ObjectiveTo explore the mechanism by which Yizhi Qingxin prescription improves mitochondrial dysfunction in Alzheimer's disease （AD） through regulating mitochondrial Ca²⁺ homeostasis and kinetic balance based on the protein kinase A （PKA）/calcineurin （CaN） signaling pathway. MethodsSixty three-month-old amyloid precursor protein （APP）/presenilin 1 （PS1） double transgenic mice were randomly divided into a model group， a donepezil group（0.65 mg·kg^-1）， a low-dose Yizhi Qingxin prescription group （YQF-L，2.6 g·kg^-1）， a medium-dose Yizhi Qingxin prescription group （YQF-M，5.2 g·kg^-1）， and a high-dose Yizhi Qingxin prescription group （YQF-H，10.4 g·kg^-1）， with 12 mice in each group. Twelve C57BL/6J mice with the same genetic background served as a normal group. Each treatment group received gavage administration daily， with the model and normal groups receiving equal volume of physiological saline. Intervention continued for 12 consecutive weeks. The learning and memory abilities of the mice were assessed using the novel object recognition （NOR） and Morris water maze （MWM） tests. Hematoxylin-eosin （HE）/Nissl staining was used to observe histopathological changes in the hippocampus. Transmission electron microscopy （TEM） was used to observe mitochondrial ultrastructure. Fluo-4 acetoxymethyl ester （Fluo-4 AM） Ca²⁺ probe was used to measure intracellular Ca²⁺ concentration in brain tissue. Western blot was used to determine the protein expression of PKA， CaN， sodium/calcium/lithium exchanger （NCLX）， mitochondrial calcium uniporter （MCU）， calmodulin （CaM）， dynamin-related protein 1 （Drp1）， and phosphorylated dynamin-related protein 1 （serine 637 site） ［p-Drp1（S637）］ in the hippocampus. Real-time quantitative polymerase chain reaction （Real-time PCR） was used to measure the expression of PKA， CaN， CaM， NCLX， MCU， and Drp1 mRNAs. ResultsCompared with those in the normal group， the recognition index （RI） of the model group decreased （P0.01）， and the number of crossings through the original platform area， the duration of stay in the target quadrant， and the distance were reduced （P0.01）. The protein expression of PKA， NCLX， and p-DRP1 （ser637） significantly decreased （P0.05）， and the mRNA expression of PKA and NCLX significantly decreased （P0.05）. The escape latency （EL） was prolonged （P0.05）， and the intracellular Ca²⁺ level significantly increased （P0.01）. The protein expression of CaN， CaM， MCU， and Drp1， as well as the mRNA expression of CaN， MCU， and Drp1， significantly increased （P0.05）. After intervention with Donepezil and Yizhi Qingxin prescription， compared with that in the model group， the RI of the treatment group significantly increased （P0.05）， and the number of crossings through the platform and the duration of stay in the target quadrant significantly increased （P0.05）. The protein expression of PKA， NCLX， and p-Drp1 （ser637） and the mRNA expression of PKA and NCLX significantly increased （P0.05）. On the 4th and 5th days， the EL was shortened （P0.05）， and the intracellular Ca²⁺ level decreased （P0.05）. The protein expression of CaN， CaM， MCU， and Drp1 and the mRNA expression of CaN， MCU， and Drp1 significantly decreased （P0.05）. ConclusionYizhi Qingxin prescription regulates the PKA/CaN pathway， upregulates the expression of PKA， NCLX， and p-Drp1 （ser637） proteins， reduces the expression of CaN， CaM， MCU， and Drp1 proteins， and regulates Ca²⁺ homeostasis and mitochondrial dynamic balance， thereby enhancing the spatial learning and memory abilities of AD mice.

