1.AI-integrated IQPD framework of quality prediction and diagnostics in small-sample multi-unit pharmaceutical manufacturing: Advancing from experience-driven to data-driven manufacturing.
Kaiyi WANG ; Xinhai CHEN ; Nan LI ; Huimin FENG ; Xiaoyi LIU ; Yifei WANG ; Yanfei WU ; Yufeng GUO ; Shuoshuo XU ; Lu YAO ; Zhaohua ZHANG ; Jun JIA ; Zhishu TANG ; Zhisheng WU
Acta Pharmaceutica Sinica B 2025;15(8):4193-4209
The pharmaceutical industry faces challenges in quality digitization for complex multi-stage processes, especially in small-sample systems. Here, an intelligent quality prediction and diagnostic (IQPD) framework was developed and applied to Tong Ren Tang's Niuhuang Qingxin Pills, utilizing four years of data collected from four production units, covering the entire process from raw materials to finished products. In this framework, a novel path-enhanced double ensemble quality prediction model (PeDGAT) is proposed, which combines a graph attention network and path information to encode inter-unit long-range and sequential dependencies. Additionally, the double ensemble strategy enhances model stability in small samples. Compared to global traditional models, PeDGAT achieves state-of-the-art results, with an average improvement of 13.18% and 87.67% in prediction accuracy and stability on three indicators. Additionally, a more in-depth diagnostic model leveraging grey correlation analysis and expert knowledge reduces reliance on large samples, offering a panoramic view of attribute relationships across units and improving process transparency. Finally, the IQPD framework integrates into a Human-Cyber-Physical system, enabling faster decision-making and real-time quality adjustments for Tong Ren Tang's Niuhuang Qingxin Pills, a product with annual sales exceeding 100 million CNY. This facilitates the transition from experience-driven to data-driven manufacturing.
2.Quercetin ameliorates myocardial injury in diabetic rats by regulating L-type calcium channels.
Hongyan SUN ; Guoqing LU ; Chengwen FU ; Mengwen XU ; Xiaoyi ZHU ; Guoquan XING ; Leqiang LIU ; Yufei KE ; Lemei CUI ; Ruiyang CHEN ; Lei WANG ; Pinfang KANG ; Bi TANG
Journal of Southern Medical University 2025;45(3):531-541
OBJECTIVES:
To investigate the effects of quercetin on cuproptosis and L-type calcium currents in the myocardium of diabetic rats.
METHODS:
Forty SD rats were randomized into control group and diabetic model groups. The rat models of diabetes mellitus (DM) induced by high-fat and high-sugar diet combined with streptozotocin (STZ) injection were further divided into DM model group, quercetin treatment group, and empagliflozin treatment group (n=10). Blood glucose and body weight were measured every other week, and cardiac function of the rats was evaluated using echocardiography. HE staining, Sirius red staining, and wheat germ agglutinin (WGA) analysis were used to observe the changes in myocardial histomorphology, and serum copper levels and myocardial FDX1 expression were detected. In cultured rat cardiomyocyte H9c2 cells with high-glucose exposure, the effects of quercetin and elesclomol, alone or in combination, on intracellular CK-MB and LDH levels and FDX1 expression were assessed, and the changes in L-type calcium currents were analyzed using patch-clamp technique.
RESULTS:
The diabetic rats exhibited elevated blood glucose, reduced body weight, impaired left ventricular function, increased serum copper levels and myocardial FDX1 expression, decreased L-type calcium currents, and prolonged action potential duration. Quercetin and empagliflozin treatment significantly lowered blood glucose, improved body weight, and restored cardiac function of the diabetic rats, and compared with empagliflozin, quercetin more effectively reduced serum copper levels, downregulated FDX1 expression, and enhanced myocardial L-type calcium currents in diabetic rats. In H9c2 cells, high glucose exposure significantly increased myocardial expressions of FDX1, CK-MB and LDH, which were effectively lowered by quercetin treatment; Elesclomol further elevated FDX1, CK-MB and LDH levels in the exposed cells, and these changes were not significantly affected by the application of quercetin.
