1.Ultrasound thyroid nodule segmentation algorithm based on wavelet transform and CNN-Transformer
Shuijing ZHENG ; Jun YANG ; Yujiao CAI ; Jing WEN
Journal of Army Medical University 2025;47(14):1595-1601
Objective To develop an automatic segmentation network for thyroid nodules by integrating wavelet transform and CNN-Transformer in order to improve the efficiency and accuracy of ultrasound image segmentation.Methods A total of 1 371 sets of ultrasound images of thyroid nodules were collected from Department of Ultrasonography of Second Affiliated Hospital of Army Medical University between May 2023 and February 2024.After preprocessing and normalization,the data were divided into training,validation,and testing sets in a ratio of 8∶1∶1.Based on UNet,CNN and Swin-Transformer were used in parallel as the encoder,with a wavelet transform module inserted between the encoder and decoder to construct a thyroid nodule segmentation network.The performance of the segmentation model was evaluated on the collected internal dataset using accuracy,IoU,and Dice coefficient metrics.Results The finally verified 1 371 sets of ultrasonic thyroid nodules had an average Dice coefficient of 79.63%and an IoU of 67.30%.Compared with UNet,the segmentation accuracy was improved by 1.02%.The segmentation model obtained accurate location and smooth edges of thyroid nodules,and the segmentation was more consistent in thyroid nodule edge and morphology with those marked by doctors manually when compared with other segmentations.Compared with UNet,this segmentation method can learn the texture of nodules more fully and avoid the situation that nodules had been incorrectly divided into surrounding tissues.Conclusion Our developed segmentation model based on wavelet transform and CNN-Transformer demonstrates better segmentation accuracy in comparison to conventional UNet variants,such as UNet,Attention-UNet,and UNetv2,and medical segment anything models like SAM Med2D.This segmentation method enables accurate segmentation of ultrasound thyroid nodules,thereby enhancing clinical workflow efficiency through automated precise delineation.
2.Advances in the clinical application of neoadjuvant immunotherapy for resectable locally advanced esophageal squamous cell carcinoma
Yujiao SUN ; Meili YU ; Wenjing MA ; Longmei SUN ; Zhaofeng ZHU ; Yuanyuan ZHENG
Journal of International Oncology 2025;52(5):309-314
Esophageal cancer cases in China account for more than 50% of the world, among which approximately 90% are histological subtypes of esophageal squamous cell carcinoma. Over 50% of esophageal cancer patients are initially diagnosed at locally advanced or advanced stages. The R0 resection rate with surgical treatment alone is relatively low, and local recurrence and distant metastasis are prone to occur, resulting in a low 5-year survival rate. Recent research has focused on neoadjuvant therapy for esophageal cancer, but the most effective form of such therapy remains undetermined. Immunotherapy is currently the most active research field in tumor treatment. Further exploration of the treatment model combing immunotherapy with neoadjuvant chemotherapy or chemoradiotherapy is expected to improve the therapeutic effect and survival benefit in patients with locally advanced resectable esophageal squamous cell carcinoma.
3.Clinical and pathological features of patients with congenital hepatic fibrosis: An analysis of 26 cases
Shixuan LIU ; Yujiao ZHANG ; Ying ZHENG ; Aiping SONG ; Tailing WANG ; Xiuhong WANG
Journal of Clinical Hepatology 2025;41(11):2317-2322
ObjectivesTo summarize the clinical and pathological features of patients with congenital liver fibrosis (CHF), and to investigate the differences in clinical and pathological features between patients in different age groups. MethodsA retrospective analysis was performed for the clinicopathological data of 26 patients with pathologically confirmed CHF in China-Japan Friendship Hospital from August 2005 to June 2023, and the patients were stratified by age to investigate the clinical and pathological features of patients in different age groups. ResultsAmong the 26 patients, there were 12 male patients and 14 female patients, with an age of onset of 4 — 61 years. There were 19 patients with portal hypertension type (73.08%), 2 patients with cholangitis type (7.69%), 4 patients with mixed type (15.38%), and 1 patient with occult type (3.85%). Of all 26 patients, 4 had unknown clinical symptoms, and among the 22 patients with clear clinical symptoms, 10 (45.45%) attended the hospital due to upper gastrointestinal bleeding caused by portal hypertension. Pathological manifestations included roughly normal liver parenchyma separated by fibrous septa in the portal area, with the presence of abnormal reactive bile duct hyperplasia. Denser fibrous septa and a lack of portal veins with the corresponding caliber were observed in 4 pediatric patients with disease onset before the age of 10 years, with a significant reduction or even disappearance of compensatory thin-walled blood vessels. ConclusionPortal hypertension-type CHF is the most common type in clinical practice. Patients with an early age of onset have certain histopathological features of the liver, with the presence of serious complications associated with portal hypertension. Therefore, liver biopsy should be performed for patients suspected of CHF in clinical practice, and genetic testing should be performed when necessary. Early identification and diagnosis are of great importance for improving the prognosis of patients.
