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.Retrospective analysis of clinical cases of psoriasis related to immune checkpoint inhibitors
Huiyun WANG ; Shan′ai SONG ; Shuya LIANG ; Zhongwei XIAO ; Yu LIANG ; Chuantao ZHANG ; Ning LIU ; Zimin LIU ; Helei HOU
Adverse Drug Reactions Journal 2024;26(12):743-748
Objective:To analyze the clinical characteristics of immune-related psoriasis caused by immune checkpoint inhibitors (ICIs).Methods:The patients with newly developed or worsening psoriasis after ICIs treatment in Department of Oncology, the Affiliated Hospital of Qingdao University from November 2019 to October 2023 were enrolled in this study. The patients′ gender, age, tumor type and stage, usage and dosage of ICIs, drugs applied in combination, history of psoriasis, the time of new onset or deterioration, clinical manifestations, intervention measures and outcomes were collected, and descriptive statistical analysis was performed.Results:A total of 13 patients were enrolled in the study, including 10 males and 3 females, with a median age of 66 years. The primary diseases included lung cancer (in 7 patients), gastric cancer (in 5 patients), and cholangiocarcinoma (in 1 patient). The tumor stage was Ⅳ in 12 patients and Ⅲ in 1 patient. Ten patients were treated with programmed cell death 1 receptor (PD-1) inhibitors, 2 with programmed cell death ligand 1 (PD-L1) inhibitors, and one with a PD-1/cytotoxic T-lymphocyte-associated antigen 4 combination antibody. All 13 patients were treated with other anti-tumor drugs at the same time. There were 10 patients with a history of psoriasis and 3 patients with newly developed psoriasis. The median time from the use of ICIs to the onset or deterioration of psoriasis was 54 days. Ten patients were plaque psoriasis and 3 were drip psoriasis. Among the 13 patients, 5, 5, and 3 patients were classified as mild, moderate, and severe, respectively. ICIs treatment was suspended in 11 patients and not stopped in 2 patients. After treatment with glucocorticoids, the skin lesions of 13 patients were improved and ICIs were restarted in 3 patients.Conclusions:ICIs-related psoriasis usually occurs within 2 months after the use of ICIs. The clinical types are plaque-like and drop-like, mostly mild or moderate. The prognosis is good after discontinuing ICIs or giving glucocorticoids and other drugs. Some patients can restart ICIs treatment.
4.Retrospective analysis of clinical cases of psoriasis related to immune checkpoint inhibitors
Huiyun WANG ; Shan′ai SONG ; Shuya LIANG ; Zhongwei XIAO ; Yu LIANG ; Chuantao ZHANG ; Ning LIU ; Zimin LIU ; Helei HOU
Adverse Drug Reactions Journal 2024;26(12):743-748
Objective:To analyze the clinical characteristics of immune-related psoriasis caused by immune checkpoint inhibitors (ICIs).Methods:The patients with newly developed or worsening psoriasis after ICIs treatment in Department of Oncology, the Affiliated Hospital of Qingdao University from November 2019 to October 2023 were enrolled in this study. The patients′ gender, age, tumor type and stage, usage and dosage of ICIs, drugs applied in combination, history of psoriasis, the time of new onset or deterioration, clinical manifestations, intervention measures and outcomes were collected, and descriptive statistical analysis was performed.Results:A total of 13 patients were enrolled in the study, including 10 males and 3 females, with a median age of 66 years. The primary diseases included lung cancer (in 7 patients), gastric cancer (in 5 patients), and cholangiocarcinoma (in 1 patient). The tumor stage was Ⅳ in 12 patients and Ⅲ in 1 patient. Ten patients were treated with programmed cell death 1 receptor (PD-1) inhibitors, 2 with programmed cell death ligand 1 (PD-L1) inhibitors, and one with a PD-1/cytotoxic T-lymphocyte-associated antigen 4 combination antibody. All 13 patients were treated with other anti-tumor drugs at the same time. There were 10 patients with a history of psoriasis and 3 patients with newly developed psoriasis. The median time from the use of ICIs to the onset or deterioration of psoriasis was 54 days. Ten patients were plaque psoriasis and 3 were drip psoriasis. Among the 13 patients, 5, 5, and 3 patients were classified as mild, moderate, and severe, respectively. ICIs treatment was suspended in 11 patients and not stopped in 2 patients. After treatment with glucocorticoids, the skin lesions of 13 patients were improved and ICIs were restarted in 3 patients.Conclusions:ICIs-related psoriasis usually occurs within 2 months after the use of ICIs. The clinical types are plaque-like and drop-like, mostly mild or moderate. The prognosis is good after discontinuing ICIs or giving glucocorticoids and other drugs. Some patients can restart ICIs treatment.
