1.Differences in scapular kinematics between healthy individuals and rotator cuff tear patients based on biplane X-ray
Zicheng GUO ; Jingyuan MENG ; Jiechao ZHANG ; Li DING ; Xiaoye TANG ; Lichao TIAN ; Yilin WANG ; Yong HE
Chinese Journal of Tissue Engineering Research 2026;30(3):652-660
BACKGROUND:Due to the complex movement of the scapula,which is a six-degree-of-freedom activity in three-dimensional space,it is difficult to measure it accurately using traditional methods.The image and model matching technology based on dual-plane X-ray is a three-dimensional measurement method that has gradually developed and matured in recent years.Two high-speed cameras are used to project and shoot from orthogonal directions.Compared with a single perspective,this method has advantages in observation range and reduction of out-of-plane errors,and is suitable for the study of scapula kinematics.OBJECTIVE:X-ray biplane and image-model registration technology were used to explore the differences in scapular kinematics between normal individuals and patients with rotator cuff tears,providing a basis for the treatment and rehabilitation of rotator cuff tear patients.METHODS:From April 2023 to January 2024,10 patients with normal shoulders and 10 patients with rotator cuff tears who met the inclusion criteria were enrolled from Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine.The subjects underwent a shoulder CT scan to create a 3D model and a local scapular coordinate system.X-ray biplane images were taken during shoulder abduction with two C-arm machines.The 2D and 3D images were registered to compare scapular kinematic differences between the two groups at 0°,15°,30°,45°,60°,75°,and 90° of abduction,including scapular rotation angle and displacement distance.RESULTS AND CONCLUSION:(1)During shoulder abduction,the scapula of both groups showed upward rotation,but the upward rotation of the rotator cuff tear group was greater than that of the control group,and the difference was significant when the abduction was 30°-90°(P<0.01).At the same time,the scapula internal rotation of both groups gradually increased,but the rotator cuff tear group was significantly greater than the control group when the abduction was 45°-90°(P<0.01).In addition,the anteroposterior tilt of the scapula of the two groups was significantly different when the abduction was 15°-90°(P<0.01).The scapula posterior tilt of the control group gradually increased during abduction,while the scapula of the rotator cuff tear group tilted forward except for a slight posterior tilt at 15°-30° abduction.(2)In terms of displacement,the upward displacement of the rotator cuff tear group was less than that of the control group during abduction,and the difference was significant at 15°-90°(P<0.05),but there was no significant difference in lateral and anterior-posterior displacement between the two groups(P>0.05).(3)Rotator cuff tear can cause scapular dyskinesis,characterized by increased upward rotation,internal rotation,and abnormal forward tilt during shoulder abduction.Identifying and addressing scapular dyskinesis is crucial for treating rotator cuff tear.
2.Differences in scapular kinematics between healthy individuals and rotator cuff tear patients based on biplane X-ray
Zicheng GUO ; Jingyuan MENG ; Jiechao ZHANG ; Li DING ; Xiaoye TANG ; Lichao TIAN ; Yilin WANG ; Yong HE
Chinese Journal of Tissue Engineering Research 2026;30(3):652-660
BACKGROUND:Due to the complex movement of the scapula,which is a six-degree-of-freedom activity in three-dimensional space,it is difficult to measure it accurately using traditional methods.The image and model matching technology based on dual-plane X-ray is a three-dimensional measurement method that has gradually developed and matured in recent years.Two high-speed cameras are used to project and shoot from orthogonal directions.Compared with a single perspective,this method has advantages in observation range and reduction of out-of-plane errors,and is suitable for the study of scapula kinematics.OBJECTIVE:X-ray biplane and image-model registration technology were used to explore the differences in scapular kinematics between normal individuals and patients with rotator cuff tears,providing a basis for the treatment and rehabilitation of rotator cuff tear patients.METHODS:From April 2023 to January 2024,10 patients with normal shoulders and 10 patients with rotator cuff tears who met the inclusion criteria were enrolled from Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine.The subjects underwent a shoulder CT scan to create a 3D model and a local scapular coordinate system.X-ray biplane images were taken during shoulder abduction with two C-arm machines.The 2D and 3D images were registered to compare scapular kinematic differences between the two groups at 0°,15°,30°,45°,60°,75°,and 90° of abduction,including scapular rotation angle and displacement distance.RESULTS AND CONCLUSION:(1)During shoulder abduction,the scapula of both groups showed upward rotation,but the upward rotation of the rotator cuff tear group was greater than that of the control group,and the difference was significant when the abduction was 30°-90°(P<0.01).At the same time,the scapula internal rotation of both groups gradually increased,but the rotator cuff tear group was significantly greater than the control group when the abduction was 45°-90°(P<0.01).In addition,the anteroposterior tilt of the scapula of the two groups was significantly different when the abduction was 15°-90°(P<0.01).The scapula posterior tilt of the control group gradually increased during abduction,while the scapula of the rotator cuff tear group tilted forward except for a slight posterior tilt at 15°-30° abduction.(2)In terms of displacement,the upward displacement of the rotator cuff tear group was less than that of the control group during abduction,and the difference was significant at 15°-90°(P<0.05),but there was no significant difference in lateral and anterior-posterior displacement between the two groups(P>0.05).(3)Rotator cuff tear can cause scapular dyskinesis,characterized by increased upward rotation,internal rotation,and abnormal forward tilt during shoulder abduction.Identifying and addressing scapular dyskinesis is crucial for treating rotator cuff tear.