4.Danzhi Jiangtang Capsule improves renal vascular endothelial function in rats with diabetic nephropathy by downregulating the Notch1/NICD/MAML1 signaling pathway.
Sijia ZHU ; Jingcheng MA ; Yujiao ZHENG ; Chuanyun WU ; Jiangen ZHAO ; Lingxiu LI ; Li WANG ; Xuemei ZHOU
Journal of Southern Medical University 2025;45(10):2250-2257
OBJECTIVES:
To investigate the therapeutic mechanism of Danzhi Jiangtang Capsule (DZJTC) for repairing renal vascular endothelial injury in rats with diabetic nephropathy (DN).
METHODS:
Fifty male SD rat models of DN, established by left nephrectomy, high-sugar and high-fat diet and streptozotocin injection, were randomized into DN model group, low-, medium-, and high-dose DZJTC treatment groups, and DAPT (a γ-secretase inhibitor) treatment group, with 10 rats with normal feeding as the control group. DZJTC was administered by daily gavage at 0.315, 0.63, or 1.26 g/kg, and DAPT (20 mg/kg, dissolved in 50% CMC-Na solution) was given by gavage every other day for 4 weeks; normal saline was given in the control and model groups. After treatment, the levels of creatinine (CRE), blood urea nitrogen (BUN), and microalbuminuria (mALB) were detected with ELISA, and renal pathologies were observed by transmission electron microscopy. Renal expressions of vascular endothelial growth factor (VEGF) and endothelin-1 (ET-1) were measured by immunohistochemistry, and the protein expressions of CD31 and Notch signaling pathway components were detected using Western blotting.
RESULTS:
The rat models of DN showed significantly increased CRE, BUN, and mALB levels, obvious renal pathologies under electron microscopy, increased renal VEGF, ET-1 and CD31 expressions, and upregulated Notch1, NICD, and MAML1 protein levels. Treatment with DZJTC at the 3 doses and DAPT significantly reduced CRE, BUN, and mALB levels, improved renal pathology, decreased VEGF, ET-1 and CD31 expressions, and lowered Notch1, NICD and MAML1 levels, and the effects were the most pronounced with high-dose DZJTC.
CONCLUSIONS
DZJTC ameliorates hyperproliferation and dysfunction of renal vascular endothelium in DN rats possibly by regulating renal VEGF and ET-1 levels via inhibiting NICD- and MAML1-mediated Notch signaling pathway.