CONCLUSIONS
Quercetin ameliorates myocardial injury in diabetic rats possibly by suppressing myocardial cuproptosis signaling and restoring L-type calcium channel activity.
Animals
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Quercetin/pharmacology*
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Calcium Channels, L-Type/metabolism*
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Diabetes Mellitus, Experimental/metabolism*
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Rats, Sprague-Dawley
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Rats
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Myocytes, Cardiac/drug effects*
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Myocardium/pathology*
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Male
3.Multi-center clinical study on the efficacy and safety of combined lienal polypeptide injection therapy in children with Mycoplasma pneumoniae pneumonia
Qi CHENG ; Yunxiao SHANG ; Han ZHANG ; Jiujun LI ; Ning CHEN ; Lishen SHAN ; Nan YANG ; Lihua NING ; Xuemei BAI ; Jianhua LIU ; Yuling HAN ; Jichun WANG ; Jing LI ; Yong FENG ; Liyun LIU ; Li CHEN ; Si LIU ; Qinzhen ZHANG ; Jia ZHENG ; Fengchao LI ; Sukun LU ; Yun ZHANG ; Xiaoyi CHAI
International Journal of Pediatrics 2025;52(3):204-210
Objective:To observe the efficacy and safety of combined lienal polypeptide injection therapy in the treatment of Mycoplasma pneumoniae pneumonia(MPP)in children aged 3 to 14 years old in multiple clinical centers.Methods:A randomized,controlled,multi-center clinical study design was adopted.A total of 240 hospitalized children aged 3 to 14 years old with MPP from 7 hospitals from September 1,2023 to January 31,2024 were included.According to the severity of pneumonia,they were divided into the mild MPP group with 80 cases and the severe MPP/refractory MPP(SMPP/RMPP)group with 160 cases,and then randomly divided into the control group and the experimental group at a ratio of 1 ∶1,using the random number table method.After screening,subjects entered a treatment period of 5 to 7 days.The control group was treated with azithromycin,while the experimental group was treated with azithromycin plus lienal polypeptide injection .The recovery of lung CT,length of hospital stay,duration of fever,cough score,whether mild cases developed into severe or refractory cases,duration of hormone use,use of intravenous immunoglobulin(IVIG),bronchoscopy treatment,and immune function were observed between the two groups to evaluate the efficacy of lienal polypeptide injection.Adverse events after medication,vital signs,blood routine,urine routine,liver function,myocardial enzymes,renal function,and electrocardiogram were observed to evaluate the safety. Results:A total of 231 subjects have completed the trial in the 7 hospitals,including 118 cases in the experimental group and 113 cases in the control group.Main observation index:the rate of lung CT aggravation in the experimental group was lower than that in the control group(2.6% vs 15.3%, P<0.01),and the difference was statistically significant.Secondary indexes:there were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and immunoglobulin between the two groups(all P>0.05).However,the rate of cases of plastic bronchitis(PB)found under bronchoscopy in the experimental group was lower than that in the control group(0 vs 18.8%, P=0.03),and the difference was statistically significant.Among the mild MPP(72 cases),there were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and the improvement rate of lung CT between the two groups(all P>0.05).However,compared with the control group,the rate of cases developing into SMPP/RMPP in the experimental group was less(24.3% vs 48.6%, P=0.03),and the difference in IgG before and after treatment was small[0.53(-0.04,1.18)g/L vs 1.33(0.48,2.25)g/L, P=0.01].Among the SMPP/RMPP cases(159 cases),the rate of cases of PB found under bronchoscopy in the experimental group was less than that in the control group(0 vs 20%, P=0.04),and the rate of cases with aggravated lung CT in the experimental group was less than that in the control group(1.3% vs 19.5%, P<0.01),and the improvement rate of lung CT in the experimental group was higher than that in the control group(88.8% vs 75.3%, P=0.03),with statistically significant differences.There were no statistically significant differences in the length of hospital stay,duration of fever,cough score,duration of hormone use,whether IVIG treatment was used,the number of bronchoscopy treatment cases,and immunoglobulin between the two groups(all P>0.05).Two cases in the experimental group developed rashes,which improved after the drug was discontinued.There were no serious adverse reactions such as abnormal vital signs like dyspnea and cyanosis due to the use of lienal polypeptide injection.There were no obvious changes in blood routine,liver function,myocardial enzymes,renal function,electrocardiogram,and urine routine values before and after medication compared with the baseline. Conclusion:The combined use of lienal polypeptide injection in the treatment of MPP in children can reduce the probability of the transformation from mild cases to SMPP/RMPP,reduce the rate of aggravation of the image findings,promote the absorption of lung inflammation,reduce the rate of PB found under bronchoscopy,and has good safety.
