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[Research on Configuration Paths of Digital Literacy Empowering Medical Students' Innovative Behaviors: Based on Fuzzy-Set Qualitative Comparative Analysis]. [数字素养赋能医学生创新行为的配置路径研究:基于模糊集定性比较分析]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760302
Jiuying Hu, Qilin Zhang, Yili Chu, Juan Wu

Objective: To explore the causal complexity between individual digital literacy and innovative behaviors by focusing on medical students, and to provide scientific references for empowering their innovative behaviors.

Methods: A questionnaire survey was conducted to collect relevant data from students currently enrolled in a medical school in Anhui Province. Fuzzy-set qualitative comparative analysis (fsQCA) was performed to examine the different combination paths for empowering innovative behaviors in medical students.

Results: A total of 922 valid questionnaires were collected. Based on six conditional variables of digital literacy, namely information and data literacy, communication and collaboration literacy, digital content creation literacy, security literacy, problem solving literacy, and career-related literacy, there were five configurations for high-level innovation behaviors of medical students, with the overall consistency being 0.816 and the overall coverage being 0.664. On the other hand, there were three configurations for their low-level innovation behaviors, with the overall consistency being 0.901 and the total coverage being 0.585.

Conclusion: There is a causal complexity between medical students' digital literacy and their innovative behaviors. Different dimensions of digital literacy act synergistically to produce multiple paths to empower medical students' innovative behaviors. Among them, a high level of competence in digital content creation is the core condition that empowers innovative behaviors in medical students, while a low level of problem-solving competence is the key barrier to their innovative behaviors.

目的以医学生为研究对象,探讨个体数字素养与创新行为之间的因果关系,为增强医学生的创新行为能力提供科学参考:方法:对安徽省某医学院校在校学生进行问卷调查,收集相关数据。方法:对安徽省医学院校的在校学生进行问卷调查,收集相关数据,并进行模糊集定性比较分析(fsQCA),研究医学生创新行为赋权的不同组合路径:结果:共收集到 922 份有效问卷。基于数字素养的六个条件变量,即信息与数据素养、沟通与协作素养、数字内容创作素养、安全素养、问题解决素养和职业相关素养,医学生高层次创新行为有五种配置,总体一致性为0.816,总体覆盖率为0.664。另一方面,医学生的低水平创新行为有三个构型,总体一致性为 0.901,总覆盖率为 0.585:医学生的数字素养与创新行为之间存在因果关系。不同维度的数字素养协同作用,产生多种路径来增强医学生的创新行为。其中,高水平的数字内容创作能力是增强医学生创新行为能力的核心条件,而低水平的问题解决能力则是医学生创新行为的关键障碍。
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引用次数: 0
[Prevalence of Allergen-Specific Immunoglobulin E in 57558 Patients in 2012-2022]. [2012-2022年57558名患者过敏原特异性免疫球蛋白E的患病率]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760502
Xue'an Wang, Weihua Feng, Zhuochun Huang, Junlong Zhang, Bin Yang

Objective: The study aims to preliminarily investigate the prevalence characteristics of allergen-specific immunoglobulin E (IgE) in 57558 patients over the past decade by examining its distribution in the province and exploring its associations with age, sex, temperature, and relative humidity, providing insights for the prevention and diagnosis of allergic diseases in the Sichuan region.

Methods: A retrospective analysis was conducted on a cohort of 57558 patients who underwent allergen testing (by means of EUROIMMUN immunoblotting method) at West China Hospital, Sichuan University between August 2012 and February 2022. The clinical data of these patients were collected to establish a comprehensive database, while the temperature and humidity records of the corresponding timeframe were gathered for further analysis. The positive results from the allergen tests were categorized into four levels, including weakly positive (±), positive (+), moderately positive (++), and strongly positive (+++). Statistical analyses were performed using SPSS 25.0, with Chi-square tests conducted to compare count data and Pearson's correlation tests done conducted to assess the relationships between different types of allergens and temperature/relative humidity. P<0.05 was applied to determine statistically significant differences. GraphPad Prism 9.0.0 was utilized to generate visual representations of the data.

Results: The overall positivity rate of allergen-specific IgE among the 57558 samples was 30.69%. The top five allergens that elicited positive results were dust mite mix 1 (14.46%), crab (6.67%), soybean (4.72%), fish mix 1 (4.64%), and cockroach (4.34%). Notably, weakly positive (±) results were predominant for allergens such as eggs, peanuts, soybeans, cow's milk, beef, mutton, crab, shrimp, fish mix 1, cockroach, humulus japonicus, ambrosia artemisifolia, artemisia vulgaris, tree mix 2, house dust, and mold mix 1, collectively constituting over 40% of the positive outcomes. In contrast, cat hair and dog dander exhibited an equal distribution of approximately 25% for each positive levels, while mite mix 1 demonstrated the highest proportion of strongly positive results (+++), accounting for 37.66% of all positive results. Sex disparities in positivity rates were evident for various allergens, with significant differences observed for peanut, soybean, crab, shrimp, fish mix 1, cockroach, ambrosia artemisifolia, tree mix 2, cat hair, dog dander, and mite mix 1. Furthermore, the study identified age-related trends in allergen positivity rates, with a general decline observed across most allergens with increasing age. The positive rate of at least one food allergen was highest in the 0-10 age group (36.18%), and the positive rate of at least one inhalation allergen was highest in the 11-20 age group (45.35%). Noteworthy correlations were observed between alle

