1.Development of an artificial intelligence-based automatic MRI scoring model for extramural vascular invasion in rectal cancer and its prognostic value
Haitao HUANG ; Yunrui YE ; Lifen YAN ; Yanfen CUI ; Lili FENG ; Huifen YE ; Yulin LIU ; Ying ZHU ; Zhongwei CHEN ; Zhenhui LI ; Ke ZHAO ; Zaiyi LIU ; Changhong LIANG
Chinese Journal of Radiology 2025;59(11):1267-1274
Objective:To develop an artificial intelligence (AI)-based automatic scoring model for magnetic resonance imaging-detected extramural vascular invasion (AI-mrEMVI) and evaluate its performance and prognostic value in patients with rectal cancer.Methods:In this multicenter retrospective cohort study, a total of 2 501 rectal cancer patients from seven centers between November 2012 and December 2020 were included and divided into completely independent training ( n=1 830) and validation ( n=671) cohorts. A nnUNet-based AI-mrEMVI scoring model was constructed. Manual mrEMVI scores assigned by two radiologists served as the reference standard for accessing the accuracy of the AI-mrEMVI scoring. Kaplan-Meier survival analysis and Cox regression were used to evaluate the prognostic stratification ability of the AI-mrEMVI scores. The concordance index (C-index) was calculated to evaluate prognostic performance. Results:In the validation cohort, the manual mrEMVI scores were 0-2 in 425 patients (63.3%), 3 in 89 (13.4%), and 4 in 157 (23.4%). The AI-mrEMVI model identified 0-2 in 375 patients (55.9%), 3 in 95 (14.2%), and 4 in 201 (30.0%), with an overall accuracy of 81.1% (544/671, 95% CI 77.9%-84.0%). The 3-year disease-free survival (DFS) rates for patients with AI-mrEMVI scores of 0-2, 3, and 4 were 85.2%, 70.0%, and 58.2%, respectively, and the 5-year overall survival (OS) rates were 87.2%, 81.6%, and 62.6%, respectively (DFS: χ2=48.74, P<0.001; OS: χ2=30.04, P<0.001). Multivariable Cox regression showed that for DFS, AI-mrEMVI scores of 3 and 4 were associated with hazard ratios ( HR) of 1.75 (95% CI 1.11-2.77, P=0.016) and 2.65 (95% CI 1.86-3.78, P<0.001), respectively. For OS, an AI-mrEMVI score of 4 was associated with an HR of 2.56 (95% CI 1.62-4.03, P<0.001). The C-index values of the AI-mrEMVI scoring model for predicting DFS and OS were 0.647 (95% CI 0.608-0.686) and 0.650 (95% CI 0.598-0.702), respectively. Conclusion:The proposed AI-mrEMVI automatic scoring model demonstrated high diagnostic accuracy and performed favorably in predicting DFS and OS prognostic risk in patients with rectal cancer.
2.Development of an artificial intelligence-based automatic MRI scoring model for extramural vascular invasion in rectal cancer and its prognostic value
Haitao HUANG ; Yunrui YE ; Lifen YAN ; Yanfen CUI ; Lili FENG ; Huifen YE ; Yulin LIU ; Ying ZHU ; Zhongwei CHEN ; Zhenhui LI ; Ke ZHAO ; Zaiyi LIU ; Changhong LIANG
Chinese Journal of Radiology 2025;59(11):1267-1274
Objective:To develop an artificial intelligence (AI)-based automatic scoring model for magnetic resonance imaging-detected extramural vascular invasion (AI-mrEMVI) and evaluate its performance and prognostic value in patients with rectal cancer.Methods:In this multicenter retrospective cohort study, a total of 2 501 rectal cancer patients from seven centers between November 2012 and December 2020 were included and divided into completely independent training ( n=1 830) and validation ( n=671) cohorts. A nnUNet-based AI-mrEMVI scoring model was constructed. Manual mrEMVI scores assigned by two radiologists served as the reference standard for accessing the accuracy of the AI-mrEMVI scoring. Kaplan-Meier survival analysis and Cox regression were used to evaluate the prognostic stratification ability of the AI-mrEMVI scores. The concordance index (C-index) was calculated to evaluate prognostic performance. Results:In the validation cohort, the manual mrEMVI scores were 0-2 in 425 patients (63.3%), 3 in 89 (13.4%), and 4 in 157 (23.4%). The AI-mrEMVI model identified 0-2 in 375 patients (55.9%), 3 in 95 (14.2%), and 4 in 201 (30.0%), with an overall accuracy of 81.1% (544/671, 95% CI 77.9%-84.0%). The 3-year disease-free survival (DFS) rates for patients with AI-mrEMVI scores of 0-2, 3, and 4 were 85.2%, 70.0%, and 58.2%, respectively, and the 5-year overall survival (OS) rates were 87.2%, 81.6%, and 62.6%, respectively (DFS: χ2=48.74, P<0.001; OS: χ2=30.04, P<0.001). Multivariable Cox regression showed that for DFS, AI-mrEMVI scores of 3 and 4 were associated with hazard ratios ( HR) of 1.75 (95% CI 1.11-2.77, P=0.016) and 2.65 (95% CI 1.86-3.78, P<0.001), respectively. For OS, an AI-mrEMVI score of 4 was associated with an HR of 2.56 (95% CI 1.62-4.03, P<0.001). The C-index values of the AI-mrEMVI scoring model for predicting DFS and OS were 0.647 (95% CI 0.608-0.686) and 0.650 (95% CI 0.598-0.702), respectively. Conclusion:The proposed AI-mrEMVI automatic scoring model demonstrated high diagnostic accuracy and performed favorably in predicting DFS and OS prognostic risk in patients with rectal cancer.
