1.Decision tree-enabled establishment and validation of intelligent verification rules for blood analysis results
Linlin QU ; Xu ZHAO ; Liang HE ; Yehui TAN ; Yingtong LI ; Xianqiu CHEN ; Zongxing YANG ; Yue CAI ; Beiying AN ; Dan LI ; Jin LIANG ; Bing HE ; Qiuwen SUN ; Yibo ZHANG ; Xin LYU ; Shibo XIONG ; Wei XU
Chinese Journal of Laboratory Medicine 2024;47(5):536-542
Objective:To establish a set of artificial intelligence (AI) verification rules for blood routine analysis.Methods:Blood routine analysis data of 18 474 hospitalized patients from the First Hospital of Jilin University during August 1st to 31st, 2019, were collected as training group for establishment of the AI verification rules,and the corresponding patient age, microscopic examination results, and clinical diagnosis information were collected. 92 laboratory parameters, including blood analysis report parameters, research parameters and alarm information, were used as candidate conditions for AI audit rules; manual verification combining microscopy was considered as standard, marked whether it was passed or blocked. Using decision tree algorithm, AI audit rules are initially established through high-intensity, multi-round and five-fold cross-validation and AI verification rules were optimized by setting important mandatory cases. The performance of AI verification rules was evaluated by comparing the false negative rate, precision rate, recall rate, F1 score, and pass rate with that of the current autoverification rules using Chi-square test. Another cohort of blood routine analysis data of 12 475 hospitalized patients in the First Hospital of Jilin University during November 1sr to 31st, 2023, were collected as validation group for validation of AI verification rules, which underwent simulated verification via the preliminary AI rules, thus performance of AI rules were analyzed by the above indicators. Results:AI verification rules consist of 15 rules and 17 parameters and do distinguish numeric and morphological abnormalities. Compared with auto-verification rules, the true positive rate, the false positive rate, the true negative rate, the false negative rate, the pass rate, the accuracy, the precision rate, the recall rate and F1 score of AI rules in training group were 22.7%, 1.6%, 74.5%, 1.3%, 75.7%, 97.2%, 93.5%, 94.7%, 94.1, respectively.All of them were better than auto-verification rules, and the difference was statistically significant ( P<0.001), and with no important case missed. In validation group, the true positive rate, the false positive rate, the true negative rate, the false negative rate, the pass rate, the accuracy, the precision rate, the recall rate and F1 score were 19.2%, 8.2%, 70.1%, 2.5%, 72.6%, 89.2%, 70.0%, 88.3%, 78.1, respectively, Compared with the auto-verification rules, The false negative rate was lower, the false positive rate and the recall rate were slightly higher, and the difference was statistically significant ( P<0.001). Conclusion:A set of the AI verification rules are established and verified by using decision tree algorithm of machine learning, which can identify, intercept and prompt abnormal results stably, and is moresimple, highly efficient and more accurate in the report of blood analysis test results compared with auto-vefication.
2.Infiltration of neutrophil extracellular traps promotes activation of ure-thral fibroblasts and scar formation after urethral trauma
Yehui CHEN ; Yicheng XU ; Zhongtian RUAN ; Tingting LIN ; Xueyi XUE ; Ning XU
Chinese Journal of Pathophysiology 2024;40(1):103-109
AIM:This study was performed to investigate the impact of neutrophil extracellular traps(NETs)on scar formation following urethral trauma.METHODS:(1)Clinical samples were derived from patients of Department of Urology,The First Affiliated Hospital of Fujian Medical University,from June 2021 to December 2022.Levels of NETs in the blood and urine were compared between patients with urethral trauma(n=20)and those without urethral trauma(controls,n=20).The relationship between NETs and scar formation was analyzed.(2)Urethral fibroblasts were isolated from urethral scar tissues,and neutrophils were induced to produce NETs in vitro.The urethral fibroblasts were treated with normal saline,0.5 mg/L NETs,or 1.5 mg/L NETs to investigate the effects of NETs on activation and collagen syn-thesis of urethral fibroblasts.Additionally,a rabbit model of urethral trauma was established and the animals were dioided into four groups to explore the therapeutic potential of deoxyribonuclease I(DNase I)in preventing urethral scar forma-tion:control,operation + transforming growth factor-β1(TGF-β1),operation + normal saline,and operation+DNase I.RESULTS:The level of NETs in urine increased after urethral trauma(P<0.05),but the level of NETs in blood did not change(P>0.05).In the animal models,the urethral scar became more severe as the level of NETs in the urine increased(P<0.05).At the cellular level,NETs promoted the viability,migration,and collagen synthesis of urethral fibroblasts(P<0.05)..Additionally,urethral injection of DNase I after trauma reduced the level of NETs and inhibited the formation of urethral scar tissue in the animal models(P<0.05).CONCLUSION:Infiltration of NETs promotes activation of urethral fibroblasts and scar formation after urethral trauma.