研究目的本研究旨在通过考察过敏原特异性免疫球蛋白E(IgE)在我省的分布情况,探讨其与年龄、性别、气温和相对湿度的关系,初步研究近十年来57558例患者中过敏原特异性免疫球蛋白E(IgE)的流行特征,为四川地区过敏性疾病的预防和诊断提供参考:方法:对2012年8月至2022年2月期间在四川大学华西医院接受过敏原检测(采用EUROIMMUN免疫印迹法)的57558名患者进行回顾性分析。我们收集了这些患者的临床数据,建立了一个全面的数据库,同时收集了相应时间段的温湿度记录,以便进一步分析。过敏原检测的阳性结果分为四个等级,包括弱阳性(±)、阳性(+)、中度阳性(++)和强阳性(+++)。使用 SPSS 25.0 进行统计分析,用卡方检验比较计数数据,用皮尔逊相关检验评估不同类型过敏原与温度/相对湿度之间的关系。结果在 57558 个样本中,过敏原特异性 IgE 的总体阳性率为 30.69%。结果呈阳性的前五种过敏原分别是尘螨混合物 1(14.46%)、蟹(6.67%)、大豆(4.72%)、鱼混合物 1(4.64%)和蟑螂(4.34%)。值得注意的是,鸡蛋、花生、大豆、牛奶、牛肉、羊肉、螃蟹、虾、鱼混合物 1、蟑螂、葎草、青蒿、蒿草、树混合物 2、室内灰尘和霉菌混合物 1 等过敏原的检测结果以弱阳性(±)为主,共占阳性结果的 40% 以上。相比之下,猫毛和狗皮屑的阳性结果分布相当,各占约 25%,而螨虫混合物 1 的强阳性结果(+++)比例最高,占所有阳性结果的 37.66%。各种过敏原的阳性率存在明显的性别差异,其中花生、大豆、蟹、虾、鱼混合物 1、蟑螂、青蒿、树混合物 2、猫毛、狗皮屑和螨混合物 1 的阳性率存在显著差异。此外,研究还发现过敏原阳性率与年龄有关,随着年龄的增长,大多数过敏原的阳性率普遍下降。0-10 岁年龄组至少一种食物过敏原的阳性率最高(36.18%),11-20 岁年龄组至少一种吸入过敏原的阳性率最高(45.35%)。过敏原特异性 IgE 阳性率与环境因素之间存在值得注意的相关性,包括牛奶过敏与相对湿度之间的强烈负相关(r=-0.640,Pr 平均高温=-0.695,r 平均低温=-0.692,Pr=0.704,PC结论:过敏原特异性 IgE 阳性与遗传因素有关,在人群中表现出明显的性别和年龄特征,并受当地温度和相对湿度变化的影响。
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引用次数: 0
[Salphen-Based Fe-N2O2@C Nanomaterial Applied in Synergistic Sonodynamic and Chemodynamic Therapy of Tumors]. [盐基 Fe-N2O2@C 纳米材料在肿瘤声动力和化学动力协同治疗中的应用]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760509
Xiao Rong, Zhexuan Li, Yan Zuo, Li Qiu

Objective: To synthesize a Salphen-based Fe-N2O2@C material with high peroxidase (POD)-mimicking activity and sonosensitivity for the synergistic sonodynamic (SDT) and chemodynamic (CDT) therapy of tumors.

Methods: Fe-N2O2 was synthesized via the hydrothermal method, and Fe-N2O2@C was prepared by incorporating a ketjen black substrate. The morphology, structure, composition, enzyme mimic activity for reactive oxygen species (ROS) production, and sonosensitivity of the material were characterized. The ability and mechanism of Fe-N2O2@C to perform synergistic SDT and CDT killing of 4T1 mouse breast cancer cells were explored through in vitro experiments. The in vivo tumor-killing ability of Fe-N2O2@C combined with ultrasound irradiation was investigated using a subcutaneous 4T1 tumor-bearing mouse model.

Results: FFe-N2O2 and Fe-N2O2@C were both irregularly shaped nanospheres with average particle sizes of 25.9 nm and 36.2 nm, respectively. XRD, FTIR, and XPS analyses confirmed that both Fe-N2O2 and Fe-N2O2@C possessed a Salphen covalent organic framework structure with M-N2O2 coordination, and the ketjen black loading had no significant impact on this structure. Compared to Fe-N2O2, Fe-N2O2@C exhibited high POD-mimicking activity (with K m reduced from 19.32 to 5.82 mmol/L and v max increased from 2.51×10-8 to 8.92×10-8 mol/[L·s]) and sonosensitivity. Fe-N2O2@C in combination with ultrasound irradiation could produce a large amount of ROS within cells and a subsequent significant decrease in mitochondrial membrane potential, thereby inducing TEM-observable mitochondrial damage and causing cell apoptosis and death. In addition, in vivo experiments showed that Fe-N2O2@C in combination with ultrasound irradiation could effectively inhibit tumor growth in a 4T1 subcutaneous tumor-bearing mouse model without significant in vivo toxicity.

Conclusion: In this study, we prepared a Salphen-based Fe-N2O2@C material with good biocompatibility, which can be used in combination with ultrasound irradiation to achieve SDT and CDT synergistic killing of tumor cells and inhibit tumor growth. This Salphen-based Fe-N2O2@C nanomaterial shows promising potential for multimodal tumor therapy.

目的合成具有高过氧化物酶(POD)模拟活性和声敏感性的盐基 Fe-N2O2@C 材料,用于肿瘤的声动力(SDT)和化学动力(CDT)协同治疗:方法:采用水热法合成了 Fe-N2O2,并通过加入克坚黑基底制备了 Fe-N2O2@C。对材料的形态、结构、组成、活性氧(ROS)产生的酶模拟活性和声敏感性进行了表征。通过体外实验探讨了 Fe-N2O2@C 协同 SDT 和 CDT 杀死 4T1 小鼠乳腺癌细胞的能力和机制。利用皮下 4T1 肿瘤小鼠模型研究了 Fe-N2O2@C 结合超声照射的体内肿瘤杀伤能力:结果:FFe-N2O2和Fe-N2O2@C均为不规则形状的纳米球,平均粒径分别为25.9 nm和36.2 nm。XRD、傅立叶变换红外光谱和 XPS 分析证实,Fe-N2O2 和 Fe-N2O2@C 都具有 M-N2O2 配位的 Salphen 共价有机框架结构,酮黑的负载对这种结构没有显著影响。与 Fe-N2O2 相比,Fe-N2O2@C 具有较高的 POD 模拟活性(K m 从 19.32 mmol/L 降至 5.82 mmol/L,v max 从 2.51×10-8 mol/[L-s] 升至 8.92×10-8mol/[L-s])和声敏感性。Fe-N2O2@C与超声波照射相结合,可在细胞内产生大量的ROS,线粒体膜电位随之显著降低,从而诱发TEM可观察到的线粒体损伤,导致细胞凋亡和死亡。此外,体内实验表明,Fe-N2O2@C 与超声照射相结合可有效抑制 4T1 皮下肿瘤小鼠模型的肿瘤生长,且无明显的体内毒性:本研究制备了一种具有良好生物相容性的Salphen基Fe-N2O2@C材料,该材料可与超声照射联合使用,实现SDT和CDT协同杀伤肿瘤细胞,抑制肿瘤生长。这种基于Salphen的Fe-N2O2@C纳米材料在多模式肿瘤治疗方面具有广阔的应用前景。
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引用次数: 0
[Multidimensional Social Deprivation Impacts on Frailty in the Elderly: The Mediating Effect of Depression]. [多维社会贫困对老年人体弱的影响:抑郁症的中介效应]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760601
Guangquan Ran, Yan Wang, Shuai Liu, Danping Liu

Objective: To investigate the mediating role of depression in the association between multidimensional social deprivation and frailty among the elderly.