Animals
;
Male
;
Drugs, Chinese Herbal/therapeutic use*
;
Rats
;
Rats, Sprague-Dawley
;
Signal Transduction/drug effects*
;
Diabetic Nephropathies/drug therapy*
;
Receptor, Notch1/metabolism*
;
Kidney/blood supply*
;
Diabetes Mellitus, Experimental
;
Down-Regulation
;
Endothelium, Vascular/metabolism*
;
Nuclear Proteins/metabolism*
5.Clinical observation and insights on pathological changes during "deep cervical lymphaticovenous anastomosis+" in elderly patients with cognitive impairment
Xiaoju ZHENG ; Haijun LI ; Jinming ZHANG ; Fang LI ; Baoshan WANG ; Yuqi ZHENG ; Wenbin SONG ; Yan WANG ; Xinhong WANG ; Qian LIN ; Shuang DU ; Dengwen ZHANG ; Rongguo YANG ; Peng HE ; Zhe CHANG ; Yujiao LI ; Linjuan WU
Chinese Journal of Microsurgery 2025;48(3):268-276
Objective:To investigate intraoperative pathological findings and the interventional effects of "deep cervical lymphaticovenous anastomosis+" (dcLVA+) on deep cervical lymphatic drainage as well as the blood flow of carotid artery and jugular vein in elderly patients with cognitive impairment, and to put forward the thoughts based on the findings from the surgery.Methods:Between May 2024 and December 2024, retrospective analysis of Microsurgery Hospital, Fengcheng Hospital, Xi'an Medical College performed dcLVA+ between the deep cervical lymphatics or lymph nodes and jugular veins in 50 elderly patients with cognitive impairment (19 males and 31 females, aged 55-88 years with 69.94 years in average). Nine patients were found with Clinical Dementia Rating (CDR) score at 1 (mild), 7 with CDR score at 2 (moderate) and 34 with CDR score at 3 (severe). Intraoperative observations based on literature reviews had identified anatomical relationships between the lymphatic sacs containing cervical lymphatic chain and the carotid sheath. The lymph node count, size, distribution, thickness of fat tissue and conditions of lymphatic vessels were documented. Ultrasound was used to compare the blood flow of carotid artery and jugular vein as well as the cross-sectional areas at the planes of hyoid and cricoid cartilage before and after the closure of incisions under anaesthesia in 39 patients. Correlation analyses for Mini-Mental State Examination (MMSE), Montreal Cognitive Assessment (MoCa), Activities of Daily Living (ADL) and Agitation behavior score before and 1 week after surgery were performed using Spearman's correlation and Wilcoxon paired tests. P<0.05 was considered statistically significant. Postoperative follow-ups were conducted via the visit of outpatient clinic and WeChat and telephone interviews. Results:In surgery, the cervical lymphatic chain was found running within an almost enclosed sac surrounding the carotid sheath. There were enlarged lymph nodes, increased fat deposition, lymphatic dilation or fibrosis in the sac. The preoperative blood flow in the carotid artery at the planes of hyoid and cricoid cartilage in the 39 patients was recorded at 150.52 ml/min±40.33 ml/min and 358.29 ml/min±129.30 ml/min, while that in the jugular vein was at 172.50 ml/min±63.94 ml/min and 317.00 ml/min±105.21 ml/min, respectively, both were far lower than the normal blood flow. There were statistically significant differences in the blood flow of carotid artery and jugular vein before and after surgery ( P<0.01). It was found that the preoperative blood flow of the internal carotid artery at the plane of hyoid was positively correlated with the preoperative scores of MMSE ( P<0.01), MoCa ( P<0.05) and ADL ( P<0.01). The blood flow of the common carotid artery at the plane of cricoid cartilage was found significantly and positively correlated with the preoperative scores of MMSE ( P<0.05). It was also noted that the blood flow of the internal carotid artery at the plane of hyoid was significantly and positively correlated with the postoperative ADL ( P<0.01) but negatively correlated with the Agitation behavior score ( P<0.05). The blood flow of the common carotid artery at the plane of cricoid cartilage was significantly and positively correlated with the postoperative scores of MMSE and MoCa ( P<0.05). The blood flow of the internal jugular vein at the plane of hyoid was negatively correlated with the Agitation behavior score ( P<0.01). The cross-sectional area of carotid artery at the plane of left hyoid was significantly and positively correlated with the MMSE score ( P<0.05). Statistically significant differences were observed in MMSE, MoCa, ADL and Agitation behavior score before and after surgery ( P<0.01). Conclusion:dcLVA+ shows a certain therapeutic benefit to the elderly patients with cognitive impairment. The intraoperatively observed pathological changes in cervical lymphatic sacs affect deep cervical lymphatic drainage and the blood flow of carotid artery and jugular vein. Further studies are necessary to find out whether the findings from this study would be the specific pathological changes and the morbidity mechanisms among the elderly patients with cognitive impairment.