3.Association of sex hormone levels with all-cause mortality in males: a study based on NHANES
Jiahao WANG ; Shan JIANG ; Yilin ZHAO ; Haolin LI ; He ZHANG ; Di ZHU ; Jinzhi WANG ; Junqi WANG ; Peng GE
Journal of Modern Urology 2026;31(1):33-41
Objective To investigate the association of serum total testosterone(TT),free testosterone(FT),sex hormone-binding globulin(SHBG),and estradiol(E_2)with all-cause mortality rate(AMR)in males and to evaluate their predictive value. Methods Based on data from the National Health and Nutrition Examination Survey(NHANES)cycles(1999—2004 and 2013—2016),the relationships between different sex hormones and AMR was analyzed with Cox proportional hazards regression models. The dose-response relationships between different sex hormones and male AMR were assessed with restricted cubic splines(RCS). The predictive performances of different sex hormones for male AMR were compared with receiver operating characteristic(ROC)curves and the area under the curve(AUC). The survival differences across varying sex hormone levels were evaluated with Kaplan-Meier survival curves and log-rank tests. Results This study involved 3632 adult male participants with a median follow-up of 6.5 years,during which 320 AMR occurred(8.8%). Cox univariate analysis indicated that TT,FT and SHBG were risk factors for AMR(P<0.001). Cox multivariate analysis revealed that FT and SHBG were independent risk factors for AMR(FT:HR=0.90,95%CI:0.86-0.94; SHBG:HR=1.01,95%CI:1.01-1.02). RCS revealed a U-shaped nonlinear relationship between TT,FT and AMR(P<0.001); SHBG showed a positive dose-response relationship with AMR(P<0.001). The AUCs of FT predicting the 5-year,10-year,and 15-year AMR were 0.78(95%CI:0.73-0.82),0.80(95%CI:0.76-0.84),and 0.84(95%CI: 0.80-0.88),respectively,significantly outperforming other indicators. Subgroup analysis revealed that FT was negatively correlated with male AMR,but this association was modulated by age,race,smoking status and diabetes status(P_(interaction)<0.05). Kaplan-Meier survival analysis showed that different levels of TT and FT(Q1-Q4)were significantly positively correlated with survival rate(P<0.001),while different levels of SHBG were significantly negatively correlated with survival rate,with patients in the Q4 group having the highest risk of death(P<0.001). Conclusion Based on US NHANES,studies have shown that the FT and SHBG are independent risk factors for male AMR,and FT demonstrates greater predictive value for male AMR than TT.