Methods: A total of 533 elderly individuals were enrolled from a district in Chengdu using a convenience sampling method. The participants responded to a questionnaire survey. Spearman rank correlation coefficient was employed to assess the correlations among social deprivation, depression, and frailty. MacKinnon's product-of-coefficients method was used to test the significance of the mediating effect of depression between social deprivation and frailty.

Results: Among the participants, the average score for social deprivation among the participants was 48.9±7.1, the depression detection rate was 12.8%, and the frailty incidence rate was 8.4%. Social deprivation was positively correlated with frailty (r=0.212, P<0.001) and depression (r=0.399, P<0.001), while depression was positively correlated with frailty (r=0.248, P<0.001). The results of the mediation analysis showed that depression partially mediated the relationship between social deprivation and frailty (P<0.05), accounting for 64.95% of the mediation effect. Specifically, depression partially mediated the relationship between socio-economic status, comprehensive feeling, and frailty (P<0.05), accounting for 70.30% and 64.76% of the mediating effect, respectively. Depression fully mediated the relationship between family and social support, political and social participation dimensions, and frailty (P<0.05).

Conclusion: Social deprivation can influence frailty in elderly people, with depression partially mediating this association.

摘要研究抑郁在多维度社会贫困与老年人体弱之间关系中的中介作用:方法:采用便利抽样法,在成都市某区共招募了 533 名老年人。参与者对问卷调查做出了回答。采用斯皮尔曼等级相关系数评估社会贫困、抑郁和虚弱之间的相关性。麦金农系数乘积法(MacKinnon's product-of-coefficients method)用于检验抑郁在社会贫困与虚弱之间的中介效应的显著性:结果:在参与者中,社会贫困的平均得分为(48.9±7.1)分,抑郁的检出率为 12.8%,而虚弱的发生率为 8.4%。社会贫困与虚弱呈正相关(r=0.212,Pr=0.399,Pr=0.248,PPPPC结论:社会贫困会影响老年人的虚弱程度,而抑郁症会部分调节这种关联。
{"title":"[Multidimensional Social Deprivation Impacts on Frailty in the Elderly: The Mediating Effect of Depression].","authors":"Guangquan Ran, Yan Wang, Shuai Liu, Danping Liu","doi":"10.12182/20240760601","DOIUrl":"10.12182/20240760601","url":null,"abstract":"<p><strong>Objective: </strong>To investigate the mediating role of depression in the association between multidimensional social deprivation and frailty among the elderly.</p><p><strong>Methods: </strong>A total of 533 elderly individuals were enrolled from a district in Chengdu using a convenience sampling method. The participants responded to a questionnaire survey. Spearman rank correlation coefficient was employed to assess the correlations among social deprivation, depression, and frailty. MacKinnon's product-of-coefficients method was used to test the significance of the mediating effect of depression between social deprivation and frailty.</p><p><strong>Results: </strong>Among the participants, the average score for social deprivation among the participants was 48.9±7.1, the depression detection rate was 12.8%, and the frailty incidence rate was 8.4%. Social deprivation was positively correlated with frailty (<i>r</i>=0.212, <i>P</i><0.001) and depression (<i>r</i>=0.399, <i>P</i><0.001), while depression was positively correlated with frailty (<i>r</i>=0.248, <i>P</i><0.001). The results of the mediation analysis showed that depression partially mediated the relationship between social deprivation and frailty (<i>P</i><0.05), accounting for 64.95% of the mediation effect. Specifically, depression partially mediated the relationship between socio-economic status, comprehensive feeling, and frailty (<i>P</i><0.05), accounting for 70.30% and 64.76% of the mediating effect, respectively. Depression fully mediated the relationship between family and social support, political and social participation dimensions, and frailty (<i>P</i><0.05).</p><p><strong>Conclusion: </strong>Social deprivation can influence frailty in elderly people, with depression partially mediating this association.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"925-931"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334278/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019092","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
[Loss of Myeloid-Derived Growth Factor Leads to Increased Fibrosis in Mice After Myocardial Infarction]. [髓系生长因子缺失导致小鼠心肌梗死后纤维化加重]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760206
Guoling Han, Yanyan Hao, Ruopu Li, Weijing Liu, Jun Liu, Yu Nie, Lina Bai, Yuyao Wang

Objective: To investigate the effect of the loss of myeloid-derived growth factor (Mydgf) on the transformation of cardiac fibroblasts into myofibroblasts after myocardial infarction (MI).

Methods: Two adult mouse groups, including a wild-type (WT) group and another group with Mydgf knockout (Mydgf-KO), were examined in the study. The mice in these two groups were tested for their cardiac function by measuring left ventricular ejection fraction (LVEF) and left ventricular fractional shortening (LVFS) (n=10). Quantitative real-time PCR (qRT-PCR) (n=3) was performed to determine the mRNA expression levels of myofibroblast markers, including α-smooth muscle actin (α-SMA), periostin (postn), type Ⅷ collagen (col8al), and connective tissue growth factor (ctgf). Western blot (n=3) was performed to verify the protein expression levels of α-SMA. MI modeling was performed on the WT and the Mydgf-KO mice. Postoperative LVEF and LVFS (n=10) were then measured. The hearts were harvested and Masson staining was performed to determine the infarcted area (n=10). The heart samples of Mydgf-KO and WT mice were collected at d 7 and d 14 after MI, respectively, to verify the expression of myofibroblast markers (n=3).

Results: Compared with WT mice, LVEF and LVFS in adult Mydgf-KO mice showed no significant changes (all P>0.05). However, the mRNA levels of α-SMA and postn were upregulated, and α-SMA protein expression was also increased (all P<0.05). After MI, compared with WT mice, LVEF and LVFS in Mydgf-KO mice decreased, and the infarcted area increased significantly (all P<0.05). Furthermore, mRNA levels of α-SMA, col8al, postn, and ctgf were increased in Mydgf-KO mice. In addition, the α-SMA protein expression level was upregulated and α-SMA-positive fibroblasts were increased (P<0.05).

