1.Machine-learning-based models assist the prediction of pulmonary embolism in autoimmune diseases: A retrospective, multicenter study
Ziwei HU ; Yangyang HU ; Shuoqi ZHANG ; Li DONG ; Xiaoqi CHEN ; Huiqin YANG ; Linchong SU ; Xiaoqiang HOU ; Xia HUANG ; Xiaolan SHEN ; Cong YE ; Wei TU ; Yu CHEN ; Yuxue CHEN ; Shaozhe CAI ; Jixin ZHONG ; Lingli DONG
Chinese Medical Journal 2024;137(15):1811-1822
Background::Pulmonary embolism (PE) is a severe and acute cardiovascular syndrome with high mortality among patients with autoimmune inflammatory rheumatic diseases (AIIRDs). Accurate prediction and timely intervention play a pivotal role in enhancing survival rates. However, there is a notable scarcity of practical early prediction and risk assessment systems of PE in patients with AIIRD.Methods::In the training cohort, 60 AIIRD with PE cases and 180 age-, gender-, and disease-matched AIIRD non-PE cases were identified from 7254 AIIRD cases in Tongji Hospital from 2014 to 2022. Univariable logistic regression (LR) and least absolute shrinkage and selection operator (LASSO) were used to select the clinical features for further training with machine learning (ML) methods, including random forest (RF), support vector machines (SVM), neural network (NN), logistic regression (LR), gradient boosted decision tree (GBDT), classification and regression trees (CART), and C5.0 models. The performances of these models were subsequently validated using a multicenter validation cohort.Results::In the training cohort, 24 and 13 clinical features were selected by univariable LR and LASSO strategies, respectively. The five ML models (RF, SVM, NN, LR, and GBDT) showed promising performances, with an area under the receiver operating characteristic (ROC) curve (AUC) of 0.962-1.000 in the training cohort and 0.969-0.999 in the validation cohort. CART and C5.0 models achieved AUCs of 0.850 and 0.932, respectively, in the training cohort. Using D-dimer as a pre-screening index, the refined C5.0 model achieved an AUC exceeding 0.948 in the training cohort and an AUC above 0.925 in the validation cohort. These results markedly outperformed the use of D-dimer levels alone.Conclusion::ML-based models are proven to be precise for predicting the onset of PE in patients with AIIRD exhibiting clinical suspicion of PE.Trial Registration::Chictr.org.cn: ChiCTR2200059599.
2.Research progress of fibroblast growth factor in nervous system diseases.
Wenting HUANG ; Wanhua QIU ; Kun CHEN ; Shasha YE ; Dongxue WANG ; Jian HU ; Huiqin XU ; Li LIN ; Xiaokun LI
Journal of Zhejiang University. Medical sciences 2023;51(6):738-749
Fibroblast growth factors (FGF) are a group of structurally related polypeptides which constitute an elaborate signaling system with their receptors. Evidence accumulated in the years suggests that the FGF family plays a key role in the repair of central nervous system injury. The main protective mechanisms include activating the expression of PI3K-Akt, peroxisome proliferator-activated receptor (PPARγ) and other signals; inhibiting NF-κB-mediated inflammatory response, oxidative stress and apoptosis; regulating neuronal differentiation and neuronal excitability as well as participating in protection of neurovascular units and nerve function repair. This paper comprehensively summarizes the latest research progress in FGF signaling related to diseases of the central nervous system such as cerebral infarction, cerebral hemorrhage, traumatic brain injury, Alzheimer's disease, Parkinson's disease, epilepsy and depression, aiming to provide scientific basis and reference for the development of innovative FGF drugs for the prevention and treatment of neurological diseases.
Humans
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Fibroblast Growth Factors
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Phosphatidylinositol 3-Kinases/metabolism*
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Central Nervous System/metabolism*
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Signal Transduction/physiology*
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Alzheimer Disease
3.The role of NAC transcription factors in flower development in plants.