4.MiR-338-3p affects proliferation and apoptosis of alveolar bone osteoblasts by targeting receptor activator of nuclear factor-kappaB ligand
Mecuo LANG ; Yilin ZHANG ; Li WANG
Chinese Journal of Tissue Engineering Research 2025;29(5):899-907
BACKGROUND:MiR-338-3p could inhibit osteoclast differentiation,and downregulation of receptor activator of nuclear factor-κB ligand level could promote bone formation.However,it is unclear whether miR-338-3p can affect the proliferation and apoptosis of alveolar bone osteoblasts by regulating the receptor activator of nuclear factor-κB ligand level. OBJECTIVE:To explore the effect and mechanism of miR-338-3p on proliferation and apoptosis of alveolar bone osteoblasts by targeting receptor activator of nuclear factor-κB ligand. METHODS:Human alveolar bone osteoblasts were isolated,transfected and treated with Wnt-C59(Wnt/β-catenin pathway inhibitor),and divided into transfection control group,miR-338-3p group,miR-338-3p+control group,miR-338-3p+receptor activator of nuclear factor-κB ligand group and miR-338-3p+Wnt-C59 group.The dual luciferase report experiment was used to verify the regulatory effect of miR-338-3p on receptor activator of nuclear factor-κB ligand.Cell counting kit-8 and 5-Ethynyl-2'-deoxyuridine staining were used to detect cell proliferation levels.Flow cytometry was used to detect cell cycle and apoptosis levels.RT-qPCR was used to detect miR-338-3p,receptor activator of nuclear factor-κB ligand,Wnt-3a,β-Catenin,glycogen synthase kinase-3β mRNA levels.Western blot was used to detect RANKL,proliferating cell nuclear antigen,Ki67,CyclinD1,B-cell lymphoma/leukemia-2,B-cell lymphoma-2 related X protein,Caspase3,Wnt-3a,β-catenin,glycogen synthase kinase-3β protein levels. RESULTS AND CONCLUSION:miR-338-3p could target the regulation of receptor activator of nuclear factor-κB ligand.After overexpression of miR-338-3p,cell survival rate,5-Ethynyl-2'-deoxyuridine positive cell rate,proportion of S-phase cells were increased,and apoptosis rate was decreased.The mRNA and protein levels of miR-338-3p,proliferating cell nuclear antigen,Ki67,CyclinD1,B-cell lymphoma/leukemia-2,Wnt-3a,and β-catenin were increased,while the mRNA and protein levels of B-cell lymphoma-2 related X protein,Caspase3 protein,receptor activator of nuclear factor-κB ligand,and glycogen synthase kinase-3β were decreased(all P<0.05).Overexpression of receptor activator of nuclear factor-κB ligand or Wnt-C59 could weaken the effects of overexpression of miR-338-3p on cell proliferation and apoptosis(all P<0.05).Overall,miR-338-3p promotes alveolar bone osteoblast proliferation and inhibits apoptosis by targeting receptor activator of nuclear factor-κB ligand,which may act through activation of the Wnt/β-catenin signaling pathway.
5.Ancient and Modern Literature Analysis and Key Information Textual Research of Famous Classical Formula Qingzao Jiufeitang
Shuyue FAN ; Xuanyu CHEN ; Yilin ZHAO ; Shaoyuan LIU ; Xueyong HOU ; Luna YU ; Jiyao ZHANG ; Yansong ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(24):168-178
Qingzao Jiufeitang is a famous classical formula for treating lung injury caused by warm and dryness, included in the Catalogue of Ancient Famous Classical Formulas(The First Batch). By systematically organizing ancient and modern literature on this formula, this study analyzed and verified the origin, medicinal composition, original plants and processing, dosage and decoction method, efficacy and application of this formula. According to the research, Qingzao Jiufeitang was first recorded in Yimen Falyu in the Qing dynasty, and its creation was mainly inspired by the Ming dynasty physician MIAO Xiyong's idea of the moisturizing drugs with sweet flavour and cold nature. Based on the 2020 edition of the Pharmacopoeia of the People's Republic of China(hereinafter referred to as the Chinese Pharmacopoeia) and the textual research results of modern scholars on traditional Chinese herbal medicines, the botanical sources and processing methods of the herbs in this formula are basically clarified. Among them, Mori Folium, Gypsum Fibrosum, Ginseng Radix et Rhizoma, Sesami Semen Nigrum, Asini Corii Colla, Ophiopogonis Radix and Eriobotryae Folium are consistent with the 2020 edition of the Chinese Pharmacopoeia. The primary source of Glycyrrhizae Radix et Rhizoma is the dried roots and rhizomes of Glycyrrhiza uralensis, family Leguminosae, while the primary source of Armeniacae Semen Amarum is the dried mature seeds of Prunus armeniaca, family Rosaceae. It is recommended to use Gypsum Ustum, stir-fried Sesami Semen Nigrum, stir-fried Armeniacae Semen Amarum, Asini Corii Colla bead, and honey-fried Eriobotryae Folium, and the rest of the raw products. According to the conversion of ancient and modern doses, the recommended dosages are 11.19 g for Mori Folium, 9.33 g for Gypsum Fibrosum, 3.73 g for Glycyrrhizae Radix et Rhizoma, 2.61 g for Ginseng Radix et Rhizoma, 3.73 g for Sesami Semen Nigrum, 4.48 g for Ophiopogonis Radix, 2.61 g for Armeniacae Semen Amarum, 3.73 g for Eriobotryae Folium. The decoction method is to add 300 mL of water, decoct it down to 180 mL, remove the residue, and then add 2.98 g of Asini Corii Colla into the decoction. Take it warm after meals, two to three times a day. Qingzao Jiufeitang has the effects of clearing dryness and moistening the lungs, nourishing Yin and invigorating Qi. In ancient times, it was mainly used to treat stagnation and depression of various Qi, as well as paralysis, asthma and vomiting. In modern clinical practice, it is mostly used to treat diseases in respiratory system, otolaryngology, skin system and digestive system caused by warm-dry impairing lung, deficiency of both Qi and Yin. The above research results can provide a reference for the later development of Qingzao Jiufeitang.
