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.
{"title":"[Research on Configuration Paths of Digital Literacy Empowering Medical Students' Innovative Behaviors: Based on Fuzzy-Set Qualitative Comparative Analysis].","authors":"Jiuying Hu, Qilin Zhang, Yili Chu, Juan Wu","doi":"10.12182/20240760302","DOIUrl":"https://doi.org/10.12182/20240760302","url":null,"abstract":"<p><strong>Objective: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"964-971"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334290/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019056","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}
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
{"title":"[Prevalence of Allergen-Specific Immunoglobulin E in 57558 Patients in 2012-2022].","authors":"Xue'an Wang, Weihua Feng, Zhuochun Huang, Junlong Zhang, Bin Yang","doi":"10.12182/20240760502","DOIUrl":"10.12182/20240760502","url":null,"abstract":"<p><strong>Objective: </strong>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.</p><p><strong>Methods: </strong>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. <i>P</i><0.05 was applied to determine statistically significant differences. GraphPad Prism 9.0.0 was utilized to generate visual representations of the data.</p><p><strong>Results: </strong>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, <i>humulus japonicus</i>, <i>ambrosia artemisifolia</i>, <i>artemisia vulgaris</i>, 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, <i>ambrosia artemisifolia</i>, 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","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"980-988"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334271/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019055","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}
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 Km reduced from 19.32 to 5.82 mmol/L and vmax 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.
{"title":"[Salphen-Based Fe-N<sub>2</sub>O<sub>2</sub>@C Nanomaterial Applied in Synergistic Sonodynamic and Chemodynamic Therapy of Tumors].","authors":"Xiao Rong, Zhexuan Li, Yan Zuo, Li Qiu","doi":"10.12182/20240760509","DOIUrl":"10.12182/20240760509","url":null,"abstract":"<p><strong>Objective: </strong>To synthesize a Salphen-based Fe-N<sub>2</sub>O<sub>2</sub>@C material with high peroxidase (POD)-mimicking activity and sonosensitivity for the synergistic sonodynamic (SDT) and chemodynamic (CDT) therapy of tumors.</p><p><strong>Methods: </strong>Fe-N<sub>2</sub>O<sub>2</sub> was synthesized via the hydrothermal method, and Fe-N<sub>2</sub>O<sub>2</sub>@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-N<sub>2</sub>O<sub>2</sub>@C to perform synergistic SDT and CDT killing of 4T1 mouse breast cancer cells were explored through <i>in vitro</i> experiments. The <i>in vivo</i> tumor-killing ability of Fe-N<sub>2</sub>O<sub>2</sub>@C combined with ultrasound irradiation was investigated using a subcutaneous 4T1 tumor-bearing mouse model.</p><p><strong>Results: </strong>FFe-N<sub>2</sub>O<sub>2</sub> and Fe-N<sub>2</sub>O<sub>2</sub>@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-N<sub>2</sub>O<sub>2</sub> and Fe-N<sub>2</sub>O<sub>2</sub>@C possessed a Salphen covalent organic framework structure with M-N<sub>2</sub>O<sub>2</sub> coordination, and the ketjen black loading had no significant impact on this structure. Compared to Fe-N<sub>2</sub>O<sub>2</sub>, Fe-N<sub>2</sub>O<sub>2</sub>@C exhibited high POD-mimicking activity (with <i>K</i> <sub>m</sub> reduced from 19.32 to 5.82 mmol/L and <i>v</i> <sub>max</sub> increased from 2.51×10<sup>-8</sup> to 8.92×10<sup>-8</sup> mol/[L·s]) and sonosensitivity. Fe-N<sub>2</sub>O<sub>2</sub>@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, <i>in vivo</i> experiments showed that Fe-N<sub>2</sub>O<sub>2</sub>@C in combination with ultrasound irradiation could effectively inhibit tumor growth in a 4T1 subcutaneous tumor-bearing mouse model without significant <i>in vivo</i> toxicity.</p><p><strong>Conclusion: </strong>In this study, we prepared a Salphen-based Fe-N<sub>2</sub>O<sub>2</sub>@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-N<sub>2</sub>O<sub>2</sub>@C nanomaterial shows promising potential for multimodal tumor therapy.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"813-825"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334295/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019059","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}
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.
{"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}
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.
{"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}
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.
{"title":"[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].","authors":"Ruqian Fu, Shi Deng, Yuting Hu, Peng Luo, Hao Yang, Hua Teng, Dezhi Zeng, Jianli Ren","doi":"10.12182/20240760605","DOIUrl":"10.12182/20240760605","url":null,"abstract":"<p><strong>Objective: </strong>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).</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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 (<i>P</i><0.05). The ML models constructed with radiomics-clinical features performed better than those constructed using only radiomic features (<i>P</i><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.</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"1026-1033"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334267/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019094","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}
<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
{"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":"<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","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}
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.
{"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}
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.
{"title":"[ZIF-8@Pt Nanozyme Used for Scavenging Reactive Oxygen Species in the Treatment of Rheumatoid Arthritis].","authors":"Xuelan Lei, Li Qiu, Fangxue DU","doi":"10.12182/20240760201","DOIUrl":"10.12182/20240760201","url":null,"abstract":"<p><strong>Objective: </strong>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).</p><p><strong>Methods: </strong>The ZIF-8@Pt nanozyme was created by <i>in situ</i> 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.</p><p><strong>Results: </strong>The <i>in vitro</i> 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 (<i>P</i><0.05). The <i>in vivo</i> 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 (<i>P</i><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 (<i>P</i><0.05).</p><p><strong>Conclusion: </strong>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.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"826-837"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334274/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019061","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}
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.
{"title":"[Development and Validation of a Risk Prediction Model for Prolonged Hospitalization in Patients With Diabetic Foot Ulcers].","authors":"Bingxue Wang, Ting Lin, Jing Wu, Hongping Gong, Yan Ren, Panpan Zha, Lihong Chen, Guanjian Liu, Dawei Chen, Chun Wang, Xingwu Ran","doi":"10.12182/20240760507","DOIUrl":"10.12182/20240760507","url":null,"abstract":"<p><strong>Objective: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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, <i>P</i>=0.010), Wagner grade 3 or higher (OR=7.13, 95% CI, 3.68 to 13.83, <i>P</i><0.001), midfoot ulcers (OR=1.99, 95% CI, 1.07 to 3.72, <i>P</i>=0.030), posterior foot ulcers (OR=3.68, 95% CI, 1.83 to 7.41, <i>P</i><0.001), multisite ulcers (OR=2.91, 95% CI, 1.80 to 4.69, <i>P</i><0.001), wound size≥3 cm<sup>2</sup> (OR=2.00, 95% CI, 1.28-3.11, <i>P</i>=0.002), and white blood cell count (OR=1.11, 95% CI, 1.05 to 1.18, <i>P</i><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.</p><p><strong>Conclusion: </strong>Smoking history, Wagner grade≥3, midfoot ulcers, posterior foot ulcers, multisite ulcers, ulcer area≥3 cm<sup>2</sup>, 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.</p>","PeriodicalId":39321,"journal":{"name":"Journal of Sichuan University (Medical Science Edition)","volume":"55 4","pages":"972-979"},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11334298/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142019068","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}