.75,0.85 and 0.77 on Pitch, Roll and Rtn(all P<0.01), respectively. The measurement results of two methods were positively correlated. The Bland-Altman plot analysis showed that the 95% limits of agreement were within preset 3 mm tolerance([-0.29 cm, 0.19 cm], [-0.25 cm, 0.25 cm], [-0.27 cm, 0.19 cm]), and the 95% limits of agreement were within preset 3° tolerance(Pitch[-1.76°,1.76°], Roll[-1.54°,1.60°], ROT[-2.18°,1.69°]), indicating agreement between two methods. Conclusions:The optical surface-guided positioning can reduce the setup errors in the hypo-fractionated radiotherapy for intracranial metastasis with open face mask immobilization. The optical surface error and CBCT error have good correlation and agreement.

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