Jiali WANG ; Hebing WANG ; Huiqin YANG ; Ruolin HU ; Dayong WEI ; Qinglin TANG ; Zhimin WANG
Chinese Journal of Biotechnology 2022;38(8):2687-2699
Transcription factors, the proteins with special structures, can bind to specific sites and regulate specific expression of target genes. NAC (NAM, ATAF1/2, CUC1/2) transcription factors, unique to plants, are composed of a conserved N-terminal domain and a highly variable C-terminal transcriptional activation domain. NAC transcription factors are involved in plant growth and development, responses to biotic and abiotic stresses and other processes, playing a regulatory role in flower development. In this paper, we reviewed the studies about NAC transcription factors in terms of discovery, structure, and regulatory roles in anther development, other floral organ development and flowering time. This review will provide a theoretical basis for deciphering the regulatory mechanism and improving the regulatory network of NAC transcription factors in flower development.
Flowers/genetics*
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Gene Expression Regulation, Plant
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Phylogeny
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Plant Proteins/metabolism*
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Plants/metabolism*
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Transcription Factors/metabolism*
4.Impact of radiotherapy-related factors on survival in non-small cell lung cancer complicated with malignant pleural effusion based on propensity score matching
Qingsong LI ; Weiwei OUYANG ; Shengfa SU ; Zhu MA ; Yichao GENG ; Wengang YANG ; Yinxiang HU ; Huiqin LI ; Xiaoyang LI ; Xiaxia CHEN ; Bing LU
Chinese Journal of Radiation Oncology 2021;30(2):120-126
Objective:To analyze the radiotherapy-related factors affecting the survival of non-small cell lung cancer (NSCLC) patients complicated with malignant pleural effusion (MPE)(MPE-NSCLC).Methods:From 2007 to 2019, 256 patients pathologically diagnosed with MPE-NSCLC received primary treatment. Among them, 117 cases were enrolled in this study. All patients were divided into two groups according to the radiation dose (<63 Gy and≥63 Gy). Propensity score matching (PSM) was performed to further adjust the confounding factors (Calipers value=0.1). The impact of radiotherapy-related factors on the overall survival (OS) was analyzed by Kaplan—Meier method, log-rank test and Cox’s regression model. Results:Primary tumor radiotherapy significantly prolonged the OS ( P<0.001). The radiation dose escalation (36.0-44.1 Gy, 45.0-62.1 Gy, 63.0-71.1 Gy) of primary tumor significantly prolonged the OS ( P<0.001). The corresponding median OS were 5, 13 and 18 months, respectively. Before the PSM, univariate analysis suggested that radiation dose ≥63 Gy, gross tumor volume (GTV)<157.7 cm 3 and stations of metastatic lymph node (S-mlN)≤5 were significantly associated with better OS (all P<0.05) and T 4N 3 was significantly associated with worse OS ( P=0.018). After the PSM, univariate analysis indicated that radiation dose ≥63 Gy was significantly associated with better OS ( P=0.013) and S-mlN ≤5 had a tendency to prolong the OS ( P=0.098). Prior to the PSM, multivariate analysis showed that radiation dose ≥63 Gy was an independent favorable factor of OS ( HR=0.566, 95% CI 0.368-0.871, P=0.010) and GTV<157.7 cm 3 had a tendency to prolong the OS ( HR=0.679, 95% CI 0.450-1.024, P=0.065). After the PSM, multivariate analysis revealed that radiation dose ≥63 Gy was still an independent favorable factor of OS ( HR=0.547, 95% CI 0.333~0.899, P=0.017). No ≥grade 4 radiation toxicity occurred. The incidence rates of grade 3 radiation esophagitis and pneumonitis were 9.4% and 5.1%, respectively. Conclusion:For MPE-NSCLC, radiotherapy dose of primary tumor may play a key role in improving OS on the basis of controllable MPE.