3.Research progress in rebound pain after peripheral nerve block
Yehui DU ; Xiaoxia CHEN ; Yumei LI ; Jie BAI ; Yingbin WANG ; Xinman DOU
The Journal of Clinical Anesthesiology 2024;40(9):983-986
Peripheral nerve block is a kind of analgesia with few adverse reactions and high safety.It has been widely used in anesthesia and postoperative analgesia in various kinds of operations.The rebound pain after nerve block is gradually recognized.This article reviews the definition,mechanism of occurrence,and intervention measures of rebound pain after peripheral nerve block,aiming to enhance the clinical doctors'attention to rebound pain after peripheral nerve block,and provide reference for the comprehensive management of rebound pain after peripheral nerve block.
4.Engineered Bacillus subtilis alleviates intestinal oxidative injury through Nrf2-Keap1 pathway in enterotoxigenic Escherichia coli (ETEC) K88-infected piglet.
Chaoyue WEN ; Hong ZHANG ; Qiuping GUO ; Yehui DUAN ; Sisi CHEN ; Mengmeng HAN ; Fengna LI ; Mingliang JIN ; Yizhen WANG
Journal of Zhejiang University. Science. B 2023;24(6):496-509
Engineered probiotics can serve as therapeutics based on their ability of produce recombinant immune-stimulating properties. In this study, we built the recombinant Bacillus subtilis WB800 expressing antimicrobial peptide KR32 (WB800-KR32) using genetic engineering methods and investigated its protective effects of nuclear factor-E2-related factor 2 (Nrf2)-Kelch-like ECH-associated protein 1 (Keap1) pathway activation in intestinal oxidative disturbance induced by enterotoxigenic Escherichia coli (ETEC) K88 in weaned piglets. Twenty-eight weaned piglets were randomly distributed into four treatment groups with seven replicates fed with a basal diet. The feed of the control group (CON) was infused with normal sterilized saline; meanwhile, the ETEC, ETEC+WB800, and ETEC+WB800-KR32 groups were orally administered normal sterilized saline, 5×1010 CFU (CFU: colony forming units) WB800, and 5×1010 CFU WB800-KR32, respectively, on Days 1‒14 and all infused with ETEC K88 1×1010 CFU on Days 15‒17. The results showed that pretreatment with WB800-KR32 attenuated ETEC-induced intestinal disturbance, improved the mucosal activity of antioxidant enzyme (catalase (CAT), superoxide dismutase (SOD), and glutathione peroxidase (GPx)) and decreased the content of malondialdehyde (MDA). More importantly, WB800-KR32 downregulated genes involved in antioxidant defense (GPx and SOD1). Interestingly, WB800-KR32 upregulated the protein expression of Nrf2 and downregulated the protein expression of Keap1 in the ileum. WB800-KR32 markedly changed the richness estimators (Ace and Chao) of gut microbiota and increased the abundance of Eubacterium_rectale_ATCC_33656 in the feces. The results suggested that WB800-KR32 may alleviate ETEC-induced intestinal oxidative injury through the Nrf2-Keap1 pathway, providing a new perspective for WB800-KR32 as potential therapeutics to regulate intestinal oxidative disturbance in ETEC K88 infection.
