1.Support vector machine model based on gray matter volume for identifying amyotrophic lateral sclerosis and analysis of relevant brain regions
Shan WU ; Haining LI ; Qiuli ZHANG ; Qianqian DUAN ; Xinyi YU ; Xing QIN ; Fangfang HU ; Jiaoting JIN ; Jingxia DANG ; Ming ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(7):1051-1055
Objective To explore the value of support vector machine(SVM)model based on gray matter volume(GMV)for identifying amyotrophic lateral sclerosis(ALS),also to analyze the relevant brain regions.Methods MR 3D T1WI data of 60 ALS patients(ALS group)and 60 healthy volunteers(control group)were retrospectively analyzed.Taken GMV of each brain region obtained by voxel-based morphometry as the input features.F-score analysis was used to select feature with the highest classification accuracy to construct SVM model.Receiver operating characteristic curve was drawn to evaluate the efficacy of SVM model for identifying ALS,and top 10%was used as the weight threshold to obtain gray matter brain regions contributed the most to this model.Results SVM model constructed based on the top 40%GMV features had the highest classification accuracy(82.50%),with sensitivity,specificity and area under the curve(AUG)of 85.05%,80.40%and 0.890,respectively.The left precentral gyrus,left anterior cingulate gyrus and paracingulate gyrus,right middle temporal gyrus,opercular part of left inferior frontal gyrus,right dorsolateral superior frontal gyrus,left temporal pole:middle temporal gyrus,right superior occipital gyrus,orbital part of right middle frontal gyrus,right calcarine fissure and surrounding cortex,right fusiform gyrus were the top 1-10 gray matter brain regions contributed to this model.Conclusion ALS had specific GMV change pattern.SVM model based on GMV could be used to effectively identify ALS,while the left precentral gyrus was the most contributive brain region to this model.
2.Association between thyroid hormone sensitivity indices and metabolic dysfunction-associated steatotic liver disease in euthyroid population
Manling HU ; Xinlei MIAO ; Qianqian WANG ; Shuang LIU ; Xiaoling XIE ; Ziping SONG ; Yuting SUN ; Yangxuan HE ; Song LENG
Chinese Journal of Endocrinology and Metabolism 2025;41(9):747-754
Objective:To explore the relationship between thyroid hormone sensitivity and metabolic dysfunction-associated steatotic liver disease(MASLD) in a population with normal thyroid function, with a particular focus on sex-specific differences.Methods:This retrospective study included 41 355 euthyroid cases who underwent routine health examinations at the Health Management Centre of the Second Affiliated Hospital of Dalian Medical University from January 2014 to December 2023 were included. The free triiodothyronine(FT 3) to free thyroxine(FT 4) ratio(FT 3/FT 4) was calculated in order to reflect the peripheral sensitivity of the thyroid gland. Similarly, thyroid feedback quantile-based index(TFQI), thyrotrophic thyroxine resistance index(TT 4RI), and the FT 3-based TFQI-derived index(TFQI-FT 3) were calculated in order to reflect the central sensitivity of the thyroid gland. A Logistic regression was employed to analyse the effect of sex-specific thyroid hormone sensitivity indices on the prevalence of MASLD. The restricted cubic spline was used to analyse the non-linear relationship between the thyroid sensitivity hormone indices and MASLD. Furthermore, the correlation between the thyroid hormone sensitivity indices and MASLD in different subgroups was also analysed. Results:The prevalence of MASLD in the study population was 28.8%. After adjusting the model for confounders, the risk of MASLD increased by 7%, 3%, 10%, and 5% for each standard deviation increase in FT 3/FT 4, TFQI, TFQI-FT 3, and TT 4RI in the total population, respectively. The risk of MASLD increased by 6% and 5% for each standard deviation increase in FT 3/FT 4 and TFQI-FT 3 in men, respectively. For each standard deviation increase in FT 3/FT 4, TFQI, TFQI-FT 3, and TT 4RI in women, the risk of MASLD increased by 6%, 5%, 11%, and 5%, respectively. Higher FT 3/FT 4 and TFQI-FT 3 were positively associated with the risk of developing MASLD in men, and higher FT 3/FT 4, TFQI, TFQI-FT 3, and TT 4RI were positively associated with the risk of developing MASLD in women. There was a non-linear, inverted U-shaped relationship between TFQI and risk of MASLD in women. Subgroup analyses showed positive associations between FT 3/FT 4, TFQI, TFQI-FT 3, and MASLD. Conclusions:The thyroid hormone sensitivity indices may provide a basis for clinical prevention and management of MASLD in individuals with normal thyroid function. Additionally, FT 3/FT 4 and TFQI-FT 3 may indicate the risk of MASLD in the general population, while TFQI and TT 4RI are more suitable for assessing the risk of MASLD in women.
