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.The impact and in vitro mechanisms of frozen stored platelet-rich plasma on wound repair
Rui SU ; Liang DONG ; Zhao PAN ; Huiqin WEN
Acta Universitatis Medicinalis Anhui 2024;59(7):1143-1150
Objective To evaluate the effects and mechanisms of frozen-thawed platelet-rich plasma(PRP)stored at-80 ℃ on wound healing-related cells.Furthermore,to explore the feasibility and effectiveness of using cryopre-served PRP at low temperatures for promoting wound healing.Methods Using non-activated fresh PRP,calcium-activated fresh PRP,and post-thawed PRP,co-cultured with macrophages,fibroblasts,and vascular endothelial cells,the study measured and compared the expression of polarization and inflammatory factors associated with macropha-ges,as well as cell migration and proliferation rates,among other indicators,to analyze the effects of PRP on macro-phage polarization,inflammation,and cell proliferation.Results Compared with the control group,post-cryopre-served PRP at ultra-low temperatures resulted in decreased expression of M1-like polarized macrophage gene iNOS(P<0.000 1),reduced NO secretion(P<0.001),increased urea content(P<0.000 1),decreased M1-related inflammatory factor tumor necrosis factor-alpha(TNF-α)(P<0.001),and decreased secretion of white blood cell interleukin(IL)-1(P<0.001);M2-related anti-inflammatory factor IL-10 secretion levels increased(P<0.01),and IL-12 secretion increased(P<0.05)Furthermore,co-culturing with frozen-thawed PRP significantly promoted cell migration and enhanced vascular formation efficiency,surpassing the effects of fresh PRP and being comparable to activated PRP(P<0.01).Cell viability assays and CCK-8 proliferation experiments also showed a significant in-crease in the proliferation rates of L929 and HUVEC co-cultured with frozen-thawed PRP(P<0.01).Conclusion After being cryopreserved at-80 ℃,PRP has been proven to significantly enhance cell migration,differentia-tion,and proliferation capabilities,while inhibiting the production of inflammatory factors and promoting M2 polari-zation of macrophages.Therefore,low-temperature cryopreservation can be considered as an effective method for PRP preservation.
3.Pathological and magnetic resonance imaging characteristics of orbital diffuse large B-cell lymphoma
Hongna ZHU ; Xiaoyu QU ; Bing WANG ; Huiqin LU ; Anle SU
Journal of Clinical Medicine in Practice 2024;28(22):46-51
Objective To investigate the pathological and magnetic resonance imaging (MRI) characteristics of orbital diffuse large B-cell lymphoma (DLBCL). Methods A total of 48 patients with orbital DLBCL were selected via a retrospective case-control study in the orbital DLBCL group, and 51 patients with DLBCL of primary central nervous system during the same period were included in primary DLBCL group. The clinical characteristics and MRI features of the orbital DLBCL group were analyzed, and the pathological characteristics and peripheral blood platelet-to-lymphocyte ratio (PLR), neutrophil-to-lymphocyte ratio (NLR), and lymphocyte-to-monocyte ratio (LMR) were compared between the two groups. Results The main clinical manifestations of orbital DLBCL patients included local orbital mass in 48 cases (100.00%), limited ocular motility in 38 cases (79.17%), exophthalmos in 33 cases (68.75%), decreased visual acuity in 25 cases (52.08%), diplopia in 17 cases (35.42%), and epistaxis in 9 cases (18.75%). Orbital DLBCL predominantly occurred in the extraconal space (54.17%), with lesions mostly located above the orbit (52.08%). T1-weighted images mainly showed intermediate signal intensity (60.42%), T2-weighted images mainly showed intermediate (56.25%) and high signal intensity (29.17%), diffusion-weighted images mainly showed high signal intensity (58.33%), and apparent diffusion coefficient maps mainly showed low signal intensity (60.42%). There were no statistically significant differences in histopathological subtype, CD20 positive expression, CD79a positive expression, CD45RO positive expression, International Prognostic Index score, and pathological stage between the two groups (
4.Research progress on the association between screen exposure and autism spectrum disorder in preschool children
HUANG Lei, WU Xiaoyan, NAN Nan, SU Yue, ZHENG Huiqin, GUO Jinxian
Chinese Journal of School Health 2023;44(6):942-945
Abstract
Autism spectrum disorder (ASD) is a lifelong neurodevelopmental disorder. Early life social experience assessment before symptoms of ASD might be helpful for determining the causal link between social experiences and early childhood ASD. Younger children are exposed to excessive screen time in recent years. This paper summarizes the association between screen exposure with ASD in preschool children, and proposes future research directions and provides evidencebased guidance to optimize and support children s early media experiences.