3.Research progress of abnormal bleeding in copper bearing intrauterine device
Shifu HU ; Wei XIA ; Changhong ZHU
Chinese Journal of Reproduction and Contraception 2021;41(8):702-704
The intrauterine device (IUD) is one of the widely used long-acting contraceptive methods for women, which has the advantages of safety, effectiveness, simplicity and economy. Although the IUD has many advantages, there are still some side effects that affect its use, especially abnormal bleeding occupies a large proportion. It is of great significance to study the mechanism of abnormal bleeding, which can provide theoretical basis and new ideas for the design and development of new IUDs. This article gives an overview of the research progress of abnormal bleeding in copper bearing IUD.
4.Research progress of abnormal bleeding in copper bearing intrauterine device
Shifu HU ; Wei XIA ; Changhong ZHU
Chinese Journal of Reproduction and Contraception 2021;41(8):702-704
The intrauterine device (IUD) is one of the widely used long-acting contraceptive methods for women, which has the advantages of safety, effectiveness, simplicity and economy. Although the IUD has many advantages, there are still some side effects that affect its use, especially abnormal bleeding occupies a large proportion. It is of great significance to study the mechanism of abnormal bleeding, which can provide theoretical basis and new ideas for the design and development of new IUDs. This article gives an overview of the research progress of abnormal bleeding in copper bearing IUD.
5.Unbiased transcriptomic analyses reveal distinct effects of immune deficiency in CNS function with and without injury.
Dandan LUO ; Weihong GE ; Xiao HU ; Chen LI ; Chia-Ming LEE ; Liqiang ZHOU ; Zhourui WU ; Juehua YU ; Sheng LIN ; Jing YU ; Wei XU ; Lei CHEN ; Chong ZHANG ; Kun JIANG ; Xingfei ZHU ; Haotian LI ; Xinpei GAO ; Yanan GENG ; Bo JING ; Zhen WANG ; Changhong ZHENG ; Rongrong ZHU ; Qiao YAN ; Quan LIN ; Keqiang YE ; Yi E SUN ; Liming CHENG
Protein & Cell 2019;10(8):566-582
The mammalian central nervous system (CNS) is considered an immune privileged system as it is separated from the periphery by the blood brain barrier (BBB). Yet, immune functions have been postulated to heavily influence the functional state of the CNS, especially after injury or during neurodegeneration. There is controversy regarding whether adaptive immune responses are beneficial or detrimental to CNS injury repair. In this study, we utilized immunocompromised SCID mice and subjected them to spinal cord injury (SCI). We analyzed motor function, electrophysiology, histochemistry, and performed unbiased RNA-sequencing. SCID mice displayed improved CNS functional recovery compared to WT mice after SCI. Weighted gene-coexpression network analysis (WGCNA) of spinal cord transcriptomes revealed that SCID mice had reduced expression of immune function-related genes and heightened expression of neural transmission-related genes after SCI, which was confirmed by immunohistochemical analysis and was consistent with better functional recovery. Transcriptomic analyses also indicated heightened expression of neurotransmission-related genes before injury in SCID mice, suggesting that a steady state of immune-deficiency potentially led to CNS hyper-connectivity. Consequently, SCID mice without injury demonstrated worse performance in Morris water maze test. Taken together, not only reduced inflammation after injury but also dampened steady-state immune function without injury heightened the neurotransmission program, resulting in better or worse behavioral outcomes respectively. This study revealed the intricate relationship between immune and nervous systems, raising the possibility for therapeutic manipulation of neural function via immune modulation.