6.Research on the current status and influencing factors of the multidimensional symptom network in maintenance hemodialysis patients
Li CHENG ; Yujiao ZOU ; Tiantian HU ; Chumin JI ; Yiyang QIU ; Zheng ZHU ; Yongmei ZHANG ; Yan WU
Chinese Journal of Nursing 2025;60(19):2321-2327
Objective To investigate the current symptom status of maintenance hemodialysis(MHD)patients,analyze the influencing factors from the perspective of multidimensional symptom burden,extract symptom groups,and construct a symptom network.Methods A total of 490 patients who received MHD at the blood purification center of a tertiary hospital in Shanghai from March to April 2025 were selected using a convenience sampling method.30 symptoms of MHD patients were investigated using a modified dialysis symptom index table.SPSS and R software were utilized to analyze the influencing factors,extract symptom groups,and construct a multidimensional symptom network.Results A total of 488 valid questionnaires were collected,with a valid questionnaire recovery rate of 99.59%.The median number of symptoms experienced by patients was 6(interquartile range:4,8),with the top 5 symptoms being dry skin(69.88%),fatigue or tiredness(56.97%),itching(56.97%),worry(50.20%),and dry mouth(46.31%).Multidimensional analysis indicated that age,duration of dialysis,education level,and complications were influencing factors of symptom burden scores across different dimensions.6 stable symptom groups were extracted,namely skin discomfort,fatigue and pain,gastrointestinal tract,sleep disorders,water-electrolyte imbalance,and uremia.The results of the symptom network analysis revealed that difficulty of falling asleep had the highest intensity centrality(rs=2.18,2.25,2.12).Conclusion The symptom association is relatively stable,and difficulty of falling asleep is the core symptom.This finding can assist clinical medical staff in achieving efficiency and precision in symptom group management.
7.Danzhi Jiangtang Capsule improves renal vascular endothelial function in rats with diabetic nephropathy by downregulating the Notch1/NICD/MAML1 signaling pathway
Sijia ZHU ; Jingcheng MA ; Yujiao ZHENG ; Chuanyun WU ; Jiangen ZHAO ; Lingxiu LI ; Li WANG ; Xuemei ZHOU
Journal of Southern Medical University 2025;45(10):2250-2257
Objective To investigate the therapeutic mechanism of Danzhi Jiangtang Capsule(DZJTC)for repairing renal vascular endothelial injury in rats with diabetic nephropathy(DN).Methods Fifty male SD rat models of DN,established by left nephrectomy,high-sugar and high-fat diet and streptozotocin injection,were randomized into DN model group,low-,medium-,and high-dose DZJTC treatment groups,and DAPT(a γ-secretase inhibitor)treatment group,with 10 rats with normal feeding as the control group.DZJTC was administered by daily gavage at 0.315,0.63,or 1.26 g/kg,and DAPT(20 mg/kg,dissolved in 50%CMC-Na solution)was given by gavage every other day for 4 weeks;normal saline was given in the control and model groups.After treatment,the levels of creatinine(CRE),blood urea nitrogen(BUN),and microalbuminuria(mALB)were detected with ELISA,and renal pathologies were observed by transmission electron microscopy.Renal expressions of vascular endothelial growth factor(VEGF)and endothelin-1(ET-1)were measured by immunohistochemistry,and the protein expressions of CD31 and Notch signaling pathway components were detected using Western blotting.Results The rat models of DN showed significantly increased CRE,BUN,and mALB levels,obvious renal pathologies under electron microscopy,increased renal VEGF,ET-1 and CD31 expressions,and upregulated Notch1,NICD,and MAML1 protein levels.Treatment with DZJTC at the 3 doses and DAPT significantly reduced CRE,BUN,and mALB levels,improved renal pathology,decreased VEGF,ET-1 and CD31 expressions,and lowered Notch1,NICD and MAML1 levels,and the effects were the most pronounced with high-dose DZJTC.Conclusion DZJTC ameliorates hyperproliferation and dysfunction of renal vascular endothelium in DN rats possibly by regulating renal VEGF and ET-1 levels via inhibiting NICD-and MAML1-mediated Notch signaling pathway.