Conclusion: Mydgf deletion promotes the transformation of cardiac fibroblasts into myofibroblasts and aggravates myocardial fibrosis after MI.

研究目的研究髓源性生长因子(Mydgf)缺失对心肌梗死(MI)后心脏成纤维细胞向肌成纤维细胞转化的影响:方法:本研究考察了两组成年小鼠,包括野生型(WT)组和 Mydgf 基因敲除(Mydgf-KO)组。通过测量左心室射血分数(LVEF)和左心室折返缩短率(LVFS)来检测这两组小鼠的心脏功能(n=10)。进行定量实时 PCR(qRT-PCR)(n=3),以确定肌成纤维细胞标记物的 mRNA 表达水平,包括α-平滑肌肌动蛋白(α-SMA)、骨膜增生蛋白(postn)、Ⅷ型胶原(col8al)和结缔组织生长因子(ctgf)。进行 Western 印迹(n=3)以验证 α-SMA 蛋白表达水平。对WT和Mydgf-KO小鼠进行MI建模。然后测量术后 LVEF 和 LVFS(n=10)。收获心脏并进行马森染色以确定梗死面积(n=10)。分别在心肌梗死后第7天和第14天采集Mydgf-KO和WT小鼠的心脏样本,以验证肌成纤维细胞标记物的表达(n=3):结果:与WT小鼠相比,成年Mydgf-KO小鼠的LVEF和LVFS无显著变化(均P>0.05)。然而,α-SMA和postn的mRNA水平上调,α-SMA蛋白表达也增加(所有PMydgf-KO小鼠均下降),梗死面积显著增加(所有Pα-SMA、col8al、postn和ctgf在Mydgf-KO小鼠中均增加)。此外,α-SMA 蛋白表达水平上调,α-SMA 阳性成纤维细胞增加(PConclusion:Mydgf缺失会促进心肌成纤维细胞向肌成纤维细胞转化,并加重心肌梗死后的心肌纤维化。
{"title":"[Loss of Myeloid-Derived Growth Factor Leads to Increased Fibrosis in Mice After Myocardial Infarction].","authors":"Guoling Han, Yanyan Hao, Ruopu Li, Weijing Liu, Jun Liu, Yu Nie, Lina Bai, Yuyao Wang","doi":"10.12182/20240760206","DOIUrl":"10.12182/20240760206","url":null,"abstract":"<p><strong>Objective: </strong>To investigate the effect of the loss of myeloid-derived growth factor (Mydgf) on the transformation of cardiac fibroblasts into myofibroblasts after myocardial infarction (MI).</p><p><strong>Methods: </strong>Two adult mouse groups, including a wild-type (WT) group and another group with <i>Mydgf</i> knockout (<i>Mydgf</i>-KO), were examined in the study. The mice in these two groups were tested for their cardiac function by measuring left ventricular ejection fraction (LVEF) and left ventricular fractional shortening (LVFS) (<i>n</i>=10). Quantitative real-time PCR (qRT-PCR) (<i>n</i>=3) was performed to determine the mRNA expression levels of myofibroblast markers, including α-smooth muscle actin (<i>α-SMA</i>), periostin (<i>postn</i>), type Ⅷ collagen (<i>col8al</i>), and connective tissue growth factor (<i>ctgf</i>). Western blot (<i>n</i>=3) was performed to verify the protein expression levels of α-SMA. MI modeling was performed on the WT and the <i>Mydgf</i>-KO mice. Postoperative LVEF and LVFS (<i>n</i>=10) were then measured. The hearts were harvested and Masson staining was performed to determine the infarcted area (<i>n</i>=10). The heart samples of <i>Mydgf</i>-KO and WT mice were collected at d 7 and d 14 after MI, respectively, to verify the expression of myofibroblast markers (<i>n</i>=3).</p><p><strong>Results: </strong>Compared with WT mice, LVEF and LVFS in adult <i>Mydgf</i>-KO mice showed no significant changes (all P>0.05). However, the mRNA levels of <i>α-SMA</i> and <i>postn</i> were upregulated, and α-SMA protein expression was also increased (all <i>P</i><0.05). After MI, compared with WT mice, LVEF and LVFS in <i>Mydgf</i>-KO mice decreased, and the infarcted area increased significantly (all <i>P</i><0.05). Furthermore, mRNA levels of <i>α-SMA</i>, <i>col8al</i>, <i>postn</i>, and <i>ctgf</i> were increased in <i>Mydgf</i>-KO mice. In addition, the α-SMA protein expression level was upregulated and α-SMA-positive fibroblasts were increased (<i>P</i><0.05).</p><p><strong>Conclusion: </strong>Mydgf deletion promotes the transformation of cardiac fibroblasts into myofibroblasts and aggravates myocardial fibrosis after MI.</p>","PeriodicalId":39321,"journal":{"name":"四川大学学报(医学版)","volume":"55 4","pages":"886-892"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334291/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019089","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
[Preoperative Evaluation of Cervical Lymph Node Metastasis in Patients With Hashimoto's Thyroiditis Combined With Thyroid Papillary Carcinoma Using Machine Learning and Radiomics-Based Features: A Preliminary Study]. [利用机器学习和基于放射组学的特征对桥本氏甲状腺炎合并甲状腺乳头状癌患者的颈淋巴结转移进行术前评估:初步研究]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760605
Ruqian Fu, Shi Deng, Yuting Hu, Peng Luo, Hao Yang, Hua Teng, Dezhi Zeng, Jianli Ren

Objective: To analyze the radiomic and clinical features extracted from 2D ultrasound images of thyroid tumors in patients with Hashimoto's thyroiditis (HT) combined with papillary thyroid carcinoma (PTC) using machine learning (ML) models, and to explore the diagnostic performance of the method in making preoperative noninvasive identification of cervical lymph node metastasis (LNM).

Methods: A total of 528 patients with HT combined with PTC were enrolled and divided into two groups based on their pathological results of the presence or absence of LNM. The groups were subsequently designated the With LNM Group and the Without LNM Group. Three ultrasound doctors independently delineated the regions of interest and extracted radiomic features. Two modes, radiomic features and radiomics-clinical features, were used to construct random forest (RF), support vector machine (SVM), LightGBM, K-nearest neighbor (KNN), and XGBoost models. The performance of these five ML models in the two modes was evaluated by the receiver operating characteristic (ROC) curves on the test dataset, and SHapley Additive exPlanations (SHAP) was used for model visualization.