3.Application and effect evaluation of transcranial direct current stimulation in the rehabilitation of swallowing function in stroke patients
Jingjing LI ; Jifang QIU ; Peihua ZHOU ; Qianqian ZENG ; Hanyin HU
China Modern Doctor 2025;63(4):44-47
Objective To explore the effect of transcranial direct current stimulation(tDCS)in rehabilitation of swallowing function in stroke patients.Methods A total of 86 stroke patients diagnosed and treated in Affiliated Rehabilitation Hospital of Zhejiang Chinese Medical University from December 2022 to December 2023 were selected as study objects,and they were divided into observation group and control group according to random number table method,with 43 cases in each group.The control group received routine rehabilitation programs,while the observation group received tDCS therapy on the basis of control group.The swallowing function,actual swallowing process and quality of life of two groups were compared before and after intervention.Results After the intervention,standardized swallowing assessment scores of observation group were significantly lower than those of control group(P<0.05).The scores of oral and pharyngeal phases of observation group were higher than those of control group(P<0.05),and there was no significant difference in esophageal phase score between two groups(P>0.05).The quality of life score of observation group was significantly higher than that of control group(P<0.05).Conclusion tDCS can improve the swallowing function of stroke patients and improve the quality of life,which is worthy of clinical application.
4.Construction and evaluation of oral infection risk warning model for patients with acute leukemia undergoing chemotherapy
Jie ZHANG ; Qin WANG ; Zongjing HU ; Yue SUN ; Qianqian ZHANG ; Yueshen MA ; Wenjun XIE
Chinese Journal of Practical Nursing 2025;41(1):13-19
Objective:To establish an early warning model of oral infection risk in patients with acute leukemia undergoing chemotherapy and to verify its predictive efficacy, so as to provide reference for formulating strategies to prevent oral infections.Methods:A retrospective study was conducted to select 288 patients with acute leukemia undergoing chemotherapy from January 2021 to January 2023 in Hematology Hospital of Chinese Academy of Medical Sciences (Institute of Hematology, Chinese Academy of Medical Sciences) as the training set. According to whether they developed oral infection after chemotherapy, they were divided into the infected group and the non-infected group. The risk factors of oral infection in patients with acute leukemia undergoing chemotherapy were investigated, and a risk warning model was established. A total of 246 acute leukemia undergoing chemotherapy patients admitted to the same hospital from February 2023 to February 2024 were selected as the validation set to conduct external verification of the model.Results:The oral infection rate was 19.44% (56/288) in the training set. There were 21 males and 35 females in the infected group (56 cases), with 49 cases<60 years old and 7 cases ≥60 years old. There were 102 males and 130 females in the non infected group (232 cases), with 196 cases<60 years old and 36 cases ≥60 years old. Multivariate analysis showed that neutrophil count <1.5×10 9/L, nutritional risk screening 2002≥3 points, high-dose of methotrexate, antibiotic types ≥3, poor oral self-cleaning habits, oral pH ≤6.5 were the risk factors for oral infection in patients with acute leukemia undergoing chemotherapy ( OR values were 2.716-10.074, all P<0.05). Based on this, the risk early warning model was as follows: Logit ( P)=-5.849+2.310× neutrophil count <1.5×10 9/L+1.363× nutritional risk screening 2002≥3 points +1.150× high-dose methotrexate +1.132× antibiotic types ≥3 + 1.044× oral pH ≤6.5 + 0.999× poor oral self-cleaning habits. The area under receiver operator characteristics curves (ROC) curve of this model Logit ( P) was 0.892, the maximum approximate entry index was 0.653, the sensitivity was 0.804, and the specificity was 0.849. Hosmer-Lemeshow test results indicated that χ2=4.91, P=0.768. For external validation, the goodness of fit test results were χ2=6.47, P=0.595. The area under ROC curve was 0.884, the sensitivity was 0.832, and the specificity was 0.825. Conclusions:The established early warning model of oral infection risk in patients with acute leukemia undergoing chemotherapy has good predictive value, which is helpful for medical staff to conduct early risk assessment of oral infection in such patients, and formulate countermeasures to reduce the incidence and improve the treatment effect of the disease.