5.Clinical outcome of radiotherapy for primary tumors in stage Ⅳ non-small cell lung cancer complicated with malignant pleural effusion
Tianyu WEI ; Zhu MA ; Xiaxia CHEN ; Xiaoyang LI ; Weiwei OUYANG ; Shengfa SU ; Qingsong LI ; Yichao GENG ; Wengang YANG ; Yinxiang HU ; Huiqin LI ; Bing LU
Chinese Journal of Radiation Oncology 2020;29(7):523-528
Objective:To retrospectively analyze the clinical efficacy and safety of three-dimensional radiotherapy for the primary tumors in patients with stage Ⅳ non-small cell lung cancer complicated with malignant pleural effusion (MPE-NSCLC).Methods:A total of 198 patients who were initially pathologically diagnosed with MPE-NSCLC from January 2007 to April 2018 were enrolled and divided into the untreated group ( n=45), drug group ( n=57) and radiotherapy group ( n=96), respectively. The short-term efficacy, overall survival (OS) and adverse events in the drug and radiotherapy groups were analyzed. The OS rate was analyzed by Kaplan-Meier method and log-rank test. Clinical prognosis was evaluated by multivariate Cox′s regression model. Results:In the radiotherapy group, the objective response rate and non-response rate was 54% and 46%, significantly better than 25% and 75% in the drug group ( P=0.007). In the radiotherapy group, the 1-, 2-, 3-, 5-year OS and median survival was 47%, 18%, 6%, 1% and 12 months, remarkably higher than 15%, 3%, 2%, 0% and 5 months in the drug group, respectively (all P<0.001). Multivariate Cox′s regression analysis showed that radiotherapy for the primary tumors was an independent prognostic factor to prolong the OS ( P<0.001). Radiotherapy at a dose of ≥63 Gy and 4-6 cycles of chemotherapy tended to prolong the OS ( P=0.063 and 0.071). The OS of patients with EGFR mutation receiving radiotherapy combined with molecular target therapy was significantly better than that of those with unknown EGFR status treated with radiotherapy and chemotherapy ( P=0.007). Addition of radiotherapy for the primary tumors did not significantly increase the incidence of adverse events ( P>0.05). Conclusion:Addition of three-dimensional radiotherapy for the primary tumors in MPE-NSCLC patients may prolong the OS and yield tolerable adverse events.
6.The impact of Karnofsky performance status of posttreatment on survival with concurrent chemotherapy and thoracic three-dimensional radiotherapy for stage Ⅳ non-small cell lung cancer
Muye YANG ; Weiwei OUYANG ; Shengfa SU ; Zhu MA ; Qingsong LI ; Yichao GENG ; Yu WANG ; Daxian LUO ; Wengang YANG ; Yinxiang HU ; Huiqin LI ; Zhixu HE ; Bing LU
Chinese Journal of Radiological Medicine and Protection 2019;39(1):51-57
Objective To investigate the impact of the changes of posttreatment karnofsky performance status (KPSpost) on the overall survival (OS) for patients with stage Ⅳ non-small cell lung cancer (NSCLC) underwent concurrent chemoradiation.Methods A total of 279 patients (male 198 and female 81) with histological confirmed stage Ⅳ NSCLC were enrolled in this study with a median age of 58 years old (range 22 to 80 years old).There were 166 cases of squamous carcinoma,87 cases of adenocarcinoma,and 22 cases of unclassified carcinoma,respectively.All enrolled patients received more than 2 cycles of chemotherapy and more than 36 Gy of concurrent radiotherapy.Kaplan-Meier method and Log-rank test were applied to evaluate OS.Multivariate analyses were carried out by the Cox proportionalhazard model.Chi-square test and logistic regression analysis were used to explore the related factors of KPSpost.Results There were 198 patients with improved KPSpost and 81 patients with decreased KPSpost,respectively.Univariate and multivariate analyses indicated that the improvement of KPSpost was associated with longer OS.Logistic regression analysis showed that the improvement of KPSpost was positively related with treatment of more than 4-6 cycles chemotherapy concurrent with over 63 Gy radiation to primary tumor.The improvement of KPSpost also correlated positively with disease control rate (DCR),but negatively with PLT toxicity and radiation esophagitis.Conclusions KPSpost was an independent prognostic factor of OS for patients with stage Ⅳ NSCLC underwent concurrent chemoradiation.Chemotherapy of 4-6 cycles and concurrent over 63 Gy radiotherapy dose to primary tumor,as well as DCR were positive factors for KPSpost improvement.However,stage 3-4 PLT toxicities and radiation esophagitis decreased the KPSpost.