6.Differences in HER2-0 and HER2-low Breast Cancer: Androgen Receptor and Programmed Death Ligand 1 as Predictive Factors
Xiaoqi ZHANG ; Ciqiu YANG ; Yitian CHEN ; Junsheng ZHANG ; Peiyong LI ; Na HUANG ; Yilin CHEN ; Minting LIANG ; Weiming LV ; Zhongyu YUAN ; Jie LI ; Kun WANG
Journal of Breast Cancer 2025;28(1):23-36
Purpose:
Human epidermal growth factor receptor 2 (HER2)-low breast cancer has the potential to emerge as a distinct subtype. Several studies have compared the differences between HER2-low and HER2-0 breast cancers, but no consensus has been reached.Additionally, a biomarker to predict pathological complete response (pCR) rates in patients with HER2-low breast cancer remains to be identified.
Methods:
We collected data from 777 patients across three centers, stratifying them into HER2-low and HER2-0 groups. We compared differences in survival and pCR rates between the two groups and investigated potential biomarkers that could reliably predict pCR.
Results:
The study found that patients with HER2-0 breast cancer had higher pCR rates compared to patients with HER2-low tumors (289 patients [30.1%] vs. 475 patients [18.1%], p < 0.0001). Survival analysis showed no significant advantage for HER2-low tumors over HER2-0 breast cancers. Binary logistic analysis revealed that androgen receptor (AR) expression predicts poorer pCR rates in both the overall patient group and the HER2-0 breast cancer group (overall patients: odds ratio [OR], 0.479; 95% confidence interval [CI], 0.250–0.917; p = 0.026 and HER2-0 patients: OR, 0.267; 95% CI, 0.080–0.892; p = 0.032). In contrast, programmed death ligand 1 (PD-L1) expression was associated with more favorable pCR rates in the overall patient group (OR, 3.199; 95% CI, 1.020–10.037; p = 0.046).
Conclusion
There is currently insufficient evidence to classify HER2-low breast cancer as a distinct subtype. Our study revealed that AR expression, along with negative PD-L1 expression, contributes to lower pCR rates.
7.PLUNC downregulates the expression of PD-L1 by inhibiting the interaction of DDX17/β-catenin in nasopharyngeal carcinoma
Ranran FENG ; Yilin GUO ; Meilin CHEN ; Ziying TIAN ; Yijun LIU ; Su JIANG ; Jieyu ZHOU ; Qingluan LIU ; Xiayu LI ; Wei XIONG ; Lei SHI ; Songqing FAN ; Guiyuan LI ; Wenling ZHANG
Journal of Pathology and Translational Medicine 2025;59(1):68-83
Background:
Nasopharyngeal carcinoma (NPC) is characterized by high programmed death-ligand 1 (PD-L1) expression and abundant infiltration of non-malignant lymphocytes, which renders patients potentially suitable candidates for immune checkpoint blockade therapies. Palate, lung, and nasal epithelium clone (PLUNC) inhibit the growth of NPC cells and enhance cellular apoptosis and differentiation. Currently, the relationship between PLUNC (as a tumor-suppressor) and PD-L1 in NPC is unclear.
Methods:
We collected clinical samples of NPC to verify the relationship between PLUNC and PD-L1. PLUNC plasmid was transfected into NPC cells, and the variation of PD-L1 was verified by western blot and immunofluorescence. In NPC cells, we verified the relationship of PD-L1, activating transcription factor 3 (ATF3), and β-catenin by western blot and immunofluorescence. Later, we further verified that PLUNC regulates PD-L1 through β-catenin. Finally, the effect of PLUNC on β-catenin was verified by co-immunoprecipitation (Co-IP).