5.Preparation and performance of an adhesive hemostatic dual-network hydrogel
Yufan Ding ; Rui Su ; Zhao Pan ; Huiqin Wen
Acta Universitatis Medicinalis Anhui 2023;58(2):243-247
Objective:
To prepare an adhesive hemostatic hydrogel and examine its hemostatic performance and biocompatibility.
Methods:
The precursor components were homogenously dissolved and photo-crosslinked in order to form dual-network hydrogel.The electron microscopy morphology was then analyzed ; mechanical properties were tested ; in vitro hemostatic performances were investigated by whole blood clotting test and simulation trial of cutaneous bleeding.Further,the hemocompatibility was evaluated.
Results:
A characteristic porous network structure was presented through microscopy observation of the sample.The tensile strength of hydrogel reached 46 kPa,and strong adhesion was achieved between the hydrogel and ex vivo biological tissues.Hydrogel had significant effect on wound closure and clotting time could be shortened to 1 minute.
Conclusion
The hydrogel was capable of accelerating coagulation due to its ability to accumulate platelets and red cells after blood contact.The dual-network hydrogel with good hemocompatibility enabled excellent hemostatic performance by the synergistic effects of the chemical activation mechanism and physical hemostatic effect.
6.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.
7.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.
8.Effect of CD 4+ T cells and CD 4+/CD 8+ in peripheral blood on survival of patients with stage Ⅳ non-small cell lung cancer—Establishment of a Nomogram prediction model
Lixue WANG ; Haojie WANG ; Weiwei OUYANG ; Wengang YANG ; Zhu MA ; Qingsong LI ; Huiqin LI ; Xiaxia CHEN ; Xiaoyang LI ; Yichao GENG ; Shengfa SU ; Bing LU
Chinese Journal of Radiation Oncology 2020;29(9):751-756
Objective:To explore the possibility of CD 4+ T cells and CD 4+ /CD 8+ ratio in peripheral blood to predict the survival of patients with stage Ⅳ non-small cell lung cancer (NSCLC), and to establish a Nomogram prediction model. Methods:The influence of CD 4+ T cells and CD 4+ /CD 8+ ratio on the clinical factors and survival of 682 patients pathologically diagnosed with stage Ⅳ NSCLC with no history of cancer treatment was retrospectively analyzed and the Nomogram prediction model was established. Combined with the changes of immune cells levels in 110 patients after treatment, the prognostic and predictive values of CD 4+ T cells and CD 4+ /CD 8+ ratio were verified. Countable data were analyzed by t-test. The survival rate was calculated by Kaplan-Meier method, log-rank test or univariate analysis. The multivariate analysis was performed by Cox regression model. Results:Univariate analysis demonstrated that CD 4+ > 43.15% before treatment significantly prolonged the survival. By multivariate analysis of Cox regression model, CD 4+ >43.15% was an independent prognostic factor to prolong survival for stage Ⅳ NSCLC. The Nomogram model was established and verified that the predicted and actual overall survivals were highly consistent. Further analysis showed that 43.15% as the critical value of CD 4+ T cell level significantly prolonged survival when CD 4+ expressed at a high-level before treatment, after treatment, before and after treatment, or combined with CD 4+ /CD 8+ >1.65. Conclusions:The baseline level of CD 4+ T cells before treatment in peripheral blood is an independent prognostic factor for stage Ⅳ NSCLC. The CD 4+ /CD 8+ ratio before treatment has limited value in predicting the prognosis.