Animals
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Swine
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Enterotoxigenic Escherichia coli
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Kelch-Like ECH-Associated Protein 1
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Bacillus subtilis
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NF-E2-Related Factor 2
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Antioxidants
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Oxidative Stress
5.Efficacy and possible mechanism study of low-intensity focused ultrasound therapy for neuropathic pain in mice
Bin WANG ; Yao LIU ; Moxian CHEN ; Shaochun CHEN ; Yehui LIAO ; Jinshan TIE ; Junrui LI ; Lijuan AO
Chinese Journal of Ultrasonography 2022;31(9):809-815
Objective:To study the efficacy of low-intensity focused ultrasound (LIFU) on neuropathic pain (NP) in mice, and its effect on the activation of astrocytes and the expression of pro-inflammatory cytokines were discussed.Methods:Thirty-six male C57BL/6J mice were randomly divided into three groups: sham operation (Sham) group and chroinc constriction injury (CCI) model group and treatment (CCI+ LIFU) group, 12 mice in each group.NP model was established by CCI on the sciatic nerve. The group of CCI+ LIFU received LIFU treatment for the anterior cingulate cortex (ACC) on the 7th day after surgery, the mechanical withdrawal threshold (MWT) on the affected side of mice was measured at preoperation 3, 6, 12, 18, 24, and 27 days after operation, respectively, H&E staining was used to observe pathological morphological changes in the ACC region, the expression levels of ACC region AQP4 and GFAP protein were detected by Western Blot and immunofluorescence, and the expression levels of ACC region pro-inflammatory cytokines IL-1β and TNF-α were detected by enzyme-linked immunosorption assay.Results:Compared with Sham group, MWT in the CCI group decreased from the 3rd day until the 27th day after surgery( P<0.05); Compared with the CCI group, the MWT in the CCI+ LIFU group increased on the 24th day after surgery, and was significantly higher than that of the CCI group on the 24th and 27th day after surgery ( P<0.05); LIFU stimulation did not produce significant pathological changes in the ACC region; Western Blot and immunofluorescence showed that AQP4 and GFAP protein expression in the ACC region were upregulated ( P<0.05) after peripheral nerve injury, while AQP4 and GFAP protein expression was downregulated after LIFU treatment ( P<0.05); Enzyme-linked immunosorbents showed that the expression of pro-inflammatory cytokines IL-1β and TNF-α in the region of ACC was upregulated ( P<0.05) after peripheral nerve injury, while the expression of IL-1β and TNF-α was downregulated after LIFU treatment ( P<0.05). Conclusions:LIFU can effectively relieve mechanical pain sensitivity symptoms in mice induced by CCI, possibly by inhibiting activation of astrocytes and neuro-inflammatory responses.
6.Interpretation of guideline for breast cancer screening in Chinese women
Yubei HUANG ; Zhongsheng TONG ; Kexin CHEN ; Ying WANG ; Peifang LIU ; Lin GU ; Juntian LIU ; Jinpu YU ; Fengju SONG ; Wenhua ZHAO ; Yehui SHI ; Hui LI ; Huaiyuan XIAO ; Xishan HAO
Chinese Journal of Clinical Oncology 2019;46(9):433-441
Breast cancer is the most common cancer for Chinese women. Early screening is the best way to improve the rates of early diagnosis and early treatment of breast cancer. The peak ages of breast cancer in Chinese women are obviously different from those in the European and American countries. It is imperative to develop a guideline for breast cancer screening that is suitable for Chinese women. Based on the analysis and summary of breast cancer screening data in China, and the latest guidelines and consensus on breast cancer screening in Europe, the United States and East Asia, China Anti-Cancer Association and National Clinical Research Center for Cancer (Tianjin Medical University Cancer Institute and Hospital) has developed a population-based guideline for breast cancer screening in Chinese women. This guideline has provided detailed recommendations on the screening starting age, screening modalities, and screening interval in Chinese women with average risk and high risk of breast cancer, respectively. This article aims to interpret the above guideline, providing references for professionals in breast cancer screening.