5.Heterozygous CARD9 mutation favors the development of allergic bronchopulmonary aspergillosis.
Xia XU ; Haiwen LU ; Jianxiong LI ; Jielin DUAN ; Zhongwei WANG ; Jiawei YANG ; Shuyi GU ; Rongguang LUO ; Shuo LIANG ; Wei TANG ; Fengying ZHANG ; Jingqing HANG ; Juan GE ; Xin LIN ; Jieming QU ; Xinming JIA ; Jinfu XU
Chinese Medical Journal 2023;136(16):1949-1958
BACKGROUND:
Previous research demonstrated that a homozygous mutation of g.136372044G>A (S12N) in caspase recruitment domain family member 9 ( CARD9 ) is critical for producing Aspergillus fumigatus -induced ( Af -induced) T helper 2 (T H 2)-mediated responses in allergic bronchopulmonary aspergillosis (ABPA). However, it remains unclear whether the CARD9S12N mutation, especially the heterozygous occurrence, predisposes the host to ABPA.
METHODS:
A total of 61 ABPA patients and 264 controls (including 156 healthy controls and 108 asthma patients) were recruited for sequencing the CARD9 locus to clarify whether patients with this heterozygous single-nucleotide polymorphisms are predisposed to the development of ABPA. A series of in vivo and in vitro experiments, such as quantitative real-time polymerase chain reaction, flow cytometry, and RNA isolation and quantification, were used to illuminate the involved mechanism of the disease.
RESULTS:
The presence of the p.S12N mutation was associated with a significant risk of ABPA in ABPA patients when compared with healthy controls and asthma patients, regardless of Aspergillus sensitivity. Relative to healthy controls without relevant allergies, the mutation of p.S12N was associated with a significant risk of ABPA (OR: 2.69 and 4.17 for GA and AA genotypes, P = 0.003 and 0.029, respectively). Compared with patients with asthma, ABPA patients had a significantly higher heterozygous mutation (GA genotype), indicating that p.S12N might be a significant ABPA-susceptibility locus ( aspergillus sensitized asthma: OR: 3.02, P = 0.009; aspergillus unsensitized asthma: OR: 2.94, P = 0.005). The mutant allele was preferentially expressed in ABPA patients with heterozygous CARD9S12N , which contributes to its functional alterations to facilitate Af -induced T H 2-mediated ABPA development. In terms of mechanism, Card9 wild-type ( Card9WT ) expression levels decreased significantly due to Af -induced decay of its messenger RNA compared to the heterozygous Card9S12N . In addition, ABPA patients with heterozygous CARD9S12N had increased Af -induced interleukin-5 production.
CONCLUSION
Our study provides the genetic evidence showing that the heterozygous mutation of CARD9S12N , followed by allele expression imbalance of CARD9S12N , facilitates the development of ABPA.