ObjectiveTo explore the mechanism by which Yizhi Qingxin prescription improves mitochondrial dysfunction in Alzheimer's disease （AD） through regulating mitochondrial Ca²⁺ homeostasis and kinetic balance based on the protein kinase A （PKA）/calcineurin （CaN） signaling pathway. MethodsSixty three-month-old amyloid precursor protein （APP）/presenilin 1 （PS1） double transgenic mice were randomly divided into a model group， a donepezil group（0.65 mg·kg^-1）， a low-dose Yizhi Qingxin prescription group （YQF-L，2.6 g·kg^-1）， a medium-dose Yizhi Qingxin prescription group （YQF-M，5.2 g·kg^-1）， and a high-dose Yizhi Qingxin prescription group （YQF-H，10.4 g·kg^-1）， with 12 mice in each group. Twelve C57BL/6J mice with the same genetic background served as a normal group. Each treatment group received gavage administration daily， with the model and normal groups receiving equal volume of physiological saline. Intervention continued for 12 consecutive weeks. The learning and memory abilities of the mice were assessed using the novel object recognition （NOR） and Morris water maze （MWM） tests. Hematoxylin-eosin （HE）/Nissl staining was used to observe histopathological changes in the hippocampus. Transmission electron microscopy （TEM） was used to observe mitochondrial ultrastructure. Fluo-4 acetoxymethyl ester （Fluo-4 AM） Ca²⁺ probe was used to measure intracellular Ca²⁺ concentration in brain tissue. Western blot was used to determine the protein expression of PKA， CaN， sodium/calcium/lithium exchanger （NCLX）， mitochondrial calcium uniporter （MCU）， calmodulin （CaM）， dynamin-related protein 1 （Drp1）， and phosphorylated dynamin-related protein 1 （serine 637 site） ［p-Drp1（S637）］ in the hippocampus. Real-time quantitative polymerase chain reaction （Real-time PCR） was used to measure the expression of PKA， CaN， CaM， NCLX， MCU， and Drp1 mRNAs. ResultsCompared with those in the normal group， the recognition index （RI） of the model group decreased （P0.01）， and the number of crossings through the original platform area， the duration of stay in the target quadrant， and the distance were reduced （P0.01）. The protein expression of PKA， NCLX， and p-DRP1 （ser637） significantly decreased （P0.05）， and the mRNA expression of PKA and NCLX significantly decreased （P0.05）. The escape latency （EL） was prolonged （P0.05）， and the intracellular Ca²⁺ level significantly increased （P0.01）. The protein expression of CaN， CaM， MCU， and Drp1， as well as the mRNA expression of CaN， MCU， and Drp1， significantly increased （P0.05）. After intervention with Donepezil and Yizhi Qingxin prescription， compared with that in the model group， the RI of the treatment group significantly increased （P0.05）， and the number of crossings through the platform and the duration of stay in the target quadrant significantly increased （P0.05）. The protein expression of PKA， NCLX， and p-Drp1 （ser637） and the mRNA expression of PKA and NCLX significantly increased （P0.05）. On the 4th and 5th days， the EL was shortened （P0.05）， and the intracellular Ca²⁺ level decreased （P0.05）. The protein expression of CaN， CaM， MCU， and Drp1 and the mRNA expression of CaN， MCU， and Drp1 significantly decreased （P0.05）. ConclusionYizhi Qingxin prescription regulates the PKA/CaN pathway， upregulates the expression of PKA， NCLX， and p-Drp1 （ser637） proteins， reduces the expression of CaN， CaM， MCU， and Drp1 proteins， and regulates Ca²⁺ homeostasis and mitochondrial dynamic balance， thereby enhancing the spatial learning and memory abilities of AD mice.