4.The relationship between EZH2 methylation and thyroid cancer differentiation-related markers and its therapeutic value
Lin Jing ; Qi Jiang ; Jiangning Gu ; Haifeng Luo ; Xiaoyi Guo ; Tianci Shen ; Zihao Dai ; Dan Chen
Acta Universitatis Medicinalis Anhui 2025;60(4):691-696, 706
Objective :
To investigate the role of enhancer of zeste homolog 2(EZH2)-trimethylated lysine 27 of histone H3(H3K27me3) axis in the dedifferentiation of thyroid cancer and its clinical value as a potential target for the treatment of anaplastic thyroid cancer(ATC).
Methods :
Immunohistochemical SP method was used to detect the expression of EZH2, H3K27me3, paired box gene 8(PAX8), thyroglobulin(TG) and thyroid transcription factor 1(TTF1) in ATC and papillary thyroid carcinoma(PTC) and their adjacent tissues. The relationship between EZH2 and thyroid differentiation markers(PAX8, TTF1, TG) was further analyzed by gene expression omnibus(GEO) database. ATC cell lines 8305C and BHT-101 were culturedin vitro. Real-time reverse transcription PCR(RT-qPCR) was used to detect the expression of thyroid differentiation markers(TTF1, PAX8) mRNA in ATC cell lines treated with EZH2 inhibitor(GSK126), and evaluate the potential therapeutic effect of GSK126in vitro. The effects of GSK126 and BRAF inhibitor vemurafenib on the proliferation of ATC cell lines were observed by cell proliferation assay.
Results :
The expression of EZH2 in ATC tissues was significantly higher than that in papillary thyroid carcinoma and adjacent tissues(P<0.05). The expression of H3K37me3 in ATC tissues was significantly lower than that in PTC tissues(P<0.05). EZH2 was negatively correlated with PAX8 and TG expression levels, but not with TTF1 expression level.In vitroexperiments, GSK126 could reverse the expression of thyroid differentiation markers PAX8 and TTF1 in ATC cell lines. GSK126 combined with BRAF inhibitor vemurafenib could significantly inhibit the growth of ATC cell lines.
Conclusion
The EZH2-H3K27me3 axis plays an important role in regulating thyroid specific markers, and the inhibition of EZH2 by small molecular compounds is a promising target for ATC treatment in the future.