Results: All five ML models showed good performance, with area under the ROC curve (AUC) ranging from 0.798 to 0.921. LightGBM and XGBoost demonstrated the best performance, outperforming the other models (P<0.05). The ML models constructed with radiomics-clinical features performed better than those constructed using only radiomic features (P<0.05). The SHAP visualization of the best-performing models indicated that the anteroposterior diameter, superoinferior diameter, original_shape_VoxelVolume, age, wavelet-LHL_firstorder_10Percentile, and left-to-right diameter had the most significant effect on the LightGBM model. On the other hand, the superoinferior diameter, anteroposterior diameter, left-to-right diameter, original_shape_VoxelVolume, original_firstorder_InterquartileRange, and age had the most significant effect on the XGBoost model.

Conclusion: ML models based on radiomics and clinical features can accurately evaluate the cervical lymph node status in patients with HT combined with PTC. Among the 5 ML models, LightGBM and XGBoost demonstrate the best evaluation performance.

目的利用机器学习(ML)模型分析从桥本氏甲状腺炎(HT)合并甲状腺乳头状癌(PTC)患者甲状腺肿瘤二维超声图像中提取的放射学和临床特征,并探讨该方法在术前无创性识别颈淋巴结转移(LNM)方面的诊断性能:方法:共纳入 528 例 HT 合并 PTC 患者,并根据其是否存在 LNM 的病理结果将其分为两组。这两组随后被命名为有 LNM 组和无 LNM 组。三位超声医生独立划定感兴趣区并提取放射学特征。放射学特征和放射学-临床特征两种模式被用于构建随机森林(RF)、支持向量机(SVM)、LightGBM、K-近邻(KNN)和 XGBoost 模型。在测试数据集上,通过接收器操作特征曲线(ROC)评估了这五种 ML 模型在两种模式下的性能,并使用 SHapley Additive exPlanations(SHAP)进行模型可视化:所有五个 ML 模型都表现出良好的性能,ROC 曲线下面积(AUC)在 0.798 到 0.921 之间。LightGBM和XGBoost表现最佳,优于其他模型(PPC结论:基于放射组学和临床研究的ML模型具有良好的性能:基于放射组学和临床特征的ML模型可以准确评估HT合并PTC患者的颈淋巴结状态。在 5 个 ML 模型中,LightGBM 和 XGBoost 的评估性能最佳。
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引用次数: 0
[Mechanism of Extracellular Histone-Induced Endothelial Dysfunction Leading to Sepsis-Induced Acute Respiratory Distress Syndrome]. [细胞外组蛋白诱导内皮功能障碍导致败血症诱发急性呼吸窘迫综合征的机制]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760508
Tinghang Yang, Yupei Li, Baihai Su
<p><strong>Objective: </strong>Sepsis-induced acute respiratory distress syndrome (ARDS) is an independent risk factor for mortality in critically ill septic patients. However, effective therapeutic targets are still unavailable due to the lack of understanding of its unclear pathogenesis. With increasing understanding in the roles of circulating histones and endothelial dysfunction in sepsis, we aimed to investigate the mechanism of histone-induced endothelial dysfunction leading to sepsis-induced ARDS and to provide experimental support for histone-targeted treatment of sepsis-induced ARDS.</p><p><strong>Methods: </strong>First of all, <i>in vitro</i> experiments were conducted. Human umbilical vein endothelial cells (HUVEC) were stimulated with gradient concentrations of histones to explore for the optimal stimulation concentration <i>in vitro</i>. Then, HUVEC were exposed to histones at an optimal concentration with or without resatorvid (TAK-242), a selective inhibitor of Toll-like receptor 4 (TLR4), for 24 hours for modeling. The cells were divided into 4 groups: 1) the blank control group, 2) the blank control+TAK-242 intervention group, 3) the histone stimulation group, and 4) the histone+TAK-242 intervention group. HUVEC apoptosis was determined by flow cytometry, VE-Cadherin expression in endothelial cells was determined by Western blot, and the integrity of adhesion connections between endothelial cells was evaluated with confocal fluorescence microscopic images. Male C57BL/6 mice aged 6-8 weeks and weighing 22-25 g were used for the <i>in vivo</i> experiment. Then, the mice were given cecal ligation and puncture (CLP) as well as histone injection at 50 mg/kg via the tail vein for sepsis modeling. The experimental animals were divided into 6 groups: 1) the blank control group, 2) the blank control+TAK-242 intervention group, 3) the CLP model group, 4) the CLP+TAK-242 intervention group, 5) the histone model group, and 6) the histone+TAK-242 intervention group. After 24 h, the concentrations of serum interleukin-6 (IL-6) and tumor necrosis factor-α (TNF-α) were determined using ELISA kits. Western blot was performed to determine the expression of vascular endothelial (VE)-cadherin in the lung tissue. Hematoxylin and eosin (HE) staining was performed to observe the pathological changes in the lung tissue of the mice. Evans Blue was injected via the tail vein 30 min before the mice were sacrificed. Lung tissue was collected after the mice were sacrificed. Then, the concentrations of Evans blue dye per unit mass in the lung tissue from mice of different groups were evaluated, the rates of pulmonary endothelial leakage were calculated, and the integrity of the pulmonary endothelial barrier was evaluated.</p><p><strong>Results: </strong>The results of the <i>in vitro</i> experiment showed that, compared with those of the control group, HUVEC apoptosis was significantly increased under histone stimulation (<i>P</i><0.05), the expression of VE
目的:脓毒症诱发的急性呼吸窘迫综合征(ARDS)是危重脓毒症患者死亡的独立危险因素。然而,由于对其发病机制尚不清楚,目前还没有有效的治疗靶点。随着人们对循环组蛋白和内皮功能障碍在脓毒症中作用的认识不断加深,我们旨在研究组蛋白诱导内皮功能障碍导致脓毒症诱发 ARDS 的机制,并为组蛋白靶向治疗脓毒症诱发 ARDS 提供实验支持:首先,进行体外实验。方法:首先进行体外实验,用梯度浓度的组蛋白刺激人脐静脉内皮细胞(HUVEC),探索体外最佳刺激浓度。然后,将 HUVEC 暴露于最佳浓度的组蛋白,同时加入或不加入 Toll 样受体 4(TLR4)的选择性抑制剂 resatorvid(TAK-242),持续 24 小时进行建模。细胞分为 4 组:1)空白对照组;2)空白对照+TAK-242 干预组;3)组蛋白刺激组;4)组蛋白+TAK-242 干预组。通过流式细胞术检测 HUVEC 的凋亡情况,通过 Western 印迹检测内皮细胞中 VE-Cadherin 的表达情况,通过共聚焦荧光显微镜图像评估内皮细胞之间粘附连接的完整性。体内实验采用年龄为 6-8 周、体重为 22-25 克的雄性 C57BL/6 小鼠。然后,对小鼠进行盲肠结扎和穿刺(CLP),并通过尾静脉注射 50 mg/kg 的组蛋白,以建立败血症模型。实验动物分为 6 组:1)空白对照组;2)空白对照+TAK-242 干预组;3)CLP 模型组;4)CLP+TAK-242 干预组;5)组蛋白模型组;6)组蛋白+TAK-242 干预组。24小时后,使用ELISA试剂盒测定血清白细胞介素-6(IL-6)和肿瘤坏死因子-α(TNF-α)的浓度。用 Western 印迹法测定肺组织中血管内皮(VE)-cadherin 的表达。采用苏木精和伊红(HE)染色法观察小鼠肺组织的病理变化。在小鼠牺牲前 30 分钟通过尾静脉注射伊凡蓝。小鼠牺牲后收集肺组织。然后,评估不同组小鼠肺组织中单位质量伊文思蓝染料的浓度,计算肺内皮渗漏率,并评估肺内皮屏障的完整性:体外实验结果表明,与对照组相比,组蛋白刺激下HUVEC凋亡显著增加(PP体内实验结果表明,在CLP诱导和组蛋白诱导的败血症小鼠中,TAK-242能有效缓解血清中IL-6和TNF-α浓度的升高,减少肺组织中VE-cadherin表达的下调(PC结论:TAK-242通过与TLR-4结合,能有效减少肺组织中VE-cadherin表达的下调:组蛋白通过与TLR-4结合,降低了血管内皮细胞表面VE-cadherin的表达,破坏了细胞间粘连接头的完整性,引发了肺组织的病理损伤。在组蛋白诱导的败血症中,使用TLR-4抑制剂可预防败血症诱导的ARDS。