Objective:To investigate the relationship between the expression of microtubule-associated protein light chain 3B (LC3B), Beclin-1, and p62 in serum CD 4+ T lymphocytes of patients infected with varicella-zoster virus (VZV) and viral replication. Methods:This study used a cross-sectional design. A total of 106 patients with VZV who received treatment at The First People's Hospital of Huzhou between October 2018 and October 2019 were included in the study group. Additionally, 50 healthy individuals who underwent health examinations during the same period were included in the control group. The expression levels of LC3B, Beclin-1, and p62 in serum CD 4+ T lymphocytes among patients with different VZV DNA copy numbers were compared. The effects of different levels of LC3B, Beclin-1, and p62 on disease severity were evaluated. Spearman correlation analysis was performed to investigate the relationship between the expression of LC3B, Beclin-1, and p62 in the peripheral blood CD 4+ T lymphocytes of VZV-infected patients, viral replication, and disease duration. Results:The relative expression levels of LC3B and Beclin-1 in peripheral blood CD 4+ T lymphocytes of the study group were (60.19 ± 7.59)% and (34.99 ± 4.34)%, respectively, which were significantly higher than those in the control group [(37.71 ± 4.33)%, (16.18 ± 1.92)%, t = 19.48, 29.29, both P < 0.001]. The relative expression level of p62 in the study group was significantly lower than that in the control group [(5.81 ± 0.58)% vs. (10.11 ± 1.24)%, t = -29.57, P < 0.001]. The peripheral blood VZV DNA copy number in the study group was (4.28 ± 0.47). In patients with a VZV DNA copy number ≥ 4.28, the expression levels of LC3B [(72.22 ± 8.83)%] and Beclin-1 [(40.09 ± 5.56)%] were significantly higher than those in patients with a VZV DNA copy number < 4.28 [LC3B: (51.23 ± 6.88)%, Beclin-1: (29.67 ± 3.12)%, t = 13.57, 11.77, both P < 0.001]. The expression level of p62 in patients with a VZV DNA copy number ≥ 4.28 [(4.77 ± 0.36)%] was significantly lower than that in patients with a VZV DNA copy number < 4.28 [(6.98 ± 0.79) %, t = -18.76, P < 0.001]. The expression levels of LC3B and Beclin-1 in patients at moderate or advanced stages were significantly higher than those in patients with early-stage VZV ( P < 0.05), while the expression levels of p62 in patients with moderate- or advanced-stage VZV were significantly lower than those in patients with early-stage VZV (both P < 0.05). Additionally, the expression levels of LC3B and Beclin-1 were positively correlated with viral replication ( r = 0.817, 0.839) and disease duration ( r = 0.849, 0.822, all P < 0.001). The expression level of p62 was negatively correlated with viral replication and disease duration ( r = -0.850, -0.822, both P < 0.001). Conclusions:In patients infected with VZV, the autophagy levels in peripheral blood CD 4+ T lymphocytes were significantly upregulated, as evidenced by increased expression of LC3B and Beclin-1 and decreased expression of p62. Autophagy positively influences viral replication, with elevated autophagy levels promoting viral replication.

Objective To evaluate the efficacy of modified cardiac rehabilitation combined with Xuefu Zhuyu decoction on patients with heart failure of Qi deficiency and blood stasis type,with a focus on analyzing the improvement of galectin-3(Gal-3),soluble suppression of tumorigenicity 2(sST2)levels,cardiac function,traditional Chinese medicine syndromes,and exercise tolerance.Methods 180 patients with heart failure of Qi deficiency and blood stasis type who attended the Department of Rehabilitation Medicine,Huzhou First People's Hospital from October 2021 to March 2023 were selected and randomly divided into treatment group(modified cardiac rehabilitation+Xuefu Zhuyu decoction)and control group(conventional treatment),with a treatment course of 12 weeks.The changes of Gal-3,sST2,left ventricular ejection fraction(LVEF),New York heart association functional classification(NYHA),N-terminal B-type natriuretic peptide(NT-proBNP),traditional Chinese medicine syndrome score and 6-minute walk test(6MWT)were compared between two groups before and after 12 weeks of treatment,and the safety was evaluated.Results After 12 weeks of treatment,Gal-3 and sST2 levels of patients in treatment group were significantly lower than those in control group;LVEF levels of patients in treatment group were significantly higher than those in control group,and the degree of improvement of cardiac function grading in treatment group was significantly better than that in control group;NT-proBNP in treatment group was significantly lower than that in control group;The 6MWT in treatment group was significantly higher than that in control group;The score of traditional Chinese medicine syndrome in treatment group was lower than that in control group;The difference is statistically significant(P＜0.05).After 12 weeks of treatment,the effective rate of treatment group was significantly higher than that of control group(P＜0.05);There was no statistically significant difference in adverse reactions and serious adverse events between two groups of patients(P＞0.05).Conclusion Modified cardiac rehabilitation combined with Xuefu Zhuyu decoction can significantly improve cardiac function,traditional Chinese symptoms,and exercise tolerance in patients with heart failure of Qi deficiency and blood stasis type,reduce Gal-3 and sST2 levels,and has high clinical application value.