Humans
;
Aspergillosis, Allergic Bronchopulmonary/complications*
;
Aspergillus fumigatus/genetics*
;
Asthma/genetics*
;
Aspergillus
;
Mutation/genetics*
;
CARD Signaling Adaptor Proteins/genetics*
6.Population bioequivalence statistical method based on earth mover′s distance for evaluation of particle size distribution consistency of ophthalmic emulsion
Qianzi XU ; Yueru LIANG ; Zhongwei ZHAO ; Yan. SHEN
Journal of China Pharmaceutical University 2022;53(6):698-704
Population bioequivalence (PBE) is a statistical approach recommended by FDA to evaluate the consistency of particle size distribution of numerous nanoparticle products.However, when particle size distribution (PSD) profile exhibits multiple peaks or other complex distributions, the traditional descriptors D50 and SPAN are no longer suitable to describe PSD.Earth mover''s distance (EMD) is a new statistical metric for assessing the difference between distributions.In this study, we used EMD to measure the discrepancy between PSD and then PBE was applied to perform statistical test to establish equivalence.Our results showed that the proposed method can effectively reject an unequivalent product and pass an equivalent product, thus indicating its helpfulness in guiding the optimization of formulation and preparation process.
7.Discussion of Medical Protective Consumables Management to Fight against COVID-19 Pneumonia.
Jing YU ; Jianghua ZHU ; Liang HUANG ; Zhongwei LYU
Chinese Journal of Medical Instrumentation 2020;44(3):263-266
This article researches how to allocate medical protective consumables in hospital and ensure the safety of emergency marketing procurement under the condition that people are easily susceptible to COVID-19. To inform medical staffs about the standard instruction, we establish the corresponding hierarchical control management system and standards of medical protective consumables. To reduce the stress of clinical medical staff and prevent excessive protection, we enhance the training mechanisms and promote the superior normative guidance. The aim is to fully play the effectiveness of the key departments of medical protective consumables, reduce the risk of infection of clinical medical staff and ensure the safety of medical staffs.
Betacoronavirus
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COVID-19
;
Coronavirus Infections
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Humans
;
Pandemics
;
Pneumonia, Viral
;
SARS-CoV-2
8.Double-parameter three-dimension arterial spin labeling to evaluate collateral circulation in patients with unilateral chronic middle cerebral artery occlusion
Tiantao YE ; Feng CHEN ; Guanghui ZHANG ; Zhongwei LI ; Aijie WANG ; Hui LIANG ; Jianhua TANG ; Guowei ZHANG
Chinese Journal of Neuromedicine 2018;17(6):605-609
Objective To explore the application of double-parameter three-dimension arterial spin labeling (3D-ASL) in evaluating collateral circulation in patients with unilateral chronic middle cerebral artery (MCA) occlusion.Methods From May 2015 to November 2017,24 patients with unilateral chronic MCA occlusion were scanned in Yantaishan Hospital by conventional MRI,DWI,3D-TOF-MRA and 3D-ASL (post-labeling delays:1.5 s and 2.5 s respectively) using a 3.0 T MR scanner.The cerebral blood flow (CBF) values were measured in region of interest in the occlusive cortical area and in the contralateral normal cerebral area.The differences in CBF value measured by 3D-ASL (PLD=1.5 s and PLD=2.5 s) were analyzed by statistical methods.Results All the patients (n=24) on 3D-ASL (PLD=1.5 s) presented with apparent hypoperfusion in the MCA occlusion territory;but 3D-ASL (PLD=2.5 s) demonstrated the basically same perfusion in bilateral MCA territories,without apparent hypoperfusion in one cerebral hemisphere.The subtraction images of 3D-ASL (PLD 2.5 s-PLD 1.5 s)presented laminated high signal areas in the cortical region of MCA occlusion.There was no statistically significant difference in CBF value of the contralateral normal cerebral area between measurements by 3D-ASL (PLD=1.5 s) and by 3D-ASL (PLD=2.5 s) (6.39±5.01 mL/100 g·min versus 55.87±6.89 mL/100 g· min) (P>0.05).The CBF value of region of interest in the occluded cortical area (23.34±4.53 mL/100 g· min) was significantly lower than that in the contralateral normal cerebral area (55.87±6.89 mL/100 g·min) by 3D-ASL (PLD=1.5 s) (P<0.05).The CBF value of region of interest in the occluded cortical area (53.93±8.59 mL/100 g·min) by 3D-ASL (PLD=2.5 s) was significantly higher than that by 3D-ASL (PLD=1.5 s) (23.34±4.53 mL/100 g·min) (P<0.05).There was no statistically significant difference between the CBF value of region of interest in the occluded cortical area and that in the contralateral normal cerebral area by 3D-ASL (PLD=2.5 s) (P>0.05).Conclusions 3D-ASL (PLD=1.5 s and PLD=2.5 s) can noninvasively and intuitively demonstrate the collateral circulation compensation in patients with chronic MCA occlusion.3D-ASL (PLD=1.5 s) can reflect the first-order collateral circulation compensation while 3D-ASL (PLD=2.5 s) can reflect accurately the secondary collateral circulation compensation.