7. Effect of 1q21 amplification on bortezomib therapeutic response and prognosis of newly diagnosed multiple myeloma patients
Xuelian LIU ; Peiyu YANG ; Xiaoyuan YU ; Jingcheng CHEN ; Xiaoliang LIU ; Jing BAI ; Yingmin LIU ; Hua HE ; Jingnan SUN ; Hongqiong FAN ; Chen ZHANG ; Ye ZHANG ; Keju SU ; Chunshui LIU ; Yehui TAN ; Sujun GAO ; Wei LI ; Fengyan JIN
Chinese Journal of Hematology 2018;39(5):408-413
Objective:
To investigate the effect of 1q21 amplification (1q) on the therapeutic response and prognosis of bortezomib(Btz) in the treatment of newly diagnosed multiple myeloma (MM) patients.
Methods:
A total of 180 newly diagnosed MM were included for analyses of clinical characteristics, cytogenetics, objective response rate (ORR), progression-free survival (PFS) and overall survival (OS), retrospectively. Gene expression profiling (GEP) was analyzed using publicly available R2 platform.
Results:
① In 180 patients, 1q was found in 51.1% cases. Of them, 174 patients had complete follow-up data, including 88 cases with 1q and 86 without 1q (non-1q). ②Incidence of 1q was positively associated with percentage of IGH rearrangement (72.2%,
8.Immune re-constitution after allogeneic hematopoietic stem cell transplantation in patients with hematological malignancies
Xiaoliang LIU ; Sujun GAO ; Yangzhi ZHAO ; Wei HAN ; Yue RONG ; Yehui TAN ; Yu LIU ; Fei SONG ; Ping YU ; Naifei CHEN ; Mengmeng LIU ; Jingnan SUN ; Wei LI
Chinese Journal of Organ Transplantation 2017;38(2):70-77
Objective To study the immune re-constitution after allogeneic hematopoietic stem cell transplantation (allo-HSCT) in patients with hematological malignancies.Methods From June 2011 to May 2015,65 patients with hematological malignancies were analyzed retrospectively.Lymphocyte subsets were determined by flow cytometry (FCM),including total T lymphocytes (CD3+),helper T cells (CD3+ CD4+),cytotoxic T cells (CD3+ CD8+),CD4/CD8 ratio,nature killer (NK) cells (CD3-CD56+),NKT cells (CD3+ CD56+),B lymphocytes (CD19+),naive T cells (CD3+ HLA-DR+),static T cells (CD3+ HLA-DR-),and regulatory T cells (CD4+ CD25high Foxp3+) on the day 14,28 and 42,and on the month 2,3,6,9,12,15,18 and 24 after allo-HSCT.Results The percentage of CD3+ T cells located normal range after hematological recovery,and its absolute number recovered to normal range at + 15 months.The percentage of CD3+ CD4+ T cells recovered to normal range at + 24 months.However,the absolute number of CD3+ CD4+ T cells did not recover to normal range until 24 months after allo-HSCT.The percentage of CD3+ CD8+ T cells was higher than normal range at + 42 day,and its absolute number was greater than normal range at + 3 months.Hence,low CD4/CD8 ratio was observed for a long period.The re-constitution time points of the percentage and absolute number of CD3+ HLA-DR+ T cells were + 3 months and + 24 months respectively.The re-constitution time points of the percentage and absolute number of CD3 + HLA-DR-T cells were + 2 months and + 15 months respectively.The re-constitution time points of the percentage and absolute number of regulatory T cells were + 12 months and + 15 months respectively.The percentage of NKT cells located in normal range after hematological recovery,and its absolute number retumed to normal range at + 12 months.The re-constitution time points of the percentage and absolute number of B cells were + 9 months and + 18 months respectively.The percentage of NK cells located in normal range after hematological recovery,and its absolute number returned nearly to normal range at + 3 months.Conditioning regimen containing ATG,source of stem cells,CD34+ cell number,GVHD,and CMV reactivation were all associated with immune re-constitution after allo-HSCT.Conclusion Different immune cells showed different re-constitution models after allo-HSCT,and the percentage recovered faster than absolute number for a certain kind of immune cells.Studying immune re-constitution and its associated factors may offer beneficial information for insight into transplantation immunology and improve the management of allo-HSCT.
