In the clinical stage, suspected hemolytic plasma may cause hemolysis illness, manifesting as symptoms such as heart failure, severe anemia, etc. Applying a deep learning method to plasma images significantly improves recognition accuracy, so that this paper proposes a plasma quality detection model based on improved "You Only Look Once" 5th version (YOLOv5). Then the model presented in this paper and the evaluation system ‌were introduced‌ into the plasma datasets, and ‌the average accuracy of the final classification reached 98.7%‌. The results of this paper's experiment were obtained through the combination of several key algorithm modules including‌ omni-dimensional dynamic convolution, pooling with separable kernel attention, residual bi-fusion feature pyramid network, ‌and‌ re-parameterization convolution. The method of this paper‌ obtains the feature information of spatial mapping efficiently, and enhances the average recognition accuracy of plasma quality detection. This paper presents a high-efficiency detection method for plasma images, aiming to provide a practical approach to prevent hemolysis illnesses caused by external factors.
Algorithms ; Humans ; Hemolysis ; Plasma ; Deep Learning ; Image Processing, Computer-Assisted/methods*

Objective To explore the diagnostic value of exhaled volatile organic compounds (VOCs) for cystic fibrosis (CF). Methods A systematic search was conducted in PubMed, EMbase, Web of Science, Cochrane Library, CNKI, Wanfang, VIP, and SinoMed databases up to August 7, 2024. Studies that met the inclusion criteria were selected for data extraction and quality assessment. The quality of included studies was assessed by the Newcastle-Ottawa Scale (NOS), and the risk of bias and applicability of included prediction model studies were assessed by the prediction model risk of bias assessment tool (PROBAST). Results A total of 10 studies were included, among which 5 studies only identified specific exhaled VOCs in CF patients, and another 5 developed 7 CF risk prediction models based on the identification of VOCs in CF. The included studies reported a total of 75 exhaled VOCs, most of which belonged to the categories of acylcarnitines, aldehydes, acids, and esters. Most models (n=6, 85.7%) only included exhaled VOCs as predictive factors, and only one model included factors other than VOCs, including forced expiratory flow at 75% of forced vital capacity (FEF75) and modified Medical Research Council scale for the assessment of dyspnea (mMRC). The accuracy of the models ranged from 77% to 100%, and the area under the receiver operating characteristic curve ranged from 0.771 to 0.988. None of the included studies provided information on the calibration of the models. The results of the Prediction Model Risk of Bias Assessment Tool (PROBAST) showed that the overall bias risk of all predictive model studies was high, and the overall applicability was unclear. Conclusion The exhaled VOCs reported in the included studies showed significant heterogeneity, and more research is needed to explore specific compounds for CF. In addition, risk prediction models based on exhaled VOCs have certain value in the diagnosis of CF, but the overall bias risk is relatively high and needs further optimization from aspects such as model construction and validation.

Objective To investigate the effects of preoperative symptom duration(DOS)and histolog-ical changes in the nucleus pulposus on the outcome of minimally invasive transforaminal lumbar interbody fu-sion(MIS-TLIF)in patients with lumbar degenerative diseases.Methods A total of 162 patients in this hos-pital with lumbar degenerative diseases who underwent MIS-TLIF surgery from March 2022 to June 2023 were prospectively enrolled.According to DOS,they were divided into the short-term DOS group(group S,DOS＜12 months)and the long-term DOS group(group L,DOS ≥ 12 months).Nucleus pulposus tissue was collected for hematoxylin-eosin(HE)staining to observe tissue morphology,immunohistochemical staining was used to detect protein expression of interleukin(IL)-6,IL-1,and tumor necrosis factor-α(TNF-α),and re-al-time fluorescence quantitative PCR(qPCR)was used to analyze the expression levels of IL-6 mRNA,IL-1 mRNA,and TNF-α mRNA.The Oswestry Disability Index(ODI)score and Visual Analog Scale(VAS)score for lower back pain,leg pain,and numbness before surgery and at 1,3,6,12 months after surgery were com-pared to evaluate clinical efficacy.Results There was no significant difference in baseline data between Group S and Group L(P＞0.05).HE staining showed that the degeneration,cracking,and inflammatory infiltration of the nucleus pulposus in group L were more pronounced than those in group S;The results of immunohisto-chemistry and qPCR showed that the protein expressions of IL-6,IL-1,and TNF-α in group L were more obvi-ously and their mRNA expression levels were significantly higher than those in group S(P＜0.05).Both groups showed a significant decrease in postoperative ODI,VAS score for lower back pain,VAS score for leg pain,and VAS score for numbness compared to preoperative levels(P＜0.05).However,three months after surgery,the ODI,VAS score for lower back pain and numbness in group S were lower than those in group L(P＜0.01);Six months after surgery,the VAS score for back pain,leg pain,and numbness in group S were lower than those in group L(P＜0.01);12 months after surgery,the VAS score for numbness in group S was still lower than that in group L(P＜0.01).Subgroup analysis of patients with cauda equina syndrome showed that at 3 months after surgery,the VAS score for lower back pain in group S were lower than that in group L(P＜0.01);six months after surgery,the VAS score for leg pain in group S was lower than that in group L(P＜0.01);12 months after surgery,the VAS score for back pain,leg pain,and numbness in group S were lower than those in group L(P＜0.01).Conclusion Long-term DOS is significantly associated with high ex-pression of inflammatory factors in the nucleus pulposus and delayed long-term functional recovery.Early sur-gical intervention can optimize the clinical outcomes of patients with lumbar degenerative diseases.