Objective To evaluate the efficacy of modified cardiac rehabilitation combined with Xuefu Zhuyu decoction on patients with heart failure of Qi deficiency and blood stasis type,with a focus on analyzing the improvement of galectin-3(Gal-3),soluble suppression of tumorigenicity 2(sST2)levels,cardiac function,traditional Chinese medicine syndromes,and exercise tolerance.Methods 180 patients with heart failure of Qi deficiency and blood stasis type who attended the Department of Rehabilitation Medicine,Huzhou First People's Hospital from October 2021 to March 2023 were selected and randomly divided into treatment group(modified cardiac rehabilitation+Xuefu Zhuyu decoction)and control group(conventional treatment),with a treatment course of 12 weeks.The changes of Gal-3,sST2,left ventricular ejection fraction(LVEF),New York heart association functional classification(NYHA),N-terminal B-type natriuretic peptide(NT-proBNP),traditional Chinese medicine syndrome score and 6-minute walk test(6MWT)were compared between two groups before and after 12 weeks of treatment,and the safety was evaluated.Results After 12 weeks of treatment,Gal-3 and sST2 levels of patients in treatment group were significantly lower than those in control group;LVEF levels of patients in treatment group were significantly higher than those in control group,and the degree of improvement of cardiac function grading in treatment group was significantly better than that in control group;NT-proBNP in treatment group was significantly lower than that in control group;The 6MWT in treatment group was significantly higher than that in control group;The score of traditional Chinese medicine syndrome in treatment group was lower than that in control group;The difference is statistically significant(P＜0.05).After 12 weeks of treatment,the effective rate of treatment group was significantly higher than that of control group(P＜0.05);There was no statistically significant difference in adverse reactions and serious adverse events between two groups of patients(P＞0.05).Conclusion Modified cardiac rehabilitation combined with Xuefu Zhuyu decoction can significantly improve cardiac function,traditional Chinese symptoms,and exercise tolerance in patients with heart failure of Qi deficiency and blood stasis type,reduce Gal-3 and sST2 levels,and has high clinical application value.

Objective To observe the alterations of protein expression of nicotinamide adenine di-nucleotide phosphatase oxidase 4-silent mating type information regulation 2 homolog 1(NOX4-SIRT1)signaling pathway in ApoE-/-mice and C57BL/6J mice induced by high-fat diet.Methods Twenty ApoE-/-mice and 40 C57BL/6J mice,aged of 10 weeks and half male and half female,were randomly divided into a NC group and a HFD group,with 10 mice in each group(ApoE-/-+NC and ApoE-/-+HFD groups,and C57+NC and C57+HFD groups).After 1 week of adaptive feed-ing period,each group was fed with their corresponding diet for subsequent 12 weeks,and then blood samples were collected from the anesthetized orbits and aortic arch tissues were harvested.HE staining and Masson staining were performed to examine the pathological morphology of the aortic arch tissues.The serum levels of TG,TC,HDL-C and LDL-C were measured using an auto-matic biochemical analyzer.The content of ox-LDLC was detected with ELISA,and the contents of ROS,GSH,GPX and NAD+were measured by colorimetry.The expression of SIRT1,p53,p21 and NOX4 was detected by Western blotting.Results Compared with the C57+NC group,the ApoE-/-+NC group showed significant lipid deposition,increased collagen fibers,elevated levels of TC,TG,HDLC,LDL-C,ox-LDL-C and ROS and increased p21 expression level,and obviously decreased contents of GSH,GPX and NAD+(P＜0.05,P＜0.01).Compared with the ApoE-/-+NC group,the ApoE-/-+HFD group showed larger plaque areas,lessened elastic fibers,more col-lagen fibers,increased levels of TC,HDL-C,LDL-C,ox-LDL-C and ROS,and p21 expression level(P＜0.01),and declined expression of GSH,GPX,NAD+and NOX4[6.4±0.8 μmol/L vs 9.6±0.8 μmol/L,242.0±39.0 U/ml vs 362.7±11.1 U/ml,0.61±0.15 nmol/L vs 1.07±0.20 nmol/L,0.26±0.01 vs 0.32±0.03;P＜0.05,P＜0.01[.Conclusion High-fat diet may accelerate vascular aging by elevating lipid and oxidative stress levels,decreasing NAD+and NOX4 expression,ele-vating p21 expression,and thereby activating the NOX4-SIRT1 pathway.