Results:
We found that PLUNC expression was lower in NPC tissues than in paracancer tissues. PD-L1 expression was opposite to that of PLUNC. Western blot and immunofluorescence showed that β-catenin could upregulate ATF3 and PD-L1, while PLUNC could downregulate ATF3/PD-L1 by inhibiting the expression of β-catenin. PLUNC inhibits the entry of β-catenin into the nucleus. Co-IP experiments demonstrated that PLUNC inhibited the interaction of DEAD-box helicase 17 (DDX17) and β-catenin.
Conclusions
PLUNC downregulates the expression of PD-L1 by inhibiting the interaction of DDX17/β-catenin in NPC.
8.Reasons and clinical outcomes of intraocular lens exchange
Yilin HAN ; Xintong LI ; Yifan YANG ; Jingwen ZHANG ; Zibo WANG ; Jiaqi SHI ; Fengyan ZHANG
International Eye Science 2025;25(12):2043-2047
AIM: To analyze the reasons and clinical outcomes of intraocular lens(IOL)exchange.METHODS:This retrospective case series study included 47 patients(53 eyes)who underwent IOL exchange surgery at the Department of Ophthalmology, the First Affiliated Hospital of Zhengzhou University, between April 2020 and May 2024, aged from 5 to 87(44.8±3.6)years old. Patients' demographics, surgical indications, surgical techniques, preoperative and postoperative uncorrected visual acuity(UCVA)and best-corrected visual acuity(BCVA), as well as postoperative complications were recorded.RESULTS:The reasons for IOL exchange included refractive error(18 cases, 23 eyes, 43%), IOL dislocation(12 cases, 13 eyes, 25%), IOL opacification(12 cases, 12 eyes, 23%), neuroadaptation failure(3 cases, 3 eyes, 6%), and patient dissatisfaction with visual quality(2 cases, 2 eyes, 4%). The surgical techniques for IOL exchange included in-the-bag IOL fixation(16 eyes, 30%), ciliary sulcus fixation(27 eyes, 51%), and scleral suture fixation(10 eyes, 19%). There was statistical significant difference between preoperative UCVA(LogMAR)and UCVA(LogMAR)at 1 d postoperatively(1.03±0.64 vs 0.50±0.46, P<0.05), and there was statistical significant difference between preoperative BCVA(LogMAR)and BCVA(LogMAR)at 1 mo postoperatively(0.41±0.37 vs 0.17±0.21, P<0.05). Postoperative complications included posterior capsule opacification in 2 eyes and IOL dislocation in 1 eye.CONCLUSION:Refractive error, IOL dislocation, and IOL opacification were the three most common reasons for IOL exchange. Although less frequent, factors such as neuroadaptation issues associated with multifocal IOLs and patient-reported visual quality dissatisfaction reflect growing expectations for improved visual outcomes. IOL exchange surgery, though technically challenging, demonstrates favorable clinical efficacy and a low complication rate, representing an effective intervention for managing postoperative IOL-related issues following cataract surgery.
9.Therapeutic role of miR-26a on cardiorenal injury in a mice model of angiotensin-II induced chronic kidney disease through inhibition of LIMS1/ILK pathway.
Weijie NI ; Yajie ZHAO ; Jinxin SHEN ; Qing YIN ; Yao WANG ; Zuolin LI ; Taotao TANG ; Yi WEN ; Yilin ZHANG ; Wei JIANG ; Liangyunzi JIANG ; Jinxuan WEI ; Weihua GAN ; Aiqing ZHANG ; Xiaoyu ZHOU ; Bin WANG ; Bi-Cheng LIU
Chinese Medical Journal 2025;138(2):193-204
BACKGROUND:
Chronic kidney disease (CKD) is associated with common pathophysiological processes, such as inflammation and fibrosis, in both the heart and the kidney. However, the underlying molecular mechanisms that drive these processes are not yet fully understood. Therefore, this study focused on the molecular mechanism of heart and kidney injury in CKD.
