1.Automated Echocardiographic Measurement of Left Ventricular Ejection Fraction Based on Foundation Model in Computer Vision
Xintong WU ; Xiaolin DIAO ; Qi ZHAO ; Jiahui GENG ; Xiaoyuan GAO ; Zixing WANG ; Xin QUAN ; Zhenhui ZHU ; Wei ZHAO
Chinese Circulation Journal 2024;39(11):1092-1097
Objectives:To examine the feasibility of using foundation model in computer vision for echocardiographic left ventricular ejection fraction measurement. Methods:Based on the most extensive publicly accessible repository of echocardiographic loops,EchoNet-Dynamic,featuring 10024 recordings from individual patients,a foundation model in computer vision,VideoMAE V2,was fine-tuned,validated,tested using 7460,1288,and 1276 echocardiographic loops,respectively. Results:The mean absolute error between left ventricular ejection fraction measurements of VideoMAE V2 and expert's measurements was 3.94% (95%CI:3.79%-4.11%).The Pearson's correlation coefficient was 0.91 (95%CI:0.89-0.92).Additionally,VideoMAE V2 demonstrated exceptional accuracy in identifying patients with a left ventricular ejection fraction below 50%,achieving an AUC of 0.96 (95%CI:0.95-0.97). Conclusions:This study validates the feasibility of using foundation model in computer vision for measuring left ventricular ejection fraction in echocardiographic loops and lays the foundation for the development of a generalized multimodal automated interpretation system for echocardiography.
2.Analysis of clinicopathological and molecular abnormalities of angioimmunoblastic T-cell lymphoma.
Yun Fei SHI ; Hao Jie WANG ; Wei Ping LIU ; Lan MI ; Meng Ping LONG ; Yan Fei LIU ; Yu Mei LAI ; Li Xin ZHOU ; Xin Ting DIAO ; Xiang Hong LI
Journal of Peking University(Health Sciences) 2023;55(3):521-529
OBJECTIVE:
To analyze the clinicopathological features, molecular changes and prognostic factors in angioimmunoblastic T-cell lymphoma (AITL).
METHODS:
Sixty-one cases AITL diagnosed by Department of Pathology of Peking University Cancer Hospital were collected with their clinical data. Morphologically, they were classified as typeⅠ[lymphoid tissue reactive hyperplasia (LRH) like]; typeⅡ[marginal zone lymphoma(MZL)like] and type Ⅲ [peripheral T-cell lymphoma, not specified (PTCL-NOS) like]. Immunohistochemical staining was used to evaluate the presence of follicular helper T-cell (TFH) phenotype, proliferation of extra germinal center (GC) follicular dendritic cells (FDCs), presence of Hodgkin and Reed-Sternberg (HRS)-like cells and large B transformation. The density of Epstein-Barr virus (EBV) + cells was counted with slides stained by Epstein-Barr virus encoded RNA (EBER) in situ hybridization on high power field (HPF). T-cell receptor / immunoglobulin gene (TCR/IG) clonality and targeted exome sequencing (TES) test were performed when necessary. SPSS 22.0 software was used for statistical analysis.