Objective To investigate the diagnostic value of our regression model based on quantitative parameters of dual-energy CT and clinical features for stages T2 and T3 colorectal cancer.Methods A cross-section study was performed on 91 patients with colorectal cancer confirmed by postoperative pathology in our hospital from January 2022 to November 2023.All of them underwent dual-energy CT examination.According to the pathological T staging criteria of Chinese Colorectal Cancer Diagnosis and Treatment Standard(2020 Edition),they were divided into T2 group(n=43)and T3 group(n=48).Univariate analysis was used to compare the differences in quantitative CT parameters and clinical features between the 2 groups,and the obtained significant variables were employed to construct diagnosis models by univariate or multivariate logistic regression analysis.The area under receiver operating characteristic curve(AUC)of the CT parametric model and the model combined with clinical features was compared to evaluate the efficacy of diagnosing T2 and T3 stages.Results Univariate analysis showed that carcinoembryonic antigen(CEA),N stage,tumor location,tumor longest diameter(LD),CT value of virtual noncontrast(CT-VNC),fat fraction,electron density(Rho)and dual energy index(DEI)were significantly different between the T2 and T3 groups(P＜0.05).Multivariate logistic regression analysis found that N stage,tumor location,LD,fat fraction and DEI were independent risk factors for the diagnosis of stage T3.The AUC value of the model of above CT parameters in diagnosing stage T3 colorectal cancer was 0.671(95％CI:0.558～0.783),and the AUC value of the combined model of above CT parameters and clinical features was 0.886(95％CI:0.815～0.957),and statistical difference was observed in the AUC value between the combined model and the CT parametric model(P＜0.01).Conclusion The regression model constructed with dual-energy CT quantitative parameters combined with clinical features has high value in the preoperative diagnosis of stages T2 and T3 colorectal cancer before surgery.

Background: Several risk factors have been identified that compromise the treatment outcome in patients with early-to-mid-stage cervical cancer (CC) who are primarily treated with radical surgery. However, there is no report on the impact of intraoperative frozen pathology examination of vaginal margins on the prognosis of patients with CC. This study aimed to conduct a randomized controlled trial (RCT) to determine whether selective vaginal resection can reduce the incidence of operative complications and the risk of postoperative radiotherapy. The impact of the length of the vagina removed in radical hysterectomy (RH) on prognosis and quality of life (QoL) for IB2–IIA2 CC patients will be investigated. Methods A multicenter, non-inferiority, RCT at 7 institutions in China is designed to investigate the effect of intraoperative frozen pathology exam of vaginal margin in RH on the survival outcomes for patients with IB2–IIA2 CC. Eligible patients aged 18–70 years will be randomly assigned online by one-to-one random allocation to receive intraoperative frozen pathology exam of vaginal margin or not. If frozen pathology indicates positive margin, continue resection of 1 centimeter of vaginal tissue until negative margin is achieved. The primary end point is 2-year disease-free survival (DFS). Adverse events (AEs) caused by further vagina resection, 5-year DFS, 2-year overall survival (OS), 5-year OS and AEs caused by radiotherapy and QoL are secondary end points. A total of 310 patients will be enrolled from 7 tertiary hospitals in China within 3-year period and followed up for 5 years.Trial Registration: Chinese Clinical Trial Registry Identifier: ChiCTR2000035668