METHODS:
We generated an microRNA (miR)-26a knockout (KO) mouse model to investigate the role of miR-26a in angiotensin (Ang)-II-induced cardiac and renal injury. We performed Ang-II modeling in wild type (WT) mice and miR-26a KO mice, with six mice in each group. In addition, Ang-II-treated AC16 cells and HK2 cells were used as in vitro models of cardiac and renal injury in the context of CKD. Histological staining, immunohistochemistry, quantitative real-time polymerase chain reaction (PCR), and Western blotting were applied to study the regulation of miR-26a on Ang-II-induced cardiac and renal injury. Immunofluorescence reporter assays were used to detect downstream genes of miR-26a, and immunoprecipitation was employed to identify the interacting protein of LIM and senescent cell antigen-like domain 1 (LIMS1). We also used an adeno-associated virus (AAV) to supplement LIMS1 and explored the specific regulatory mechanism of miR-26a on Ang-II-induced cardiac and renal injury. Dunnett's multiple comparison and t -test were used to analyze the data.
RESULTS:
Compared with the control mice, miR-26a expression was significantly downregulated in both the kidney and the heart after Ang-II infusion. Our study identified LIMS1 as a novel target gene of miR-26a in both heart and kidney tissues. Downregulation of miR-26a activated the LIMS1/integrin-linked kinase (ILK) signaling pathway in the heart and kidney, which represents a common molecular mechanism underlying inflammation and fibrosis in heart and kidney tissues during CKD. Furthermore, knockout of miR-26a worsened inflammation and fibrosis in the heart and kidney by inhibiting the LIMS1/ILK signaling pathway; on the contrary, supplementation with exogenous miR-26a reversed all these changes.
CONCLUSIONS
Our findings suggest that miR-26a could be a promising therapeutic target for the treatment of cardiorenal injury in CKD. This is attributed to its ability to regulate the LIMS1/ILK signaling pathway, which represents a common molecular mechanism in both heart and kidney tissues.
Animals
;
MicroRNAs/metabolism*
;
Angiotensin II/toxicity*
;
Mice
;
Renal Insufficiency, Chronic/chemically induced*
;
Mice, Knockout
;
Disease Models, Animal
;
Male
;
Signal Transduction/genetics*
;
LIM Domain Proteins/genetics*
;
Mice, Inbred C57BL
;
Cell Line
;
Humans
10.Evaluation of red blood cell transfusion in patients with upper gastrointestinal bleeding using machine learning models
Yaoqiang DU ; Biqin ZHANG ; Yilin XU ; Bingyu CHEN ; Weiguo HU
Chinese Journal of Blood Transfusion 2025;38(11):1488-1494
Objective: To comprehensively evaluate and analyze the transfusion outcomes of patients with acute upper gastrointestinal bleeding (UGIB). Methods: The transfusion management system and hospital information system (HIS) were used to retrospectively collect clinical data of 230 patients with UGIB admitted to Zhejiang Provincial People's Hospital and its branches from June 2018 to June 2021. 101 cases were screened and categorized into transfusion group (n=56) and non-transfusion group (n=45) based on transfusion outcomes. The cohort comprised 68 males and 33 females. A univariate model based on the AIMS65 score, a logistic multiple regression model, and multivariate transfusion models using machine learning methods (including Random Forest, Support Vector Machine, and Artificial Neural Network) were established. The sensitivity, specificity, accuracy, and receiver operating characteristic (ROC) curves of each model were compared. Results: For the univariate model based on the AIMS65 scoring, the optimal threshold was 1.5. This model demonstrated a sensitivity of 0.446, a specificity of 0.822, an AUC of 0.67, an accuracy (ACC) of 0.614, a Kappa value of 0.256, and an F1-score of 0.655. For logistics regression model (optimal critical probability: 0.459), the sensitivity was 0.929, specificity was 0.889, AUC was 0.96, ACC was 0.911, Kappa was 0.819, and F1-score was 0.899. For the Random Forest model (optimal critical probability: 0.458), the sensitivity was 0.964, specificity was 0.956, AUC was 0.99, ACC was 0.960, Kappa was 0.920, and F1-score was 0.956. For the Support Vector Machine model (optimal critical probability: 0.474), the sensitivity was 0.875, specificity was 0.933, AUC was 0.94, ACC was 0.901, Kappa was 0.801, and F1-score was 0.894. For the Artificial Neural Network model (optimal critical probability: 0.797), the sensitivity was 0.804, specificity was 0.956, AUC was 0.96, ACC was 0.871, Kappa was 0.745, and F1-score was 0.869. Ten-fold cross validation also confirmed the reliability of the results. Conclusion: Based on integrated various clinical test indicators of patients, we could establish logistic regression model and multiple machine learning models. These models hold significant value for predicting the need for blood transfusion in patients, indicating a promising application prospect for machine learning algorithms in transfusion prediction.

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