5.A cross-sectional study on knowledge, treatment needs, and optimization of chronic disease management pathways regarding biologics in patients with psoriasis
Fan WANG ; Xiaoyi XING ; Rui WANG ; Huan LIU ; Qian LIU ; Chen YU
Chinese Journal of Dermatology 2025;58(11):1059-1063
Objective:To explore the cognitive characteristics, influencing factors, and treatment needs regarding biologic agents among patients with psoriasis.Methods:A cross-sectional study was conducted. Patients with psoriasis attending the Department of Dermatology, Xijing Hospital, Air Force Medical University were selected from October to December 2022, and from June to December 2023. A self-designed electronic questionnaire was used for investigation, covering demographic characteristics, psoriasis history (disease types, disease duration, previous treatments, etc.), biologics knowledge (sources of awareness, core cognitive dimensions), and treatment needs.Results:The valid questionnaire response rate reached 93.2% (439/471). The ages of enrolled patients were 35.95 ± 12.57 years, and the disease duration was 7.90 ± 3.26 years. Psoriasis vulgaris was the predominant type (363 cases, 82.69%). The overall awareness rate of biologics slightly increased from 68.62% (105/153) in 2022 to 72.38% (207/286) in 2023 ( P > 0.05). Primary information sources included new media (WeChat/internet) platforms (168 cases, 53.84%) and peer-to-peer sharing (115 cases, 36.86%), while physician counseling merely accounted for 9.29% (29 cases) ( P < 0.001). Insufficient knowledge of biologics was manifested primarily as poor awareness of comorbidities (47.60%, 209/439) and treatment monitoring protocols (22.32%, 98/439). Core concerns regarding biologic therapy included safety (73.34%, 322/439), economic burden (65.14%, 286/439), and long-term efficacy (63.55%, 279/439) ; 60.13% (264/439) of the patients expected rapid improvement of skin symptoms. As for treatment modalities, 90.20% (396/439) of the patients preferred regimens with extended dosing intervals. Conclusions:The patients with psoriasis demonstrated an imbalance in their cognitive structure regarding biologic agents. Their treatment needs exhibited multidimensional characteristics, emphasizing not only rapid clearance of skin lesions but also greater importance of treatment safety and cost-effectiveness.
6.Efficacy and prediction model of rituximab in the treatment of idiopathic membranous nephropathy
Jingyun LE ; Huayan ZHU ; Luying LU ; Liangliang CHEN ; Xin LEI ; Lan LAN ; Yaomin WANG ; Pingping REN ; Jianghua CHEN ; Xiaoyi WANG ; Fei HAN
Chinese Journal of Nephrology 2025;41(6):427-433
Objective:To evaluate the efficacy and safety of rituximab (RTX) in the treatment of idiopathic membranous nephropathy (IMN), explore the influencing factors of the therapeutic effect and construct a nomogram model for predicting the therapeutic effect.Methods:A single retrospective study was conducted in IMN patients in the First Affiliated Hospital of Zhejiang University School of Medicine from January 2017 to December 2022. All patients received monotherapy with RTX and were followed up for at least 12 months. RTX regimen adopted a B-cell guided regimen to achieve 0 cells/μl of peripheral blood CD19+ B cells through multiple administrations, followed by monitoring every 2?3 months and adding doses as needed to maintain this state. The complete response rate, partial response rate, and composite response rate at 6 months, 12 months and the end of follow up were analyzed. Logistic stepwise regression and R language were applied to construct a nomogram model for efficacy prediction. The receiver operating characteristic (ROC) curve, calibration curve and Hosmer-Lemeshow test were used to internally validate the nomogram model.Results:A total of 147 IMN patients were included in the study, with age of 56 (47, 65) years, 99 (67.4%) males. There were 69 (46.9%) newly treated patients, 78 (53.1%) retreatment patients. The follow-up time was 14.4 (12.0, 15.0) months. The total RTX dose was 1 800 (1 200, 2 400) mg. The composite response rates at 6 months, 12 months and the end of the follow-up were 36.7% (54/147), 59.9% (88/147) and 63.3% (93/147), respectively. The complete remission rates at 6 months, 12 months and the end of the follow-up were 6.1% (9/147), 13.6% (20/147) and 19.7% (29/147), respectively. Logistic stepwise regression analysis showed that age ≥ 65 years ( OR=0.335, 95% CI 0.135?0.833), retreatment ( OR=0.333, 95% CI 0.144?0.771), high cholesterol ( OR=0.716, 95% CI 0.577?0.888), high serum creatinine ( OR=0.978, 95% CI 0.963?0.993) and B-cell reconstruction within 6 months ( OR=0.273, 95% CI 0.115?0.645) were independent correlated factors affecting composite remission. Based on these factors, a nomogram model for predicting the therapeutic effect of RTX in IMN patients was constructed. The ROC curve indicated that the accuracy of this model in predicting composite remission was good ( AUC=0.814, 95% CI 0.744-0.883). The calibration curve showed that the predicted composite response rate had a good fit with the actual response rate (Hosmer-Lemeshow test χ2=11.917, P=0.155). Conclusions:RTX has good efficacy and safety as a monotherapy for IMN patients. The constructed nomogram prediction model has high discrimination and accuracy to predict the efficacy of RTX treatment for IMN.