9.Prognostic value of peripheral blood CD 8+ T lymphocytes for stage Ⅲ-Ⅳ non-small cell lung cancer patients treated with chemoradiotherapy
Haojie WANG ; Lixue WANG ; Weiwei OUYANG ; Zhu MA ; Qingsong LI ; Wengang YANG ; Huiqin LI ; Shengfa SU ; Bing LU
Chinese Journal of Radiation Oncology 2020;29(10):849-854
Objective:To explore the changes of CD 8+ T cells in stage Ⅲ-Ⅳ non-small cell lung cancer (NSCLC) patients before and after radiochemotherapy and evaluate its clinical value in predicting survival. Methods:A total of 795 patients with stage Ⅲ-Ⅳ NSCLC who completed CD 8+ T cell testing from January 2011 to December 2017 were recruited (249 patients completed 1-3 tests within 6 months after treatment). The survival difference of patients with different levels of CD 8+ T cells and the prognostic value of the changes in the CD 8+ T cell level were analyzed. The survival analysis was performed by Kaplan- Meier method and log-rank test or univariate analysis. The multivariate survival analysis was conducted by Cox’s regression model. Results:Before treatment, the levels of CD 8+ T cells in the peripheral blood did not significantly differ among patients with different clinical factors. The survival time of stage Ⅲ NSCLC patients with CD 8+ T cell levels of<26.44% was significantly prolonged ( P=0.043). After treatment, the levels of CD 8+ T cells were significantly higher than those before treatment. The levels were similar within 1-3 months, decreased after 4-6 months but still significantly higher than those before treatment. The median survival time of patients with CD 8+ cell levels of<43.90% after treatment was 22 months, significantly longer than 16 months of those with CD 8+ cell levels of ≥43.90%( P=0.032). Stratified analysis demonstrated no significant difference in the survival time at 1 month and 2-3 months after treatment ( P>0.05), whereas the survival time significantly differed at 4-6 months ( P=0.001). The multivariate survival analysis showed that CD 8+ cell levels of<43.90% after treatment was an independent prognostic factor ( HR=0.714, P=0.031). Conclusions:The effect of CD 8+ T cells on prognosis of patients with stage Ⅲ-Ⅳ NSCLC is limited. After treatment, CD 8+ T cell levels are increased significantly. A certain increase in the CD 8+ T cell levels can prolong the survival time. The detection of CD 8+ T cell subtypes plays a more significant role.
10.Analysis of the epidemiological characteristics of pulmonary tuberculosis in Minhang District of Shanghai , 2009 -2019
Hualin SU ; Lihong TANG ; Qiongjin MA ; Huiqin YAN ; Yunhua WU ; Yameng ZHAO ; Dunjia WANG
Journal of Public Health and Preventive Medicine 2020;31(6):71-74
Objective To investigate the epidemic characteristics of pulmonary tuberculosis (TB) in Minhang District of Shanghai, and to provide a scientific basis for TB prevention and control. Methods Data from active TB patients registered in Minhang District of Shanghai from 2009 to 2019 was collected and analyzed using descriptive epidemiological method. Results From 2009 to 2019 the registration rates of TB patients in Minhang district of Shanghai showed a downward trend, with an average annual registration rate of 32.35/100 000, including 3 611 (41.08%) patients who were registered permanent residents of Shanghai and 5 179 (58.92%) patients who were non-permanent residents. The ratio of men to women was 2.04:1. Workers accounted for more cases (22.77%) than other occupations among patients without registered permanent residence, while retirees accounted for the majority of cases (38.60%) among patients with registered permanent residence. Among the TB patients without registered residence, the highest proportion (45.86%) was in the 20-29 years old group, while the highest proportion in permanent residents was in the 50-59 years old group (19.47%). The peak incidence occurred in May in patients without registered permanent residence, while the peak incidence was in June in patients with registered permanent residence. Conclusion It is necessary to strengthen the prevention and control of TB in people without registered permanent residence of Shanghai, and at the same time, to strengthen the prevention and control of TB in old people and students with registered permanent residence of Shanghai.


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