5.Effect of Exosomes CXCL1 on the Proliferation,Invasion,and Migration of Cervical Cancer Cells
Fengmei ZHANG ; Yanan ZUO ; Juncheng ZHANG ; Qianqian HU ; Hongfang LI
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(6):1021-1028
[Objective]To explore the effects of exosomal CXCL on the biological behavior of cervical cancer cells and its underlying mechanisms.[Methods]Chemokine CXCL was first screened through bioinformatics databases.The GEPIA database was analyze CXCL expression in cervical cancer tissues and adjacent normal cervical tissues.Western blot was performed to detect CXCL expression levels in cervical cancer cells(Caski)and normal cervical epithelial cells(H8).The successful isolation of exosomes was confirmed by nanoparticle tracking analysis,transmission electron microscopy(TEM)and Western blot.ELISA was employed to detect the expression level of exosomes CXCL was determined by ELISA.After CXCL knockdown via siRNA transfection,cells were divided into three groups:blank control,negative control and experimental groups.Cell proliferation was evaluated using the CCK-8 assay,while cell migration and invasion were assessed by Transwell assays.[Results]Exosomal CXCL expression was significantly upregulated in cervical cancer cells compared with normal cervical epithelial cells(P<0.01),and also markedly elevated in cervical cancer tissues compared with adjacent normal tissues.After low expression of CXCL knockdown significantly reduced CXCL expression in both cancer cells and their derived exosomes(P<0.05).Low expression markedly inhibited the proliferation,invasion and migration abilities[Conclusion]Silencing exosomal CXCL may inhibit the malignant biological behavior of cancer cells.
6.Application and effect evaluation of transcranial direct current stimulation in the rehabilitation of swallowing function in stroke patients
Jingjing LI ; Jifang QIU ; Peihua ZHOU ; Qianqian ZENG ; Hanyin HU
China Modern Doctor 2025;63(4):44-47
Objective To explore the effect of transcranial direct current stimulation(tDCS)in rehabilitation of swallowing function in stroke patients.Methods A total of 86 stroke patients diagnosed and treated in Affiliated Rehabilitation Hospital of Zhejiang Chinese Medical University from December 2022 to December 2023 were selected as study objects,and they were divided into observation group and control group according to random number table method,with 43 cases in each group.The control group received routine rehabilitation programs,while the observation group received tDCS therapy on the basis of control group.The swallowing function,actual swallowing process and quality of life of two groups were compared before and after intervention.Results After the intervention,standardized swallowing assessment scores of observation group were significantly lower than those of control group(P<0.05).The scores of oral and pharyngeal phases of observation group were higher than those of control group(P<0.05),and there was no significant difference in esophageal phase score between two groups(P>0.05).The quality of life score of observation group was significantly higher than that of control group(P<0.05).Conclusion tDCS can improve the swallowing function of stroke patients and improve the quality of life,which is worthy of clinical application.