7.Effect of degree of neuromuscular block on intraoperative surgical conditions and postoperative recovery quality in patients undergoing lumbar interbody fusion
Jie GUO ; Xiaoyi CHEN ; Junda CHEN ; Xinghe WANG ; Dong HUANG ; Dongmei YUE ; Linlin ZHAO ; Junli CAO ; Su LIU
Chinese Journal of Anesthesiology 2025;45(4):444-448
Objective:To evaluate the effect of the degree of neuromuscular blockade on the intraoperative surgical conditions and postoperative recovery quality in patients undergoing lumbar interbody fusion.Methods:In this randomized controlled trial, 100 patients of either sex, aged 18-79 yr, with a body mass index of 18.5-35.0 kg/m 2, of American Society of Anesthesiologists Physical Status classification < Ⅳ, scheduled for elective lumbar interbody fusion at the Affiliated Hospital of Xuzhou Medical University from August to October 2024, were allocated into 2 groups ( n=50 each) using stratified randomization based on the number of lumbar segments: deep neuromuscular blockade group (group D) and moderate neuromuscular blockade group (group M). The intraoperative post-tetanic count was maintained at 1 or 2 in group D, and the intraoperative train-of-four was maintained at 1 or 2 in group M. The scores for surgical conditions, duration of operation, blood loss, length of incision, occurrence of severe hypoxemia after extubation, requirement for rescue analgesia in post-anesthesia care unit, 15-item Quality of Recovery scale score and length of stay were recorded. Results:Compared with group M, the scores for surgical conditions were significantly increased, the rate of rescue analgesia in post-anesthesia care unit was decreased, 15-item Quality of Recovery scale scores were increased at 3 days after surgery ( P<0.05), and no significant changes were found in the duration of operation, blood loss, length of incision, incidence of severe hypoxemia after extubation and length of hospital stay in group D ( P>0.05). Conclusions:Compared with moderate neuromuscular blockade, deep neuromuscular blockade can provide better surgical conditions and improve the quality of early postoperative recovery for patients undergoing lumbar interbody fusion.
8.Preliminary study on botulinum toxin type A bladder injection for the treatment of autonomic dysreflexia related to bladder dysfunction
Maping HUANG ; Hui CHEN ; Conghui HAN ; Tianhai HUANG ; Heyi ZHEN ; Xiaoyi YANG ; Qiuling LIU ; Mengxia GUO ; Hongge PAN ; Jing LIU ; Shuqing WU ; Keji XIE
Chinese Journal of Urology 2025;46(10):759-763
Objective:To investigate the clinical efficacy of botulinum toxin type A(BTX-A)bladder injection in the treatment of neurogenic detrusor overactivity(NDO)with autonomic dysreflexia(AD).Methods:The patients with spinal cord injury at or above T6,who were treated at Guangdong Provincial Work Injury Rehabilitation Hospital from January 2018 to December 2022,were included in this study prospectively. Inclusion criteria:①chronic spinal cord injury patients over 18 years old(with no progression of neurological symptoms within 3 months);② presence of NDO and AD;③ inadequate response or intolerance to oral antimuscarinic agent(M-receptor antagonists or β 3-receptor agonists)④ perform clean intermittent catheterization to empty the bladder. Exclusion criteria:① primary disease in the acute or progressive phase;② previous surgeries that would affect lower urinary tract function,such as transurethral sphincterotomy,bladder