RESULTS:
Morphological subtype (%): 11.4% (7/61) cases were classified as type Ⅰ; 50.8% (31/61) as type Ⅱ; 37.8% (23/61) as type Ⅲ. 83.6% (51/61) cases showed classical TFH immunophenotype. With variable extra-GC FDC meshwork proliferation (median 20.0%); 23.0% (14/61) had HRS-like cells; 11.5% (7/61) with large B transformation. 42.6% (26/61) of cases with high counts of EBV. 57.9% (11/19) TCR+/IG-, 26.3% (5/19) TCR+/IG+, 10.5% (2/19) were TCR-/IG-, and 5.3% (1/19) TCR-/IG+. Mutation frequencies by TES were 66.7% (20/30) for RHOA, 23.3% (7/30) for IDH2 mutation, 80.0% (24/30) for TET2 mutation, and 33.3% (10/30) DNMT3A mutation. Integrated analysis divided into four groups: (1) IDH2 and RHOA co-mutation group (7 cases): 6 cases were type Ⅱ, 1 case was type Ⅲ; all with typical TFH phenotype; HRS-like cells and large B transformation were not found; (2) RHOA single mutation group (13 cases): 1 case was type Ⅰ, 6 cases were type Ⅱ, 6 cases were type Ⅲ; 5 cases without typical TFH phenotype; 6 cases had HRS-like cells, and 2 cases with large B transformation. Atypically, 1 case showed TCR-/IG-, 1 case with TCR-/IG+, and 1 case with TCR+/IG+; (3) TET2 and/or DNMT3A mutation alone group (7 cases): 3 cases were type Ⅱ, 4 cases were type Ⅲ, all cases were found with typical TFH phenotype; 2 cases had HRS-like cells, 2 cases with large B transformation, and atypically; (4) non-mutation group (3 cases), all were type Ⅱ, with typical TFH phenotype, with significant extra-GC FDC proliferation, without HRS-like cells and large B transformation. Atypically, 1 case was TCR-/IG-. Univariate analysis confirmed that higher density of EBV positive cell was independent adverse prognostic factors for both overall survival (OS) and progression free survival(PFS), (P=0.017 and P=0.046).
CONCLUSION
Pathological diagnoses of ALTL cases with HRS-like cells, large B transformation or type Ⅰ are difficult. Although TCR/IG gene rearrangement test is helpful but still with limitation. TES involving RHOA, IDH2, TET2, DNMT3A can robustly assist in the differential diagnosis of those difficult cases. Higher density of EBV positive cells counts in tumor tissue might be an indicator for poor survival.
Humans
;
Epstein-Barr Virus Infections/genetics*
;
Herpesvirus 4, Human/genetics*
;
T-Lymphocytes, Helper-Inducer/pathology*
;
Immunoblastic Lymphadenopathy/pathology*
;
Lymphoma, T-Cell, Peripheral/pathology*
;
Receptors, Antigen, T-Cell
3.The correlation between age-related hearing loss and cognitive impairment.
Tong Xiang DIAO ; Ji Lei ZHANG ; Ni Shan CHEN ; Xin MA ; Li Sheng YU ; Hong Wei ZHENG ; Yuan Yuan JING ; Lin HAN ; Yi Xu WANG ; Lin SU ; Lin WANG ; Xue Shi LI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2021;56(2):187-192
4.Antioxidant and Antiapoptotic Polyphenols from Green Tea Extract Ameliorate CCl-Induced Acute Liver Injury in Mice.
Jian-Xin DIAO ; Jin-Ying OU ; Huan DAI ; Hai-Ye LI ; Wei HUANG ; He-Yu HUA ; Ting XIE ; Ming WANG ; Yun-Gao YANG
Chinese journal of integrative medicine 2020;26(10):736-744
OBJECTIVE:
To investigate the phenolic composition, antioxidant properties, and hepatoprotective mechanisms of polyphenols from green tea extract (GTP) in carbon tetrachloride (CCl)-induced acute liver injury mouse model.
METHODS:
High-performance liquid chromatography was used to analyze the chemical composition of the extract. Antioxidant activity of GTP was assessed by O, OH, DPPH, and ferric-reducing antioxidant power (FRAP) assay in vitro. Sixty Kunming mice were divided into 6 groups including control, model, low-, medium-, and high-doses GTP (200, 400, 800 mg/kg) and vitamin E (250 mg/kg) groups, 10 in each group. GTP and vitamin E were administered at a level of abovementioned doses twice per day for 7 days prior to exposure to a single injection of CCl. Hepatoprotective effects of GTP were evaluated in a CCl-induced mouse model of acute liver injury, using commercial enzyme linked immunosorbent assay kits, histopathological observation, terminal deoxynucleotidyl transferase-mediated dUTPNick-end labeling (TUNEL) assay and Western blot.