{"title":"[Mechanism of Extracellular Histone-Induced Endothelial Dysfunction Leading to Sepsis-Induced Acute Respiratory Distress Syndrome].","authors":"Tinghang Yang, Yupei Li, Baihai Su","doi":"10.12182/20240760508","DOIUrl":"10.12182/20240760508","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;Sepsis-induced acute respiratory distress syndrome (ARDS) is an independent risk factor for mortality in critically ill septic patients. However, effective therapeutic targets are still unavailable due to the lack of understanding of its unclear pathogenesis. With increasing understanding in the roles of circulating histones and endothelial dysfunction in sepsis, we aimed to investigate the mechanism of histone-induced endothelial dysfunction leading to sepsis-induced ARDS and to provide experimental support for histone-targeted treatment of sepsis-induced ARDS.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;First of all, &lt;i&gt;in vitro&lt;/i&gt; experiments were conducted. Human umbilical vein endothelial cells (HUVEC) were stimulated with gradient concentrations of histones to explore for the optimal stimulation concentration &lt;i&gt;in vitro&lt;/i&gt;. Then, HUVEC were exposed to histones at an optimal concentration with or without resatorvid (TAK-242), a selective inhibitor of Toll-like receptor 4 (TLR4), for 24 hours for modeling. The cells were divided into 4 groups: 1) the blank control group, 2) the blank control+TAK-242 intervention group, 3) the histone stimulation group, and 4) the histone+TAK-242 intervention group. HUVEC apoptosis was determined by flow cytometry, VE-Cadherin expression in endothelial cells was determined by Western blot, and the integrity of adhesion connections between endothelial cells was evaluated with confocal fluorescence microscopic images. Male C57BL/6 mice aged 6-8 weeks and weighing 22-25 g were used for the &lt;i&gt;in vivo&lt;/i&gt; experiment. Then, the mice were given cecal ligation and puncture (CLP) as well as histone injection at 50 mg/kg via the tail vein for sepsis modeling. The experimental animals were divided into 6 groups: 1) the blank control group, 2) the blank control+TAK-242 intervention group, 3) the CLP model group, 4) the CLP+TAK-242 intervention group, 5) the histone model group, and 6) the histone+TAK-242 intervention group. After 24 h, the concentrations of serum interleukin-6 (IL-6) and tumor necrosis factor-α (TNF-α) were determined using ELISA kits. Western blot was performed to determine the expression of vascular endothelial (VE)-cadherin in the lung tissue. Hematoxylin and eosin (HE) staining was performed to observe the pathological changes in the lung tissue of the mice. Evans Blue was injected via the tail vein 30 min before the mice were sacrificed. Lung tissue was collected after the mice were sacrificed. Then, the concentrations of Evans blue dye per unit mass in the lung tissue from mice of different groups were evaluated, the rates of pulmonary endothelial leakage were calculated, and the integrity of the pulmonary endothelial barrier was evaluated.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;The results of the &lt;i&gt;in vitro&lt;/i&gt; experiment showed that, compared with those of the control group, HUVEC apoptosis was significantly increased under histone stimulation (&lt;i&gt;P&lt;/i&gt;&lt;0.05), the expression of VE","PeriodicalId":39321,"journal":{"name":"四川大学学报(医学版)","volume":"55 4","pages":"902-910"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
[Research Progress in Organocatalysts Used in the Synthesis of Medical Polyurethanes and Their Biotoxicity]. [用于合成医用聚氨酯的有机催化剂及其生物毒性的研究进展]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760401
Daiguo Zhao, Mingjie Zhang, Zhen Li, Wanling Lan, Mingjiang Meng, Hong Tan

Medical polyurethanes have emerged as a leading choice for biomedical applications owing to their exceptional biocompatibility and good physical and mechanical properties. Catalysts play a crucial role as additives in the synthesis of medical polyurethanes, enhancing synthesis efficiency and material properties. However, the catalysts used may affect the biocompatibility of polyurethanes and pose potential harm to human health. This review encapsulates the latest findings regarding the catalysts employed in the synthesis of medical polyurethane materials and their biotoxicity. Initially, we reviewed the prevalent types of catalysts used in the synthesis of medical polyurethane materials and described their distinctive characteristics. Subsequently, our focus shifted to exploring the potential biotoxicity associated with these catalysts. Finally, we provided a forward-looking perspective and recommendations for the future trajectory of catalyst selection in the synthesis of medical polyurethane materials. By acquiring a more profound understanding of the properties and biotoxicity of catalysts used in the synthesis of medical polyurethane materials, and by uncovering existing issues and challenges, we can better guide the design of medical polyurethane materials. This, in turn, enables us to chart the course for future development and ultimately enhance the biocompatibility and safety profiles of medical polyurethane materials. Such advancements will promote the continued development and application of medical polyurethane materials in clinical settings.