Background: Several risk factors have been identified that compromise the treatment outcome in patients with early-to-mid-stage cervical cancer (CC) who are primarily treated with radical surgery. However, there is no report on the impact of intraoperative frozen pathology examination of vaginal margins on the prognosis of patients with CC. This study aimed to conduct a randomized controlled trial (RCT) to determine whether selective vaginal resection can reduce the incidence of operative complications and the risk of postoperative radiotherapy. The impact of the length of the vagina removed in radical hysterectomy (RH) on prognosis and quality of life (QoL) for IB2–IIA2 CC patients will be investigated. Methods A multicenter, non-inferiority, RCT at 7 institutions in China is designed to investigate the effect of intraoperative frozen pathology exam of vaginal margin in RH on the survival outcomes for patients with IB2–IIA2 CC. Eligible patients aged 18–70 years will be randomly assigned online by one-to-one random allocation to receive intraoperative frozen pathology exam of vaginal margin or not. If frozen pathology indicates positive margin, continue resection of 1 centimeter of vaginal tissue until negative margin is achieved. The primary end point is 2-year disease-free survival (DFS). Adverse events (AEs) caused by further vagina resection, 5-year DFS, 2-year overall survival (OS), 5-year OS and AEs caused by radiotherapy and QoL are secondary end points. A total of 310 patients will be enrolled from 7 tertiary hospitals in China within 3-year period and followed up for 5 years.Trial Registration: Chinese Clinical Trial Registry Identifier: ChiCTR2000035668

AIM:This study aimed to investigate the effects of sinomenine hydrochloride(SIN)on the ultra-structure of renal tissue and the expression of interferon gene-stimulating factor in db/db mice.METHODS:Sixteen 12-week-old male db/db mice were randomly divided into two groups:a model group and a sinomenine hydrochloride(SIN)group,each consisting of 8 mice.An additional 8 wild-type(WT)mice served as the normal control group.The sinome-nine hydrochloride group was administered the treatment for 8 weeks,followed by a 20-week observation period,while the normal and model groups received an equal volume of saline via gavage.Weekly measurements were taken for body weight and fasting blood glucose.Serum creatinine(SCr)and blood urea nitrogen(BUN)levels were assessed,and 24-hour uri-nary microalbumin(ALB)levels,as well as serum inflammatory cytokines interleukin-1β(IL-1β),IL-6 and tumor necro-sis factor-α(TNF-α),were determined using ELISA.Pathological changes in renal tissue were evaluated through hema-toxylin-eosin(HE)staining,while ultrastructural alterations were examined using transmission electron microscopy.Im-munohistochemistry and Western blotting were employed to assess STING protein expression in renal tissue,and STING mRNA expression was quantified via RT-qPCR.RESULTS:Compared to the normal group,the model group exhibited significant increases in BUN,ALB,and SCr levels(P<0.01),alongside elevated inflammatory markers IL-1β,IL-6,and TNF-α(P<0.01).Notable pathological changes included leukocyte wall thickening in capillaries,inflammatory cell infiltration,increased mesangial matrix,disorganized and linear alignment of podocytes,and thickening of the basement membrane.Moreover,STING protein and mRNA expression levels were significantly elevated(P<0.01).In contrast,the sinomenine hydrochloride group demonstrated significantly reduced levels of renal function markers(BUN,ALB and SCr)compared to the model group(P<0.01),as well as decreased concentrations of inflammatory factors IL-1β,IL-6,and TNF-α(P<0.01).Improvements in renal histopathology included decreased leukocyte wall thickening,reduced inflam-matory cell presence,diminished mesangial matrix,and a significant reduction in foot process fusion,alongside thinner basement membranes.Both STING protein and mRNA expression levels were also significantly lower(P<0.01).CON-CLUSION:Sinomenine hydrochloride effectively mitigates renal tissue injury,improves ultrastructural alterations,and inhibits inflammatory responses in db/db mice.Its mechanism of action appears closely linked to the downregulation of STING protein and mRNA expression.