RESULTS:
GTP contained 98.56 µg gallic acid equivalents per milligram extract total polyphenols, including epicatechingallate, epigallocatechin gallate, epicatechin, and epigallocatechin. Compared with the model group, low-, medium-, or high doses GTP significantly decreased serum levels of alanine aminotransferase and aspartate transaminase (P<0.01). Histopathological observation confirmed that pretreatment of GTP prevented swelling and necrosis in CCl-exposed hepatocytes. Hepatoprotective effects of low-, medium-, and high-dose GTP were associated with eliminating free radicals and improving superoxide dismutase, catalase, and glutathione peroxidase activity in the liver. Additionally, low-, medium-, and high-dose GTP decreased cell apoptosis in the CCl-exposed liver (P<0.01). Phosphorylated nuclear factor kappa-B (NF-κB), p53, Bcl-2 associated x protein/B-cell lymphoma/leukemia-2 gene, cytochrome C, and cleaved caspase-3 levels were downregulated compared with the model group (P<0.01).
CONCLUSION
GTP achieves hepatoprotective effects by improving hepatic antioxidant status and preventing cell apoptosis through caspase-3-dependent signaling pathways.
5.Expression of macrophage migration inhibitory factor in experimental autoimmune myocarditis and the mechanism of resveratrol's therapeutic effect
Lin LIN ; Rui YAN ; Xin LIU ; Qing LI ; Jia-Yu DIAO ; Ming ZHANG ; Hu SHAN ; Jin WEI
Journal of Xi'an Jiaotong University(Medical Sciences) 2018;39(2):232-236
Objective To explore the expression of macrophage migration inhibitory factor(MIF)in rat hearts with experimental autoimmune myocarditis(EAM)and the possible mechanism of resveratrol's therapeutic effect.Methods Experimental myocarditis model was established by using porcine myocardial immunoglobulin. Twenty-four male 6-week-old Lewis rats were randomly divided into control group(Con),EAM model group(MC) and resveratrol treatment group(MC+ Res).All the rats were detected and compared in the cardiac function according to echocardiographic analysis,and the expression of MIF was detected by Western blot.The degree of myocardial injury was detected by HE staining and the degree of macrophage infiltration in the myocardium was detected by immunohistochemistry.Results In control group,there was no significant inflammatory infiltration or myocardial injury in the myocardium.Heavy local infiltration of macrophages,and dissolved and fractured myocardial fibers were observed in model group.Resveratrol significantly decreased macrophage density and myocardial injury in the heart(P< 0.05).Compared with those in control group,LVEDs were significantly increased(P<0.01)while LVEF and LVFS were markedly decreased in model group(P<0.01).Compared with model group,LVEDs were significantly decreased(P<0.05)while LVEF and LVFS were markedly increased in resveratrol group(P<0.05).The protein expression of MIF was markedly increased in rats of model group(P<0.01),but was decreased in resveratrol group compared with model groups(P< 0.05).Conclusion Increased expression of MIF may be involved in the pathogenesis of EAM.The therapeutic effect of resveratrol on EAM may be associated with down-regulated MIF expression and decreased macrophage infiltration.
8.Clinical effect of fire needle in treating vitiligo and its CLSM image characteristics
Yuyi WANG ; Qingchun DIAO ; Chunzhu NING ; Xin WEN ; Yin YU ; Wei XU ; Chunrong TAO
Chongqing Medicine 2018;47(9):1155-1157
Objective To evaluate the clinical effect of fire needle in treating vitiligo and the characteristics of vitiligo image by the confocal laser scanning microscope(CLSM).Methods The randomized self-controlled experiment design was adopted.Each patient selected two symmetric or adjacent white patches and randomly received the fire needle treatment or tacrolimus treatment. The duration of treatment was 3 months.The CLSM images of white patches were recorded before treatment and after 3,6 times of fire needle treatment.Results Among 41 cases of stable stage vitiligo,The effective rates of the fire needle group and tacrolimus group were 82.9% and 78.0% respectively,and the difference was not statistically significant(P>0.05).After fire needle treat-ment,dentritic melanin cells appeared,the pigment granules gradually appeared around the basal layer and corpora papillare,and formed the pigment ring.Conclusion Fire needle and tacrolimus have the similar effect in treating vitiligo,moreover CLSM can be used as the non-invasive,objective and reliable detection means of the recovery of vitiligo melanocyte.