医用聚氨酯具有优异的生物相容性和良好的物理机械性能,已成为生物医学应用的主要选择。催化剂作为添加剂在医用聚氨酯的合成过程中发挥着重要作用,可提高合成效率和材料性能。然而,所使用的催化剂可能会影响聚氨酯的生物相容性,并对人体健康造成潜在危害。本综述囊括了有关医用聚氨酯材料合成过程中使用的催化剂及其生物毒性的最新研究成果。首先,我们回顾了用于合成医用聚氨酯材料的常用催化剂类型,并介绍了它们的显著特点。随后,我们将重点转向探讨与这些催化剂相关的潜在生物毒性。最后,我们对医用聚氨酯材料合成中催化剂选择的未来轨迹提出了前瞻性的观点和建议。通过更深入地了解用于合成医用聚氨酯材料的催化剂的特性和生物毒性,并揭示存在的问题和挑战,我们可以更好地指导医用聚氨酯材料的设计。这反过来又使我们能够规划未来的发展方向,并最终提高医用聚氨酯材料的生物相容性和安全性。这些进步将促进医用聚氨酯材料在临床中的不断发展和应用。
{"title":"[Research Progress in Organocatalysts Used in the Synthesis of Medical Polyurethanes and Their Biotoxicity].","authors":"Daiguo Zhao, Mingjie Zhang, Zhen Li, Wanling Lan, Mingjiang Meng, Hong Tan","doi":"10.12182/20240760401","DOIUrl":"10.12182/20240760401","url":null,"abstract":"<p><p>Medical polyurethanes have emerged as a leading choice for biomedical applications owing to their exceptional biocompatibility and good physical and mechanical properties. Catalysts play a crucial role as additives in the synthesis of medical polyurethanes, enhancing synthesis efficiency and material properties. However, the catalysts used may affect the biocompatibility of polyurethanes and pose potential harm to human health. This review encapsulates the latest findings regarding the catalysts employed in the synthesis of medical polyurethane materials and their biotoxicity. Initially, we reviewed the prevalent types of catalysts used in the synthesis of medical polyurethane materials and described their distinctive characteristics. Subsequently, our focus shifted to exploring the potential biotoxicity associated with these catalysts. Finally, we provided a forward-looking perspective and recommendations for the future trajectory of catalyst selection in the synthesis of medical polyurethane materials. By acquiring a more profound understanding of the properties and biotoxicity of catalysts used in the synthesis of medical polyurethane materials, and by uncovering existing issues and challenges, we can better guide the design of medical polyurethane materials. This, in turn, enables us to chart the course for future development and ultimately enhance the biocompatibility and safety profiles of medical polyurethane materials. Such advancements will promote the continued development and application of medical polyurethane materials in clinical settings.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"807-812"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334272/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019057","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
[ZIF-8@Pt Nanozyme Used for Scavenging Reactive Oxygen Species in the Treatment of Rheumatoid Arthritis]. [用于清除治疗类风湿性关节炎的活性氧的 ZIF-8@Pt 纳米酶]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760201
Xuelan Lei, Li Qiu, Fangxue DU

Objective: To formulate a ZIF-8 nano mimetic enzyme conjugated with platinum metal (ZIF-8@Pt) that can scavenge reactive oxygen species (ROS) and to explore its potential applications in the treatment of rheumatoid arthritis (RA).

Methods: The ZIF-8@Pt nanozyme was created by in situ reduction. Characterization of the nanozyme was then performed and its ability to mimic enzymes was investigated. Cell experiments were conducted using RAW264.7 cells, which were divided into three groups, including the untreated group (UT), the positive control group receiving lipopolysaccharide (LPS), which was designated as the LPS group, and the ZIF-8@Pt group receiving ZIF-8@Pt and LPS treatment. The cell experiments were conducted to evaluate the anti-inflammatory properties of ZIF-8@Pt through scavenging intracellular ROS. On the other hand, a collagen-induced arthritis (CIA) model was induced in rats. Similar to the group designations in the cell experiments, the rats were assigned to three groups, including a healthy control group (the UT group), a positive control group receiving a local injection of PBS solution in the knee joint, which was referred to as the control group, and a treatment group receiving a local injection of ZIF-8@Pt solution in the knee joint, which was referred to as the ZIF-8@Pt group. General evaluation, imaging observation, assessment of inflammatory factors, and pathological evaluation were performed to assess the therapeutic efficacy of ZIF-8@Pt against RA.

Results: The in vitro experiment revealed significant difference in the levels of intracellular ROS and LPS-induced M1-type macrophage polarization between the LPS group and the ZIF-8@Pt group (P<0.05). The in vivo experiment showed that significant difference in the levels of inflammatory factors, including interleukin-1β (IL-1β), C-reactive protein (CRP), tumor necrosis factor-α (TNF-α), and arginase-1 (Arg-1) in the knee joints of the CIA rats between the LPS group and the ZIF-8@Pt group (P<0.05). Comparing the findings for the ZIF-8@Pt group and the control group, pathology assessment revealed that ZIF-8@Pt reduced local hypoxia and suppressed osteoclastic activity, neovascularization, and M1-type macrophage polarization (P<0.05).

Conclusion: The ZIF-8@Pt enzyme mimetic inhibits macrophage inflammatory polarization by ROS scavenging, thereby improving inflammation in RA. Furthermore, the ZIF-8@Pt nanozyme improves the hypoxic environment and inhibits angiogenesis and bone destruction, demonstrating promising therapeutic efficacy for RA.