6. Clinical features of central nerve system inflammatory demyelinating diseases associated with anti-myelin oligodendrocyte glycoprotein antibodies in children
Weihua ZHANG ; Xiaotun REN ; Tongli HAN ; Hua CHENG ; Jiuwei LI ; Shuai GONG ; Weixing FENG ; Xiaoyun ZHU ; Changhong REN ; Ji ZHOU ; Changhong DING ; Haitao REN ; Hongzhi GUAN ; Fang FANG
Chinese Journal of Applied Clinical Pediatrics 2019;34(24):1858-1861
Objective:
To describe the clinical manifestations of central nerve system inflammatory demyelinating disease associated with anti-myelin oligodendrocyte glycoprotein antibody (MOG-IDD) in children, and to explore the clinical characteristics of the children.
Methods:
The clinical and laboratory characteristics of the patients diagnosed in Beijing Children′s Hospital, Capital Medical University, from October 2016 to August 2018 were described, and the clinical data of the patients with unipolar and recurrent diseases were compared.
Results:
A total of 50 patients were included, among whom the ratio of male to female was 24:26, and the average age of onset was (6.7±3.1) years old (0.4-12.6 years old). There was no significant difference in the age of onset between boys and girls(
7.Pannus does not occur only in rheumatoid arthritis: a pathological observation of pannus of knee osteoarthritis.
Yong CHEN ; Fujuan QIU ; Xingwang ZHU ; Haiyue MO ; Ziqing WU ; Changhong XIAO
Journal of Southern Medical University 2019;39(6):747-750
OBJECTIVE:
To compare the histopathological features of the synovium between rheumatoid arthritis (RA) and osteoarthritis (OA).
METHODS:
We retrospectively analyzed the synovial specimens obtained after synovial surgery in 72 cases of RA and 24 cases of OA. Two independent pathologists reviewed the sections of the synovial tissues with HE staining, quantitatively scored the degree of fibroblast-like synoviocyte (FLS) hyperplasia, vascular hyperplasia, fibroplasia, and lymphocyte infiltration, and examined the presence plasma cell infiltration. The pathological morphology of the synovial tissues was evaluated in relation with the clinical data of the patients.
RESULTS:
Pannus formation was also detected in the synovium of OA patients, which showed a lesser degree of OA-FLS hyperplasia, fibrosis and lymphocyte infiltration and a significantly lower rate of plasma cell infiltration compared with the pannus in RA patients. Vascular proliferation was also milder in the pannus of OA patients than in RA pannus, but the difference was not statistically significant. In OA patients, the pannus could be observed under a microscope and was difficult to distinguish from that in RA patients.
CONCLUSIONS
Pannus formation occurs also in the synovium of OA patients but with milder FLS hyperplasia, fibrosis and lymphocyte infiltration and a lower rate of plasma cell infiltration compared with the pannus in RA patients. These differences in the pannus between OA and RA can be of potential value in the diagnosis and treatment of the patients.
Arthritis, Rheumatoid
;
Cells, Cultured
;
Humans
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Osteoarthritis, Knee
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Retrospective Studies
;
Synovial Membrane
8.Effect of propofol on expression of programmed death-ligand-1 in pancreatic cancer cells: the relationship with NMDA/CaMK Ⅱ/HIF-1α pathway
Juan DING ; Xiangyuan CHEN ; Yun ZHU ; Changhong MIAO
Chinese Journal of Anesthesiology 2018;38(11):1314-1317
Objective To evaluate the effect of propofol on the expression of programmed death-ligand-1 (PD-L1) in pancreatic cancer cells and the relationship with NMDA/Ca2+/calmodulin-dependent protein kinase Ⅱ (CaMK Ⅱ)/hypoxia-inducible factor-1α (HIF-1α) pathway.Methods Human pancreatic cancer cells were divided into 5 groups (n=16 each) by a simple random sampling method:control group (group C),propofol group (group P),KN93 (CaMK Ⅱ inhibitor) group,MK801 (NMDA receptor antagonist) group and propofol plus rapastinel (NMDA receptor agonist) group (group PR).Cells were cultured in DMEM supplemented with 10% fetal bovine serum in group C.Cells were incubated for 8 h with 50 μmol/L propofol in group P.Cells were incubated for 8 h with 10 μmol/L KN93 in group KN93.Cells were incubated for 8 h with 500 μmol/L MK801 in group MK801.Cells were incubated for 8 h with 50 μmol/L propofol and 20 μmol/L rapastinel in group PR.After the end of treatment in each group,the cell viability was measured using CCK8 assay,the expression of PD-L1,HIF-1α,CaMK Ⅱ and phosphorylated CaMK Ⅱ (p-CaMK Ⅱ) was detected by Western blot,and intracellular calcium concentrations were determined by Fluo3/AM probe.Results Compared with group C,the cell viability was significantly decreased,the expression of PD-L1,HIF-1α and p-CaMK Ⅱ was down-regulated,and intracellular calcium concentrations were decreased in P,KN93 and MK801 groups (P<0.05),and no significant change was found in group PR (P>0.05).Compared with group P,the cell viability was significantly enhanced,the expression of PD-L1,HIF-1α and p-CaMK Ⅱ was up-regulated,and intracellular calcium concentrations were increased in group PR (P<0.05).Conclusion The mechanism by which propofol inhibits the malignant potential of pancreatic cancer cells may be related to inhibiting NMDA/CaMK Ⅱ/HIF-1α pathway and down-regulating PD-L1 expression.