OBJECTIVE To investigate the mechanism of baicalin in alleviating the intestinal mucosal barrier injury in rats with intraperitoneal infection-induced sepsis through the vitamin D receptor(VDR)/nuclear factor E2-relat-ed factor 2(Nrf2)/haemoglobin oxygenase-1(HO-1)signalling pathway.METHODS Twenty-four SD rats were randomly divided into a sham-surgery group,a model group,an ulinastatin group and a baicalin group,with six rats in each group.Sepsis models were established via cecal ligation and puncture(CLP)in rats in each groups ex-cept for the sham surgery group.Six hours after modeling,the sham-surgery and the model groups received intra-peritoneal saline,while the ulinastatin and baicalin groups were administered ulinastatin at 20,000 U/kg and ba-icalin at 100 mg/kg,respectively,via intraperitoneal injection once daily for 5 consecutive days.The histopatho-logical changes in the ileum tissue of rats in each group were observed,and the levels of oxidative stress,inflam-matory factors,and the expression of related mRNA and proteins in the VDR/Nrf2/HO-1 signalling pathway were compared.RESULTS Compared with the sham-surgery group,the model group showed disordered villus ar-rangement,severe intestinal mucosal atrophy and inflammatory cell infiltration,with necrotic epithelial cell shed-ding.Additionally,in the model group,the total antioxidant capacity(T-AOC),superoxide dismutase(SOD),and glutathione peroxidase(GSH-PX)levels reduced,while the levels of tumor necrosis factor-α(TNF-α),inter-leukin(IL)-6,and IL-1βsignificantly increased,and the expression of VDR mRNA,Nrf2 mRNA,HO-1 mR-NA,and VDR,Nrf2,and HO-1 proteins were downregulated(P<0.05).Compared with the model group,the ulinastatin group and the baicalin group showed that villus arrangement,intestinal mucosal atrophy and inflamma-tory cell infiltration got improved,the levels of T-AOC,SOD,and GSH-PX elevated,the levels of TNF-α,IL-6,and IL-1βdecreased,and expressions of VDR mRNA,Nrf2 mRNA,HO-1 mRNA,and VDR,Nrf2,and HO-1 proteins were upregulated.Moreover,all indicators in the baicalin group were superior to those in the ulinastatin group(P<0.05).CONCLUSION Baicalin can inhibit the expression of inflammatory factors and regulate the bal-ance of oxidative stress in vivo by up-regulating the VDR/Nrf2/HO-1 signaling pathway,thereby alleviate the in-testinal mucosal barrier dysfunction caused by intraperitoneal infection-induced sepsis.

Objective To explore the value of improved ResNet18 lightweight deep learning(DL)models for automatically detecting gouty arthritis(GA)based on ultrasonogram of the first metatarsophalangeal joint(MTP1).Methods A total of 2 401 ultrasonograms obtained from 260 patients with suspected gout who underwent MTP1 ultrasound examination were included and divided into training set(1 910 ultrasonograms from 209 cases)and test set(491 ultrasonograms from 51 cases)at the ratio of 4∶1.GA lesions on ultrasonograms were manually labeled.After preprocessing,ResNet18 lightweight network was used to construct DL models for identifying the ultrasonogram category was normal or abnormal(with any manifestation of GA).Five-fold cross-validation method was adopted to evaluate the efficacy of the DL models constructed with 2,3,4 or 6 residual blocks,i.e.model 1,2,3 and 4,respectively,and the computational cost and the amount of parameters of each model were recorded.The efficacy of the models were verified using test set,and the best DL model was screened.Results The computational cost of model 1,2,3 and 4 was 7 558.27,2 963.73,4 012.33 and 6 093.39 M,respectively,while the amount of parameters was 4.61,4.91,4.91 and 5.28 M,respectively.Model 2 had the least computational cost with parameters only slightly more than model 1.In test set,no significant difference of accuracy nor the area under the curve was found among 4 models(all P＞0.05).The sensitivity of model 2 was higher than that of model 3,while its specificity was lower only than that of model 3(both P＜0.05),hence model 2 was the best DL model.Conclusion Improved ResNet18 lightweight DL models could be used for automatically detecting GA based on ultrasonogram of MTP1,among which model 2 was the best one.