8.Clinical observation and insights on pathological changes during "deep cervical lymphaticovenous anastomosis+" in elderly patients with cognitive impairment
Xiaoju ZHENG ; Haijun LI ; Jinming ZHANG ; Fang LI ; Baoshan WANG ; Yuqi ZHENG ; Wenbin SONG ; Yan WANG ; Xinhong WANG ; Qian LIN ; Shuang DU ; Dengwen ZHANG ; Rongguo YANG ; Peng HE ; Zhe CHANG ; Yujiao LI ; Linjuan WU
Chinese Journal of Microsurgery 2025;48(3):268-276
Objective:To investigate intraoperative pathological findings and the interventional effects of "deep cervical lymphaticovenous anastomosis+" (dcLVA+) on deep cervical lymphatic drainage as well as the blood flow of carotid artery and jugular vein in elderly patients with cognitive impairment, and to put forward the thoughts based on the findings from the surgery.Methods:Between May 2024 and December 2024, retrospective analysis of Microsurgery Hospital, Fengcheng Hospital, Xi'an Medical College performed dcLVA+ between the deep cervical lymphatics or lymph nodes and jugular veins in 50 elderly patients with cognitive impairment (19 males and 31 females, aged 55-88 years with 69.94 years in average). Nine patients were found with Clinical Dementia Rating (CDR) score at 1 (mild), 7 with CDR score at 2 (moderate) and 34 with CDR score at 3 (severe). Intraoperative observations based on literature reviews had identified anatomical relationships between the lymphatic sacs containing cervical lymphatic chain and the carotid sheath. The lymph node count, size, distribution, thickness of fat tissue and conditions of lymphatic vessels were documented. Ultrasound was used to compare the blood flow of carotid artery and jugular vein as well as the cross-sectional areas at the planes of hyoid and cricoid cartilage before and after the closure of incisions under anaesthesia in 39 patients. Correlation analyses for Mini-Mental State Examination (MMSE), Montreal Cognitive Assessment (MoCa), Activities of Daily Living (ADL) and Agitation behavior score before and 1 week after surgery were performed using Spearman's correlation and Wilcoxon paired tests. P<0.05 was considered statistically significant. Postoperative follow-ups were conducted via the visit of outpatient clinic and WeChat and telephone interviews. Results:In surgery, the cervical lymphatic chain was found running within an almost enclosed sac surrounding the carotid sheath. There were enlarged lymph nodes, increased fat deposition, lymphatic dilation or fibrosis in the sac. The preoperative blood flow in the carotid artery at the planes of hyoid and cricoid cartilage in the 39 patients was recorded at 150.52 ml/min±40.33 ml/min and 358.29 ml/min±129.30 ml/min, while that in the jugular vein was at 172.50 ml/min±63.94 ml/min and 317.00 ml/min±105.21 ml/min, respectively, both were far lower than the normal blood flow. There were statistically significant differences in the blood flow of carotid artery and jugular vein before and after surgery ( P<0.01). It was found that the preoperative blood flow of the internal carotid artery at the plane of hyoid was positively correlated with the preoperative scores of MMSE ( P<0.01), MoCa ( P<0.05) and ADL ( P<0.01). The blood flow of the common carotid artery at the plane of cricoid cartilage was found significantly and positively correlated with the preoperative scores of MMSE ( P<0.05). It was also noted that the blood flow of the internal carotid artery at the plane of hyoid was significantly and positively correlated with the postoperative ADL ( P<0.01) but negatively correlated with the Agitation behavior score ( P<0.05). The blood flow of the common carotid artery at the plane of cricoid cartilage was significantly and positively correlated with the postoperative scores of MMSE and MoCa ( P<0.05). The blood flow of the internal jugular vein at the plane of hyoid was negatively correlated with the Agitation behavior score ( P<0.01). The cross-sectional area of carotid artery at the plane of left hyoid was significantly and positively correlated with the MMSE score ( P<0.05). Statistically significant differences were observed in MMSE, MoCa, ADL and Agitation behavior score before and after surgery ( P<0.01). Conclusion:dcLVA+ shows a certain therapeutic benefit to the elderly patients with cognitive impairment. The intraoperatively observed pathological changes in cervical lymphatic sacs affect deep cervical lymphatic drainage and the blood flow of carotid artery and jugular vein. Further studies are necessary to find out whether the findings from this study would be the specific pathological changes and the morbidity mechanisms among the elderly patients with cognitive impairment.