9.Correlation of Family History of Gastric Cancer With Helicobacter pylori Infection and Pathological Changes of Gastric Mucosa in Patients With Chronic Gastritis
Tingting ZHU ; Rongqiu ZHANG ; Yingchun DOU ; Changhong ZHOU
Chinese Journal of Gastroenterology 2018;23(1):42-44
Background:Family history of gastric cancer is an important indicator of genetic susceptibility.Studies have shown that the family history of gastric cancer might have impact on Helicobacter pylori (Hp) infection and clinicopathological manifestations in patients with chronic gastritis.Aims:To investigate the correlation of family history of gastric cancer with Hp infection and pathological changes of gastric mucosa in patients with chronic gastritis.Methods:A total of 312 patients with chronic gastritis were enrolled to study the relationship between family history of gastric cancer and Hp infection,degree of gastric mucosal inflammation,activity of inflammation,and degree of atrophy and intestinal metaplasia.Results:In the 312 patients with chronic gastritis,165 (52.9%) had family history of gastric cancer,and 147 (47.1%) without family history of gastric cancer.Incidence of Hp infection,degree of gastric mucosal atrophy and intestinal metaplasia in patients with family history of gastric cancer were significantly higher than those without (P < 0.05),but no significant differences in degree and activity of inflammation were found between the two groups (P > 0.05).Conclusions:The incidence of Hp infection is higher in chronic gastritis patients with family history of gastric cancer.Family history of gastric cancer may aggravate gastric mucosal atrophy and intestinal metaplasia.
10.Expression and significance of miRNA-31 in peripheral blood mononuclear cells of rheumatoid arthritis patients
Ruohan YU ; Yuequan ZHU ; Lin SUN ; Leilei JIAN ; Jinxia ZHAO ; Xiangyuan LIU ; Changhong LI
Chinese Journal of Rheumatology 2018;22(1):4-8
Objective To investigate the expression of miRNA-31 in peripheral blood mononuclear cells (PBMCs) of rheumatoid arthritis (RA) patients,and the relationship between miRNA-31 and disease activity of RA.Methods After obtaining the informed consent,peripheral blood samples of 56 RA patients,12 systemic lupus erythematosus (SLE) patients,6 Sj(o)gren's syndrome (SS) patients and 30 healthy controls were collected from the Department of Rheumatology,Peking University Third Hospital.RNA was extracted from the PBMCs which were separated by Ficoll-Paque PLUS.The expression of miRNA-31 in the PBMCs of RA patients,SLE patients,SS patients and healthy controls was detected by real-time Polymerase Chain Reaction (PCR).Furthermore,according to the RA disease activity score (DAS28),RA patients were divided into high,moderate and low disease activity groups and remission group,and miRNA-31 expression was compared between different groups.Data were analyzed using t test or Mann-Whitney U test.Results The expression of miRNA-31 in PBMCs of RA patients was 7.25 times (P=0.003 8) higher when compared with that of the control group.To be specific,the expression of miRNA-31 was 10.63 times in PBMCs of high activity RA group (P=0.01) and 8.95 times in moderate activity RA group (P=0.000 3) when compared with that of the control group,and there was no significant difference between low activity,remission groups and control groups in terms of miRNA-31 expression.Furthermore,the expression of miRNA-31 in PBMCs of SLE patients was not significantly different from the control and miRNA-31 expression in PBMCs of SS patients was 1.64 times (P=0.02) higher than that of the RA patients,but the average level of miRNA-31 was much less than that of RA patients.The increased miRNA-31 may serve as a diagnostic marker for disease activity of RA.

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