7.Effects of local vibration therapy on fine motor function of upper extremity and surface electromyography characteristics in children with spastic hemiplegic cerebral palsy
Qianqian GE ; Yuanyuan ZHOU ; Cuiqin XU ; Chunmei XU ; Shugang HU
Tianjin Medical Journal 2025;53(12):1315-1319
Objective To investigate the effect of local vibration therapy(LVT)on fine motor function of upper extremity and surface electromyography characteristics in children with spastic hemiplegic cerebral palsy(SHCP).Methods Sixty children with SHCP were divided into the observation group and the control group using random number table method,with 30 cases in each group.The control group was given conventional rehabilitation treatment(physical therapy,occupational therapy,sensory integration training,physiotherapy and rehabilitation therapy of traditional Chinese medicine),while the observation group received LVT for the affected upper extremity in addition to conventional rehabilitation treatment.Both groups were treated for 12 weeks.Fine motor function of upper extremity on the hemiplegic side[Peabody Developmental Motor Scale-Fine Motor(PDMS-FM),Fine Motor Function Measure(FMFM)]and root mean square(RMS)value of the biceps surface electromyography were compared between the two groups as well as before and after treatment.Results Compared with those before treatment,both groups showed increases in PDMS-FM scores for grasping energy range,visual-motor integration energy range,fine motor development quotient,FMFM scores for upper extremity joint mobility ability,grasping ability,operation ability,hand-eye coordination ability and total scores,but a decrease in RMS value of biceps brachii after treatment(P<0.05).After treatment,PDMS-FM scores for grasping energy range and visual-motor integration energy range,FMFM scores for upper extremity joint mobility ability and grasping ability and total score were higher in the observation group than those in the control group.The RMS value of biceps brachii was lower in the observation group than that of the control group(P<0.05).Conclusion LVT can enhance the effect of conventional rehabilitation on fine motor function of upper extremity and electromyography characteristics in children with SHCP.
8.ShenXiankang formula modulates the Emp3/Tgf-β/Smad3 signaling pathway to ameliorate renal fibrosis
Yufang NI ; Luna ZHANG ; Shuhan YAN ; Qianqian LI ; Hongwei SU ; Qiongdan HU ; Qiong ZHANG ; Li WANG ; Jianchun LI
Acta Laboratorium Animalis Scientia Sinica 2025;33(4):501-511
Objective To evaluate the protective effects of the traditional Chinese medicine formula Shenxiankang on renal injury and fibrosis,and to explore its potential mechanisms of action.Methods Chronic kidney disease(CKD)model was established in mice using unilateral ureteral obstruction(UUO).The mice were randomly divided into four groups:sham,UUO,and Shenxiankang(SXK)Low/High dose groups(1500,4500 mg/(kg·d)),each comprising eight mice.The each SXK groups received daily oral administration of Shenxiankang,and the remaining mice were gavaged equivalent volumes of saline for 7 d.After the experiment,renal tissues were collected for assessment of renal injury and fibrosis using HE and Masson staining.The expression levels of fibrosis markers and proteins involved in the epithelial membrane protein 3(Emp3)and Tgf-β/Smad3 signaling pathway were determined by Real-time PCR,immunohistochemistry,and Western Blot.In cell-based experiments,the effects of Shenxiankang on the Emp3/Tgf-β/Smad3 pathway and its interaction with TGF-beta receptor R2(Tgfβ2)were further analyzed using an Emp3 knockdown and Co-IP assays.Results Shenxiankang significantly reduced immune cell infiltration and tubular atrophy in the UUO model group and decreased the expression of kidney injury markers kidney injury molecule 1(Kim1)and Lipocalin 2(Lcn2),confirming its efficacy in alleviating renal injury.Masson staining and analysis of fibrosis markers Fibronectin(Fn)and α-smooth muscle actin(α-SMA)indicated that Shenxiankang effectively suppressed fibrosis induced by UUO.Mechanistic studies revealed that Shenxiankang exerted its effects by selectively downregulating the abnormal activation of the Emp3/Tgf-β/Smad3 signaling pathway,a finding further supported by cellular experiments showing that Shenxiankang modulates Tgf-β/Smad3 signaling through Emp3 regulation.Moreover,the Co-IP experiment result indicate that Shenxiankang exerts its effects by regulating the interaction between Emp3 and Tgfβ2.Conclusions Shenxiankang exhibits significant protective effects in a mouse model of chronic kidney disease,effectively reducing renal injury and fibrosis.These effects are likely mediated through the downregulation of the Emp3/Tgf-β/Smad3 signaling pathway,suggesting Shenxiankang's potential therapeutic value in renal protection.