9.Clinical efficacy of apatinib in treating refractory triple-negative advanced breast cancer
Xiaorui WANG ; Xu WANG ; Yehui SHI ; Chen WANG ; Zhongsheng TONG
Chinese Journal of Clinical Oncology 2017;44(15):769-772
Objective:To evaluate the effectiveness and safety of using apatinib in the treatment of refractory triple-negative advanced breast cancer. Methods:Eight cases of advanced triple-negative breast cancer patients confirmed via histopathology, who were previously treated with anthracycline, taxane, gemcitabine, capecitabine, and 500 mg/d apatinib in our hospital from July 2015 to November 2016, were retrospectively analyzed. The time of disease progress, effective rate, clinical benefits, and side effects were observed. Results:Eight patients were administrated with an average of 4 treatment cycles, and the effects were evaluated after 2 weeks. Four patients exhibited partial remission, 3 had a stable disease, and 1 had a progressive disease. The disease control rate was 87.5%, and the median progression free survival was 4.2 months. The main side effects were hand-foot syndrome (3/8), bone marrow arrest (4/8), hypertension (2/8), proteinuria (3/8), hemoptysis (1/8), nausea (2/8), and fatigue (2/8). Most of these side effects were tolerable. Conclusion:Apatinib can effectively and tolerably prolong survival time and improve the quality of life of patients with advanced triple-negative breast cancer.
10.Histone deacetylase inhibitor down-regulated the expression of HER-2 in breast cancer through the changes in miRNA
Yehui SHI ; Weipeng ZHAO ; Xingyu CHEN ; Juping ZHANG ; Shuai LI ; Yongsheng JIA ; Zhongsheng TONG
Chinese Journal of Clinical Oncology 2017;44(13):644-648
Objective:To investigate the mechanism of histone deacetylase (HDAC) inhibitor in down-regulating the expression of HER-2 in breast cancer cells and to provide an innovative therapeutic option to overcome the disadvantages of anti-HER-2 therapy. Meth-ods:HER-2-positive breast cell lines were treated with HDAC inhibitors. The changes in the gene and protein levels of HER-2 were de-tected by qPCR and Western blot. MiRNA microarray was used to identify the HDAC inhibitors, whereas qPCR was used to verify the miRNA expression. Results:In vitro cell experiments confirmed that the HDAC inhibitors TSA and SAHA can down-regulate the expres-sion of HER-2 in breast cancer cell lines. TSA can down-regulate the expression of HER-2 gene in BT474 and decrease the concentra-tions of 100 nmol by 10.7%and 200 nmol by 38.9%(P<0.05). TSA had no effect on the primary cells. The expression of HER-2 gene of BT474 was down-regulated by 93.9%(P<0.05) in the 5μmol/L group but not in the 1μmol/L group. SAHA significantly affected the pri-mary cells at a concentration of 1μmol/L and reduced the cells at 87.1%at a concentration of 5μmol/L. Seven miRNAs were identified from the miRNA microarray. MiR-762 was used as a basis to identify the changes in miRNA. The miRNA sputum identified by miRNA microarray and qPCR may be associated with the down-regulation of HER-2 by HDAC inhibitors. Conclusion: HDAC inhibitors may down-regulate the expression of HER-2 in breast cancer cells by changing some miRNAs.

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