9.Research on the current status and influencing factors of the multidimensional symptom network in maintenance hemodialysis patients
Li CHENG ; Yujiao ZOU ; Tiantian HU ; Chumin JI ; Yiyang QIU ; Zheng ZHU ; Yongmei ZHANG ; Yan WU
Chinese Journal of Nursing 2025;60(19):2321-2327
Objective To investigate the current symptom status of maintenance hemodialysis(MHD)patients,analyze the influencing factors from the perspective of multidimensional symptom burden,extract symptom groups,and construct a symptom network.Methods A total of 490 patients who received MHD at the blood purification center of a tertiary hospital in Shanghai from March to April 2025 were selected using a convenience sampling method.30 symptoms of MHD patients were investigated using a modified dialysis symptom index table.SPSS and R software were utilized to analyze the influencing factors,extract symptom groups,and construct a multidimensional symptom network.Results A total of 488 valid questionnaires were collected,with a valid questionnaire recovery rate of 99.59%.The median number of symptoms experienced by patients was 6(interquartile range:4,8),with the top 5 symptoms being dry skin(69.88%),fatigue or tiredness(56.97%),itching(56.97%),worry(50.20%),and dry mouth(46.31%).Multidimensional analysis indicated that age,duration of dialysis,education level,and complications were influencing factors of symptom burden scores across different dimensions.6 stable symptom groups were extracted,namely skin discomfort,fatigue and pain,gastrointestinal tract,sleep disorders,water-electrolyte imbalance,and uremia.The results of the symptom network analysis revealed that difficulty of falling asleep had the highest intensity centrality(rs=2.18,2.25,2.12).Conclusion The symptom association is relatively stable,and difficulty of falling asleep is the core symptom.This finding can assist clinical medical staff in achieving efficiency and precision in symptom group management.
10.The expression of CTLA-4 and PD-L1 in pulmonary lymphoepithelial carcinoma,the clinical significance and the distribution of lymphocyte infiltration in the tumor microenvironment
Jinli HUANG ; Ruisi BEI ; Yujiao CHEN ; Zhimeng LI ; Guiying HUANG ; Yamin WEI ; Jinhua ZHENG
Chinese Journal of Clinical and Experimental Pathology 2025;41(6):731-738
Purpose This study aimed to investigate the expression of CTLA-4 and PD-L1 in pulmonary lympho-epithelial carcinoma(PLEC)and to explore their relationships with patient prognosis and with tumor-infiltrating lym-phocytes(TILs).Methods Fifty cases of PLEC were retrospectively collected,together with 23 samples of adjacent normal lung tissue.Immunohistochemistry was performed to detect CTLA-4 and PD-L1 expression in both PLEC and adjacent normal lung tissues,as well as to quantify CD4+and CD8+T-lymphocytes infiltration within the tumor micro-environment.CTLA-4,PD-L1,and the distributions of CD4+T cells and CD8+T cells were then correlated with the clinicopathological features of PLEC.Results The positive rate of CTLA-4 in PLEC was significantly higher than that in adjacent normal lung tissue(P<0.05).PD-L1 expression differed significantly across TNM stages of PLEC(P<0.05)and was positively correlated with TNM stages(r=0.31,P=0.03).CD4+and CD8+T-lymphocytes were pre-dominantly localized in the tumor stroma,with CD4+T cells density exceeding that of CD8+(P<0.05).Within canc-er nests,CD8+T cells density was significantly higher than CD4+(P<0.05).Conclusion Both PD-L1 and CTLA-4 are frequently expressed in PLEC,suggesting they represent potential immunotherapeutic targets.In the PLEC micro-environment,lymphocytes primarily infiltrated the stromal compartment,and CD4+T cells are more abundant than CD8+T cells in that locale.

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