9.Outcomes of Chimney and/or Periscope Techniques in the Endovascular Management of Complex Aortic Pathologies.
Zhi-Yuan WU ; Zuo-Guan CHEN ; Li MA ; Yong-Peng DIAO ; Yue-Xin CHEN ; Chang-Wei LIU ; Yue-Hong ZHENG ; Bao LIU ; Yong-Jun LI
Chinese Medical Journal 2017;130(17):2095-2100
BACKGROUNDThe chimney/periscope technique has been used to address complex aortic pathologies. This study aimed to report the outcomes and experiences of chimney and/or periscope grafts (CPGs) used in the endovascular management of complex aortic pathologies.
METHODSTwenty-two patients with complex aortic pathologies were retrospectively studied from January 2013 to August 2016 in two vascular centers of teaching hospitals. All patients were diagnosed using computed tomography angiography (CTA). The patients were followed up at postoperative 1, 3, 6, and 12 months and yearly thereafter with X-ray, ultrasound, and/or CTA.
RESULTSTwenty-two cases (17 males; mean age 60.7 ± 16.3 years) with complex aortic pathologies were analyzed. Nineteen patients underwent CPGs only, and the other three cases underwent the simultaneous implantation of chimney/periscope and fenestrated/scallop grafts. Twenty-six arteries were managed with forty CPGs during the procedures. Complete angiographies revealed two Type I endoleaks, one Type III endoleak, and one Type IV endoleak. Other intraoperative complications included brachial thrombosis, external iliac artery rupture, and left renal stenosis. The 30-day mortality was 0. The mean follow-up was 26.1 ± 10.1 months with a range of 2-39 months. During the follow-up, two Type I endoleaks and one Type IV endoleak were observed. One right renal stent occlusion occurred in the 5th month and turned patent after reintervention. Three patients died during the follow-up, one due to an aneurysm rupture as a Type I endoleak, and two due to myocardial infarction. The instant technical success was 96%. The primary and secondary patencies were 92% and 96%, respectively. The overall survival rates were 95%, 84%, and 84% at 12, 24, and 36 months, respectively. Stent migration was not observed in any patient.
CONCLUSIONSChimney/periscope techniques could be used to tackle complex aortic pathologies, but the indications must be strictly controlled, and additional experiences are required.
10.Walking Ability of an Unilateral Transfemoral Amputee with Four Kinds of Prosthetic Knee Joints
long Zi DIAO ; jun Xue CAO ; qin Yan WEI ; xin Xin MA
Chinese Journal of Rehabilitation Theory and Practice 2017;23(10):1216-1220
Objective To compare the walking abilities of an unilateral transfemoral amputee with four different prosthetic knee joints, to provide a reference for clinical prosthetic prescription. Methods An unilateral transfemoral amputee was asked to wear four kinds of pros-thetic knee joints, mechanical four-bar, pneumatic four-bar, hydraulic and intelligent prosthetic knee joints, and evaluated with Timed Up and Go Test, indoor 6-Minute Walk Test, Static Stand Balance Test and a 1000-meter Outdoor Walking Ability Test, wearing Intelligent De-vice for Energy Expenditure and Activity. Results The amputee consumed the least energy and walked the fastest with intelligent prosthetic knee joint. Conclusion There are some difference in walking ability with different prosthetic knee joints.

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