neck resection,prostatectomy,or bladder surgery;③ allergy to BTX-A or its adjuvants,or those with allergic predisposition ④ patients who were pregnant,breastfeeding,or planning for pregnancy in the near future;⑤ patients did not accept or were unable to perform intermittent catheterization. Before treatment,all patients were required to maintain 3-5 day urine diary,along with urodynamic studies(UDS),incontinence specific quality of life instrument(I-QOL)and AD symptom severity assessment,and blood pressure monitored. Key UDS parameters recorded included maximum bladder capacity,maximum detrusor pressure during filling phase,changes in maximum systolic blood pressure(SBP)relative to baseline(ΔSBP)during UDS examination,and the frequency of 24-hour blood pressure exceeding baseline by 20 mmHg. After general anesthesia or epidural anesthesia,BTX-A(200 U)was injected into the bladder at 30 points(including the triangle)under the cystoscope using a special injection needle,6.7 U per injection,and then the catheter was kept for 3-5 days after treatment. Three months later,relevant indicators were collected and compared with pre-treatment data. Results:A total of 43 patients were included in this study,including 34 males and 9 females. The age was(39.23±13.17)years old and the disease course was(2.69±3.27)years old. There were 33 cervical and 10 thoracic cases. The American Spinal Injury Association Injury Scale score distribution was as follows:26(60%)A,4(9%)B,9(21%)C,and 4(9%)D. The presence of AD was confirmed in all patients during urodynamic examination(UDS),that was the systolic blood pressure(SBP)suddenly increased and exceeded 20 mmHg(1 mmHg = 0.133 kPa). Before treatment,The AD symptoms severity score(consist of headache,sweating,goose bumps,anxiety and palpitation)were(14.53±2.51),Bladder-related AD frequency was 10.67 episodes/day. Baseline SBP was(103.51±9.64)mmHg,the maximum SBP was(150.40±22.75)mmHg,and the change in SBP(ΔSBP)from maximum to baseline SBP during UDS examination was(43.83±21.01)mmHg. The UDS indicated that the maximum detrusor pressure during storage phase was(54.95±24.68)cmH 2O,and the bladder capacity was(131.70±75.29)ml. Bladder diary showed the volume of catheterization each time from was(181.16±49.86)ml,and The I-QOL score was(44.07±8.60). Three months after treatment,the AD symptoms severity score(consist of headache,sweating,goose bumps,anxiety and palpitation)were(11.37±2.39). The frequency of bladder-related AD episodes was(7.51±2.37)episodes/day,showing statistically significant differences compared to pre-treatment( P<0.05).The SBP before UDS examination was(102.12±10.28)mmHg,with no statistically significant difference from baseline( P = 0.518). The maximum SBP in perfusion phase and the ΔSBP were(132.84±16.30)mmHg and(28.72 ± 14.02)mmHg,respectively,both demonstrating statistically significant differences( P < 0.05). The UDS examination revealed that the maximum detrusor pressure during the storage phase was(29.77±13.72)cmH 2O,showed a significant decrease,and the bladder capacity was(272.63±79.75)ml,which were both statistically different before and after surgery. Bladder diary showed the volume of catheterization each time was(326.74±63.71)ml;I-QOL score was(71.86±11.45),both were significant different after treatment( P < 0.01). Conclusion:BTX-A intravesical injection in the treatment of NDO can also alleviate the severity and frequency of bladder related AD.