Objective:To investigate the relationship between the expression of microtubule-associated protein light chain 3B (LC3B), Beclin-1, and p62 in serum CD 4+ T lymphocytes of patients infected with varicella-zoster virus (VZV) and viral replication. Methods:This study used a cross-sectional design. A total of 106 patients with VZV who received treatment at The First People's Hospital of Huzhou between October 2018 and October 2019 were included in the study group. Additionally, 50 healthy individuals who underwent health examinations during the same period were included in the control group. The expression levels of LC3B, Beclin-1, and p62 in serum CD 4+ T lymphocytes among patients with different VZV DNA copy numbers were compared. The effects of different levels of LC3B, Beclin-1, and p62 on disease severity were evaluated. Spearman correlation analysis was performed to investigate the relationship between the expression of LC3B, Beclin-1, and p62 in the peripheral blood CD 4+ T lymphocytes of VZV-infected patients, viral replication, and disease duration. Results:The relative expression levels of LC3B and Beclin-1 in peripheral blood CD 4+ T lymphocytes of the study group were (60.19 ± 7.59)% and (34.99 ± 4.34)%, respectively, which were significantly higher than those in the control group [(37.71 ± 4.33)%, (16.18 ± 1.92)%, t = 19.48, 29.29, both P < 0.001]. The relative expression level of p62 in the study group was significantly lower than that in the control group [(5.81 ± 0.58)% vs. (10.11 ± 1.24)%, t = -29.57, P < 0.001]. The peripheral blood VZV DNA copy number in the study group was (4.28 ± 0.47). In patients with a VZV DNA copy number ≥ 4.28, the expression levels of LC3B [(72.22 ± 8.83)%] and Beclin-1 [(40.09 ± 5.56)%] were significantly higher than those in patients with a VZV DNA copy number < 4.28 [LC3B: (51.23 ± 6.88)%, Beclin-1: (29.67 ± 3.12)%, t = 13.57, 11.77, both P < 0.001]. The expression level of p62 in patients with a VZV DNA copy number ≥ 4.28 [(4.77 ± 0.36)%] was significantly lower than that in patients with a VZV DNA copy number < 4.28 [(6.98 ± 0.79) %, t = -18.76, P < 0.001]. The expression levels of LC3B and Beclin-1 in patients at moderate or advanced stages were significantly higher than those in patients with early-stage VZV ( P < 0.05), while the expression levels of p62 in patients with moderate- or advanced-stage VZV were significantly lower than those in patients with early-stage VZV (both P < 0.05). Additionally, the expression levels of LC3B and Beclin-1 were positively correlated with viral replication ( r = 0.817, 0.839) and disease duration ( r = 0.849, 0.822, all P < 0.001). The expression level of p62 was negatively correlated with viral replication and disease duration ( r = -0.850, -0.822, both P < 0.001). Conclusions:In patients infected with VZV, the autophagy levels in peripheral blood CD 4+ T lymphocytes were significantly upregulated, as evidenced by increased expression of LC3B and Beclin-1 and decreased expression of p62. Autophagy positively influences viral replication, with elevated autophagy levels promoting viral replication.

Objective To explore the value of improved ResNet18 lightweight deep learning(DL)models for automatically detecting gouty arthritis(GA)based on ultrasonogram of the first metatarsophalangeal joint(MTP1).Methods A total of 2 401 ultrasonograms obtained from 260 patients with suspected gout who underwent MTP1 ultrasound examination were included and divided into training set(1 910 ultrasonograms from 209 cases)and test set(491 ultrasonograms from 51 cases)at the ratio of 4∶1.GA lesions on ultrasonograms were manually labeled.After preprocessing,ResNet18 lightweight network was used to construct DL models for identifying the ultrasonogram category was normal or abnormal(with any manifestation of GA).Five-fold cross-validation method was adopted to evaluate the efficacy of the DL models constructed with 2,3,4 or 6 residual blocks,i.e.model 1,2,3 and 4,respectively,and the computational cost and the amount of parameters of each model were recorded.The efficacy of the models were verified using test set,and the best DL model was screened.Results The computational cost of model 1,2,3 and 4 was 7 558.27,2 963.73,4 012.33 and 6 093.39 M,respectively,while the amount of parameters was 4.61,4.91,4.91 and 5.28 M,respectively.Model 2 had the least computational cost with parameters only slightly more than model 1.In test set,no significant difference of accuracy nor the area under the curve was found among 4 models(all P＞0.05).The sensitivity of model 2 was higher than that of model 3,while its specificity was lower only than that of model 3(both P＜0.05),hence model 2 was the best DL model.Conclusion Improved ResNet18 lightweight DL models could be used for automatically detecting GA based on ultrasonogram of MTP1,among which model 2 was the best one.