目的制备可清除活性氧(ROS)的 ZIF-8 纳米金属铂共轭模拟酶(ZIF-8@Pt),并探索其在治疗类风湿性关节炎(RA)中的潜在应用:方法:ZIF-8@Pt纳米酶是通过原位还原法制备的。方法:通过原位还原法制备了 ZIF-8@Pt 纳米酶,然后对纳米酶进行了表征,并研究了其模拟酶的能力。使用 RAW264.7 细胞进行细胞实验,将其分为三组,包括未处理组(UT)、接受脂多糖(LPS)的阳性对照组(即 LPS 组)和接受 ZIF-8@Pt 和 LPS 处理的 ZIF-8@Pt 组。细胞实验的目的是评估 ZIF-8@Pt 通过清除细胞内 ROS 的抗炎特性。另一方面,在大鼠中诱导胶原诱导的关节炎(CIA)模型。与细胞实验的分组相似,大鼠被分为三组,包括健康对照组(UT组)、膝关节局部注射PBS溶液的阳性对照组(简称对照组)和膝关节局部注射ZIF-8@Pt溶液的治疗组(简称ZIF-8@Pt组)。两组分别进行一般评估、影像学观察、炎症因子评估和病理学评估,以评价ZIF-8@Pt对RA的疗效:体外实验显示,LPS 组与 ZIF-8@Pt 组在细胞内 ROS 水平和 LPS 诱导的 M1 型巨噬细胞极化水平上存在显著差异(体内实验显示,ZIF-8@Pt 组与 ZIF-8@Pt 组在炎症因子水平上存在显著差异、体内实验表明,白细胞介素-1β(IL-1β)、C反应蛋白(CRP)、肿瘤坏死因子-α(TNF-α)和精氨酸酶-1(Arg-1)等炎症因子水平在 LPS 组和 ZIF-8@Pt 组 CIA 大鼠膝关节中存在显著差异:ZIF-8@Pt酶模拟物通过清除ROS抑制巨噬细胞炎症极化,从而改善RA的炎症。此外,ZIF-8@Pt 纳米酶还能改善缺氧环境,抑制血管生成和骨破坏,对 RA 具有良好的疗效。
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引用次数: 0
[Development and Validation of a Risk Prediction Model for Prolonged Hospitalization in Patients With Diabetic Foot Ulcers]. [糖尿病足溃疡患者长期住院风险预测模型的开发与验证]。
Q3 Medicine Pub Date : 2024-07-20 DOI: 10.12182/20240760507
Bingxue Wang, Ting Lin, Jing Wu, Hongping Gong, Yan Ren, Panpan Zha, Lihong Chen, Guanjian Liu, Dawei Chen, Chun Wang, Xingwu Ran

Objective: To investigate the risk factors associated with prolonged hospitalization in patients diagnosed with diabetic foot ulcers (DFU), to develop a predictive model, and to conduct internal validation of the model.

Methods: The clinical data of DFU patients admitted to West China Hospital, Sichuan University between January 2012 and December 2022 were retrospectively collected. The subjects were randomly assigned to a training cohort and a validation cohort at a ratio of 7 to 3. Hospital stays longer than 75th percentile were defined as prolonged length-of-stay. A thorough analysis of the risk factors was conducted using the training cohort, which enabled the development of an accurate risk prediction model. To ensure robustness, the model was internally validated using the validation cohort.

Results: A total of 967 inpatients with DFU were included, among whom 245 patients were identified as having an extended length-of-stay. The training cohort consisted of 622 patients, while the validation cohort comprised 291 patients. Multivariate logistic regression analysis revealed that smoking history (odds ratio [OR]=1.67, 95% confidence interval [CI], 1.13 to 2.48, P=0.010), Wagner grade 3 or higher (OR=7.13, 95% CI, 3.68 to 13.83, P<0.001), midfoot ulcers (OR=1.99, 95% CI, 1.07 to 3.72, P=0.030), posterior foot ulcers (OR=3.68, 95% CI, 1.83 to 7.41, P<0.001), multisite ulcers (OR=2.91, 95% CI, 1.80 to 4.69, P<0.001), wound size≥3 cm2 (OR=2.00, 95% CI, 1.28-3.11, P=0.002), and white blood cell count (OR=1.11, 95% CI, 1.05 to 1.18, P<0.001) were associated with an increased risk of prolonged length of stay. Additionally, a nomogram was constructed based on the identified risk factors. The areas under the receiver operating characteristic (ROC) curves for both the training cohort and the validation cohort were 0.782 (95% CI, 0.745 to 0.820) and 0.756 (95% CI, 0.694 to 0.818), respectively, indicating robust predictive performance. Furthermore, the calibration plot demonstrated optimal concordance between the predicted probabilities and the observed outcomes in both the training and the validation cohorts.

Conclusion: Smoking history, Wagner grade≥3, midfoot ulcers, posterior foot ulcers, multisite ulcers, ulcer area≥3 cm2, and elevated white blood cell count are identified as independent predictors of prolonged hospitalization. Therefore, it is imperative that clinicians conduct a comprehensive patient evaluation and implement appropriate diagnostic and therapeutic strategies to effectively shorten the length of stay for DFU patients.

目的研究与糖尿病足溃疡(DFU)患者住院时间延长相关的风险因素,建立预测模型,并对模型进行内部验证:方法:回顾性收集2012年1月至2022年12月期间四川大学华西医院收治的糖尿病足溃疡患者的临床数据。受试者按7:3的比例随机分配到训练队列和验证队列中,住院时间超过75百分位数定义为住院时间延长。利用训练队列对风险因素进行了全面分析,从而建立了准确的风险预测模型。为确保模型的稳健性,我们使用验证队列对模型进行了内部验证:结果:共纳入了 967 名 DFU 住院患者,其中 245 名患者被确定为住院时间较长。训练队列包括 622 名患者,验证队列包括 291 名患者。多变量逻辑回归分析显示,吸烟史(几率比 [OR]=1.67,95% 置信区间 [CI],1.13 至 2.48,P=0.010)、瓦格纳 3 级或以上(OR=7.13,95% CI,3.68至13.83,PP=0.030)、足后溃疡(OR=3.68,95% CI,1.83至7.41,PP2(OR=2.00,95% CI,1.28至3.11,P=0.002)和白细胞计数(OR=1.11,95% CI,1.05至1.18,PConclusion):吸烟史、瓦格纳分级≥3级、中足溃疡、后足溃疡、多部位溃疡、溃疡面积≥3平方厘米和白细胞计数升高被认为是延长住院时间的独立预测因素。因此,临床医生必须对患者进行全面评估,并实施适当的诊断和治疗策略,以有效缩短 DFU 患者的住院时间。
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四川大学学报(医学版)
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