Background: Several risk factors have been identified that compromise the treatment outcome in patients with early-to-mid-stage cervical cancer (CC) who are primarily treated with radical surgery. However, there is no report on the impact of intraoperative frozen pathology examination of vaginal margins on the prognosis of patients with CC. This study aimed to conduct a randomized controlled trial (RCT) to determine whether selective vaginal resection can reduce the incidence of operative complications and the risk of postoperative radiotherapy. The impact of the length of the vagina removed in radical hysterectomy (RH) on prognosis and quality of life (QoL) for IB2–IIA2 CC patients will be investigated. Methods A multicenter, non-inferiority, RCT at 7 institutions in China is designed to investigate the effect of intraoperative frozen pathology exam of vaginal margin in RH on the survival outcomes for patients with IB2–IIA2 CC. Eligible patients aged 18–70 years will be randomly assigned online by one-to-one random allocation to receive intraoperative frozen pathology exam of vaginal margin or not. If frozen pathology indicates positive margin, continue resection of 1 centimeter of vaginal tissue until negative margin is achieved. The primary end point is 2-year disease-free survival (DFS). Adverse events (AEs) caused by further vagina resection, 5-year DFS, 2-year overall survival (OS), 5-year OS and AEs caused by radiotherapy and QoL are secondary end points. A total of 310 patients will be enrolled from 7 tertiary hospitals in China within 3-year period and followed up for 5 years.Trial Registration: Chinese Clinical Trial Registry Identifier: ChiCTR2000035668

Objective To investigate the differences in the influencing factors for acute necrotizing pancreatitis (ANP) and infectious pancreatic necrosis (IPN) between Eastern and Western countries, and to provide a theoretical basis for the prediction and prevention of ANP. Methods Databases including PubMed, Embase, the Cochrane Library, and Web of Science were searched for articles on the influencing factors for ANP and IPN published up to January 21, 2021, and a Meta-analysis was performed. Results A total of 59 studies were included, with 22 studies from Eastern countries and 37 studies from Western countries.The Meta-analysis showed that in Eastern countries, male sex (odds ratio[ OR ]=1.51, 95% confidence interval[ CI ]: 1.18-1.91, P < 0.01), C-reactive protein (CRP)(standardized mean difference[ SMD ]=1.39, 95% CI : 1.06-1.71, P < 0.01), D-dimer ( SMD =0.44, 95% CI : 0.07-0.81, P =0.02), Acute Physiology and Chronic Health Evaluation Ⅱ (APACHE-Ⅱ) score (mean difference[ MD ]=3.51, 95% CI : 1.38-5.64, P < 0.01), alcoholic etiology ( OR =3.57, 95% CI : 2.68-4.75, P < 0.01), and biliary etiology ( OR =0.60, 95% CI : 0.46-0.77, P < 0.01) were the influencing factors for ANP, and in Western countries, male sex ( OR =1.63, 95% CI : 1.30-2.05, P < 0.01), CRP ( SMD =2.09, 95% CI : 1.12-3.05, P < 0.01), APACHE-Ⅱ score ( MD =4.28, 95% CI : 2.73-5.83, P < 0.01), Ranson score ( MD =2.99, 95% CI : 2.50-3.47, P < 0.01), and organ failure ( OR =10.87, 95% CI : 2.62-45.04, P < 0.01) were the influencing factors for ANP.In Eastern countries, age ( MD =2.16, 95% CI : 0.43-3.89, P =0.01), body mass index (BMI)( MD =1.74, 95% CI : 1.23-2.25, P < 0.01), albumin level ( SMD =-0.43, 95% CI : -0.75 to-0.12, P < 0.01), CRP ( SMD =0.58, 95% CI : 0.04-1.11, P =0.03), procalcitonin ( SMD =0.80, 95% CI : 0.56-1.04, P < 0.01), D-dimer ( MD =0.23, 95% CI : 0.15-0.31, P < 0.01), APACHE-Ⅱ score ( MD =2.47, 95% CI : 0.73-4.22, P < 0.01), Ranson score ( MD =1.60, 95% CI : 1.46-1.73, P < 0.01), and extent of necrosis ≥30%( OR =2.52, 95% CI : 1.26-5.06, P < 0.01) were the influencing factors for IPN, while in Western countries, age ( MD =4.07, 95% CI : 1.82-6.31, P < 0.01), APACHE-Ⅱ score ( MD =3.28, 95% CI : 1.39-5.17, P < 0.01), Ranson score ( MD =2.18, 95% CI : 1.75-2.62, P < 0.01), SIRS score ( OR =3.88, 95% CI : 1.58-9.51, P < 0.01), alcoholic etiology ( OR =0.61, 95% CI : 0.42-0.87, P < 0.01), and organ failure ( OR =3.63, 95% CI : 1.11-11.92, P =0.03) were the influencing factors for IPN. Conclusion Current evidence shows that biliary etiology and alcoholic etiology are unique influencing factors for ANP in the Eastern population, while Ranson score is a unique influencing factor in the Western population.BMI and extent of necrosis ≥30% are unique influencing factors for IPN in the Eastern population, while alcoholic etiology is a unique influencing factor in the Western population.