9.Multidrug-resistant Tuberculosis Burden among the New Tuberculosis Patients in Zhejiang Province: An Observational Study, 2009-2013.
Ying PENG ; Song-Hua CHEN ; Le ZHANG ; Bin CHEN ; Ming-Wu ZHANG ; Tie-Niu HE ; Fei WANG ; Cheng-Liang CHAI ; Lin ZHOU ; Yu ZHANG ; Xiao-Meng WANG ; Zhongwei JIA
Chinese Medical Journal 2017;130(17):2021-2026
BACKGROUNDScreening on multidrug-resistant tuberculosis (MDR-TB) has been limited to the serious TB subpopulations excluding the new TB patients. This study aimed to examine MDR-TB burden among the new TB patients.
METHODSWe conducted a study in Zhejiang Province during 2009-2013 to screen for MDR-TB patients among the low MDR-TB risk patients and five subpopulations of high MDR-TB risk patients. The number, prevalence, and trend of MDR-TB were compared while the logistic regression model was used to examine risk factors related to MDR-TB.
RESULTSA total of 200 and 791 MDR-TB cases were, respectively, identified from the 9830 new TB cases and 2372 high-risk suspects who took MDR-TB screening from 2009 to 2013. The MDR-TB rates went down in both of the new TB patients and five MDR-TB high-risk groups over the study time, but the percentage of MDR-TB patients identified from the new TB patients in all diagnosed MDR-TB cases kept stable from 28.3% in 2011 to 27.0% in 2012 to 26.0% in 2013.
CONCLUSIONSThe study indicated that MDR-TB burden among new TB patients was high, thus screening for MDR-TB among the new TB patients should be recommended in China as well as in the similar situation worldwide.
10.Mechanism of MOG i.p.for protecting mice from EAE
Peiguo ZHENG ; Panhong MA ; Rui DONG ; Zhongwei WEI ; Hanxiao FU ; Liang MING
Chinese Journal of Microbiology and Immunology 2017;37(3):194-199
Objective To investigate mechanisms underlying the prevention of experimental autoimmune encephalomyelitis (EAE) in mice by intraperitoneal infusion of myelin oligodendrocyte glycoprotein 35-55 (MOG35-55) (MOG i.p.).Methods C57BL/6 mice were immunized with MOG35-55 to establish the model of EAE and then were intraperitoneally injected daily with MOG35-55 or ovalbumin (OVA, served as control) from day 6 to day 16.EAE was evaluated daily using a general clinical scoring system and histological analysis.Numbers of lymphocytes in peripheral blood and central nervous system (CNS) were detected at different time points.Effects of MOG i.p.on the migration of MOG-T cells in vivo were analyzed by an adoptive transfer experiment.Maturation of splenic antigen-presenting cells (APCs) and migration of MOG-T cells in vitro were examined by fluorescence activated cell sorting (FACS) and a Transwell system, respectively.Results MOG i.p.protected the mice from development of EAE by blocking the lymphocyte recruitment to CNS.More effector T cells were trapped in the periphery of EAE and naive mice in adoptive transfer experiment after MOG i.p.treatment.MOG i.p.induced the maturation of splenic APCs and enhanced the expression of CD80, CD86 and major histocompatibility complex class Ⅱ (MHCⅡ) molecules.Mature APCs blocked the recruitment of effector T cells to CNS.Conclusion MOG i.p.protects mice from EAE by inducing the maturation of splenic APCs.

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