9.Support vector machine model based on gray matter volume for identifying amyotrophic lateral sclerosis and analysis of relevant brain regions
Shan WU ; Haining LI ; Qiuli ZHANG ; Qianqian DUAN ; Xinyi YU ; Xing QIN ; Fangfang HU ; Jiaoting JIN ; Jingxia DANG ; Ming ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(7):1051-1055
Objective To explore the value of support vector machine(SVM)model based on gray matter volume(GMV)for identifying amyotrophic lateral sclerosis(ALS),also to analyze the relevant brain regions.Methods MR 3D T1WI data of 60 ALS patients(ALS group)and 60 healthy volunteers(control group)were retrospectively analyzed.Taken GMV of each brain region obtained by voxel-based morphometry as the input features.F-score analysis was used to select feature with the highest classification accuracy to construct SVM model.Receiver operating characteristic curve was drawn to evaluate the efficacy of SVM model for identifying ALS,and top 10%was used as the weight threshold to obtain gray matter brain regions contributed the most to this model.Results SVM model constructed based on the top 40%GMV features had the highest classification accuracy(82.50%),with sensitivity,specificity and area under the curve(AUG)of 85.05%,80.40%and 0.890,respectively.The left precentral gyrus,left anterior cingulate gyrus and paracingulate gyrus,right middle temporal gyrus,opercular part of left inferior frontal gyrus,right dorsolateral superior frontal gyrus,left temporal pole:middle temporal gyrus,right superior occipital gyrus,orbital part of right middle frontal gyrus,right calcarine fissure and surrounding cortex,right fusiform gyrus were the top 1-10 gray matter brain regions contributed to this model.Conclusion ALS had specific GMV change pattern.SVM model based on GMV could be used to effectively identify ALS,while the left precentral gyrus was the most contributive brain region to this model.
10.Association between thyroid hormone sensitivity indices and metabolic dysfunction-associated steatotic liver disease in euthyroid population
Manling HU ; Xinlei MIAO ; Qianqian WANG ; Shuang LIU ; Xiaoling XIE ; Ziping SONG ; Yuting SUN ; Yangxuan HE ; Song LENG
Chinese Journal of Endocrinology and Metabolism 2025;41(9):747-754
Objective:To explore the relationship between thyroid hormone sensitivity and metabolic dysfunction-associated steatotic liver disease(MASLD) in a population with normal thyroid function, with a particular focus on sex-specific differences.Methods:This retrospective study included 41 355 euthyroid cases who underwent routine health examinations at the Health Management Centre of the Second Affiliated Hospital of Dalian Medical University from January 2014 to December 2023 were included. The free triiodothyronine(FT 3) to free thyroxine(FT 4) ratio(FT 3/FT 4) was calculated in order to reflect the peripheral sensitivity of the thyroid gland. Similarly, thyroid feedback quantile-based index(TFQI), thyrotrophic thyroxine resistance index(TT 4RI), and the FT 3-based TFQI-derived index(TFQI-FT 3) were calculated in order to reflect the central sensitivity of the thyroid gland. A Logistic regression was employed to analyse the effect of sex-specific thyroid hormone sensitivity indices on the prevalence of MASLD. The restricted cubic spline was used to analyse the non-linear relationship between the thyroid sensitivity hormone indices and MASLD. Furthermore, the correlation between the thyroid hormone sensitivity indices and MASLD in different subgroups was also analysed. Results:The prevalence of MASLD in the study population was 28.8%. After adjusting the model for confounders, the risk of MASLD increased by 7%, 3%, 10%, and 5% for each standard deviation increase in FT 3/FT 4, TFQI, TFQI-FT 3, and TT 4RI in the total population, respectively. The risk of MASLD increased by 6% and 5% for each standard deviation increase in FT 3/FT 4 and TFQI-FT 3 in men, respectively. For each standard deviation increase in FT 3/FT 4, TFQI, TFQI-FT 3, and TT 4RI in women, the risk of MASLD increased by 6%, 5%, 11%, and 5%, respectively. Higher FT 3/FT 4 and TFQI-FT 3 were positively associated with the risk of developing MASLD in men, and higher FT 3/FT 4, TFQI, TFQI-FT 3, and TT 4RI were positively associated with the risk of developing MASLD in women. There was a non-linear, inverted U-shaped relationship between TFQI and risk of MASLD in women. Subgroup analyses showed positive associations between FT 3/FT 4, TFQI, TFQI-FT 3, and MASLD. Conclusions:The thyroid hormone sensitivity indices may provide a basis for clinical prevention and management of MASLD in individuals with normal thyroid function. Additionally, FT 3/FT 4 and TFQI-FT 3 may indicate the risk of MASLD in the general population, while TFQI and TT 4RI are more suitable for assessing the risk of MASLD in women.

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