7.The influence of concurrent chemoradiotherapy on survival for patients of different ages with stage Ⅳ non-small cell lung cancer——reanalysis of two prospective studies
Weixu FU ; Weiwei OUYANG ; Shengfa SU ; Zhu MA ; Qingsong LI ; Yichao GENG ; Daxian LUO ; Wengang YANG ; Yinxiang HU ; Huiqin LI ; Zhixu HE ; Bing LU
Chinese Journal of Radiation Oncology 2019;28(4):262-267
Objective To analyze the survival and toxicity after concurrent chemoradiotherapy in patients of different ages with stage Ⅳ non-small cell lung cancer (NSCLC).Methods Clinical data of 282 NSCLC patients in two prospective studies were retrospectively analyzed,who completed the protocol (at least 2 cycles of chemotherapy and thoracic radiation doses of ≥36 Gy).Among them,44 patients were assigned into in the young group (≤ 45 years old),161 patients in the middle-age group (46-64 years old) and 77 patients in the elderly group (≥ 65 years old).The clinical characteristics of patients among different groups were analyzed by x2 test.The overall survival (OS) was calculated by Kaplan-Meier method.Stratified analysis was performed by Log-rank test.Multi-factor prognosis analysis was conducted by Cox's proportional hazards regression model.Results The incidence of NSCLC in the male patients in the elderly group was higher than that in the middle-age and young groups.The 1-,2-,3-and 5-year OS did not significantly differ among different groups (P=0.810).The OS did not significantly differ among patients of the same gender,pathological type,T stage,N stage,metastasis status,same chemotherapy cycle,primary tumor dose and comprehensive treatment and short-term response (all P>0.05).The incidence of adverse events did not considerably differ among different groups.Multivariate analysis demonstrated that age was not an independent factor for survival (P> O.05).Conclusion Patients of different ages with stage Ⅳ NSCLC obtain similar survival benefits and adverse events after concurrent chemoradiotherapy.
8. Discussion on optimal duration of pegylated interferon α combined with ribavirin for chronic hepatitis C in HIV-infected patients
Yingchun KE ; Linghua LI ; Fengyu HU ; Yun LAN ; Yaozu HE ; Xiejie CHEN ; Xiaoping TANG ; Weiping CAI ; Ruichao LU ; Yan HE ; Huiqin LI
Chinese Journal of Hepatology 2018;26(4):282-287
Objective:
To investigate the optimal duration of pegylated-alpha interferon (Peg-INFα) combined with ribavirin (RBV) in treating chronic hepatitis C infection in human immunodeficiency virus (HIV)-infected patients.
Methods:
A multicenter prospective study was conducted. The study subjects were divided into two groups; HIV/HCV co-infections (Group A, n = 158) and control with HCV-monoinfections (Group B, n = 60). All recruited patients received standard Peg-INFα plus RBV therapy. Group A was divided into 3 subgroups according to CD4+ cell counts: A1 subgroup, 79 cases, CD4+ counts > 350 cells /μl, who received anti-HCV before combination antiretroviral therapy(cART); A2 subgroup, 45 cases, CD4+ counts between 200 and 350 cells/μl, who did not start anti-HCV until they could tolerate cART well; A3 subgroup, 34 cases, CD4+ counts < 200 cells /μl, cART was administered first, and anti-HCV therapy was started when CD4+ counts > 200 cells/μl. The anti-HCV efficacy of two groups and 3 subgroups were compared. Statistical analysis for normal distribution and homogeneity of variance data was calculated by t-test and the counting data was analyzed by χ 2 test. The Mann-Whitney U test was used for non-normal data. A one-way analysis of variance (ANOVA) was used for the comparison of multiple groups, followed by SNK method. Multiple independent samples were used for non-parametric tests.