9.Assessment of the predictive value of ultrasound imaging characteristics combined with clinical indicators for the prognosis of pancreatic ductal adenocarcinoma
Hua LIANG ; Ke LYU ; Yang GUI ; Xueqi CHEN ; Tianjiao CHEN ; Li TAN ; Menghua DAI ; Weibin WANG ; Junchao GUO ; Qiang XU ; Huanyu WANG ; Xiaoyi YAN ; Wanying JIA ; Yuming SHAO
Chinese Journal of Preventive Medicine 2025;59(10):1748-1755
Objective:To explore the value of ultrasound imaging characteristics combined with clinical indicators in assessing the prognosis of patients with pancreatic ductal adenocarcinoma (PDAC).Methods:A retrospective analysis was conducted for patients who underwent pancreatic contrast-enhanced ultrasound (CEUS) from September 2017 to October 2023 at Peking Union Medical College Hospital and were diagnosed with PDAC based on pathological findings. Various parameters were recorded, including CA19-9 levels, tumor size, location, morphologic features, echogenicity, presence of internal cystic components, dilatation of the main pancreatic duct, peripheral vascular invasion, CEUS characteristics, presence or absence of liver metastasis, and treatment methods. In April 2024, patient survival information was obtained through telephone follow-up or review of medical records. Based on the results of the cox regression model analysis, a nomogram model of the risk of death was developed. The receiver operating characteristic (ROC) curves were applied to evaluate the predictive efficacy of the model. The calibration curves were plotted to evaluate the accuracy of the model, and clinical decision curves were used to evaluate the clinical benefit of the model.Results:This study included a total of 207 patients with PDAC. As of April 2024, 71 patients were alive and 136 died, with a median survival time of 14 months (95% CI: 12 -17). Multivariate analysis confirmed that the elevated CA19-9 ( HR=1.689, 95% CI: 1.102-2.588), tumor size >4 cm ( HR=1.641, 95% CI: 1.159-2.322), taller-than-wide shapes ( HR=1.450, 95% CI: 1.019-2.065), incomplete hypo-enhancement ( HR=1.618, 95% CI: 1.100-2.380), and liver metastasis ( HR=1.687, 95% CI: 1.175-2.423) were independent risk factors for survival in patients with PDAC. A nomogram model was further constructed for 6-month, 12-month and 3-year survival of patients with PDAC. The areas under the ROC curve were 0.679, 0.705 and 0.815, respectively. The calibration curves suggested that the model was more accurate, and the clinical decision curves showed that the model had a better clinical benefit. Conclusion:The combined use of ultrasound imaging characteristics and clinical indicators could effectively predict the prognosis of PDAC patients. Specifically, tumor size >4 cm, taller-than-wide shapes, incomplete hypo-enhancement, elevated CA19-9, and the presence of liver metastasis are correlated with poorer survival outcomes. The nomogram model constructed on the basis of these factors can be used to assess the survival of patients with PDAC.
10.Instrumentation of occupational medical examination institutions in Guangdong Province
Chaoting ZHAO ; Chanchan QI ; Jianming TAN ; Xiaoyi LI ; Ruiyan HUANG ; Jiabin CHEN
China Occupational Medicine 2025;52(5):570-573
Objective To understand the instrument distribution and capacities of inter-laboratory comparisons among occupational medical examination (OME) institutions in Guangdong Province. Methods A total of 291 OME institutions in Guangdong Province that were within the validity period of filing in June 2024 and 101 OME institutions that participated in inter-laboratory comparisons in 2023 were selected as the study subjects. Their filing categories, instrument distribution and external quality assessment in laboratories were collected and analyzed. Results The location of 291 OME institutions distributed in 21 prefectural-level cities in the province, mainly in the Pearl River Delta (PRD) region, accounting for 68.4% of the total. The public hospitals, private medical institutions, the center for disease control and prevention and occupational disease prevention and treatment institutions (hereinafter referred to as "occupational prevention institutions") accounted for 61.2%, 28.5% and 10.3%, respectively. The filing rates for physical factors, chemical factors, and dust categories among OME institutions were 91.1%, 86.9%, and 86.6%, respectively. The average number of institutional instruments, from high to low, was 53.8, 38.8 and 38.2 per unit in occupational prevention institutions, private medical institutions and public hospitals, respectively. The passing rates of inter-laboratory comparisons among OME institutions of external quality assessment in laboratories among OME institutes in Guangdong Province, from high to low were occupational prevention institutions, public hospitals and private medical institutions (96.2% vs 86.8% vs 73.0%, P<0.05). Conclusion The regional distribution of OME institutes in Guangdong Province is unbalanced, mainly concentrated in the PRD region. Low overall level of OME capacity is found in public hospitals and private medical institutions. Leading by the occupational prevention institutions, public hospitals and private medical institutions should strengthen the development and investment in OME hardware, in order to improve the OME level.


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