Results:
There was no significant difference in age and baseline HCV RNA levels between groups and subgroups (P > 0.05). By an intent-to-treat (ITT) analysis, in Group A, the ratio of complete early virological response (cEVR) rate was 75.3% (119/158), the ratio of end of treatment virological response (eTVR) rate was 68.4% (108/158), and the ratio of sustained virological response (SVR) rate was 48.7% (77/158); in Group B, the ratio of cEVR rate was 93.3% (56/60), the ratio of eTVR rate was 90.0% (54/60), and the ratio of SVR rate was 71.7% (43/60); The therapeutic index of Group A were lower than those of Group B (P≤0.05). By per-protocol (PP) analysis, the ratio of cEVR rate in Group A [75.2% (88/112)] was still lower than that in Group B [93.3% (56/60)], but no significant differences were found in the ratio of eTVR rate and SVR rate between 2 groups (P > 0.05). Comparing the efficacy of subgroups (A1, A2 and A3) by ITT analysis, the ratios of cEVR rate were respectively 78.5% (62/79), 75.6% (34/45) and 67.6% (23/34); the ratios of eTVR rate were respectively 68.4%(54/79), 80.0%(36/45)and 52.9%(18/34); and the ratios of SVR rate were respectively 41.8%(33/79), 64.4%(29/45)and 44.1%(15/34). The ratio of eTVR in subgroup A2 was obviously higher than that in subgroup A3 and the ratio of SVR in subgroup A2 was statistically higher than that of subgroup A1(P≤0.05). However, by PP analysis, no significant differences of the therapeutic indexes were found among the respective subgroups (P > 0.05).
Conclusion
HIV-HCV co-infected patients would have better anti-HCV efficacy with Peg-INFα-2a plus RBV than HCV- monoinfected patients. The best time for initiating anti-HCV therapy in HIV-HCV co-infected patients is when CD4+ counts 200 cells/ μl.
9.Progress in diagnosis and treatment of children with laryngopharyngeal reflux
Huiqin ZENG ; Lingyun HOU ; Xiaoshan DAI ; Zhifan HU ; Jinzhun WU
Chinese Journal of Applied Clinical Pediatrics 2018;33(7):558-560
Laryngopharyngeal reflux is an independent disease that affects the quality of life in children,but its pathogenesis is not clear and its diagnostic criteria is not unified.With the reports of laryngopharyngeal reflux continuing to emerge in recent years,this study aims to review the progress in pathogenesis,diagnosis and treatment of laryngopharyngeal reflux in children.
10.The effect of radial artery hemostat continuous compression time in patients undergoing transradial percutaneous coronary intervention
Jingwen HU ; Meili LIU ; Xiaojun BAI ; Huiqin RUAN
Chinese Journal of Practical Nursing 2018;34(27):2116-2119
Objective To investigate the effect of radial artery hemostat (TR Band) continuous compression time on bleeding of puncture point, thumb perception, palm swelling and subjective comfort in patients undergoing transradial percutaneous coronary intervention. Methods One hundred and fifty-five patients who underwent transradial percutaneous coronary intervention were randomly divided into two observation groups and a control group. All patients in the three groups were treated by TR Band patent hemostasis. All three groups received the consistent deflation schedule, except the TR Band was removed at the 12th hour post operation in the control group, and at the 6th hour in the 1st observation group and at the 4th hour in the 2nd observation group. Postoperative bleeding of puncture point, thumb perception, palm swelling and subjective comfort were observed in the three groups. Results The differences of postoperative bleeding of puncture point, thumb perception, palm swelling and subjective comfort among the three groups were statistically significant (χ2=6.31, P<0.05; F=5.26, 4.00, 14.69, P<0.01). In the 2nd observation group, palm swelling was the lowest, but perception, and comfort and bleeding rate is the highest among the three groups. In the 1st observation group, the overall indexes were medium among the three groups. Conclusions The optimal compression duration of TR Band post transradial percutaneous coronary intervention is 6 h, which does not increase the risk of bleeding, but also significantly improve local swelling and perceptual experience, and increase patient comfort.

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