1.Arrhythmia classification method using modified lightweight residual network
Chinese Journal of Medical Physics 2023;40(12):1531-1539
On the premise of ensuring system accuracy,lightweight models can be deployed on embedded devices or mobile terminals with limited hardware resources.Therefore,a method using modified lightweight residual network is proposed for arrhythmia classification.The method transforms one-dimensional electrocardiogram data into Gramian angular summation field maps which are then taken as the model input,and reduces the number of model parameters by substituting ShuffleNet V2 convolutional units for the traditional convolution inside the ResNet34 basic residual blocks.In addition,the network incorporating efficient channel attention module makes the model focus on important feature regions,thereby improving model accuracy and realizing the automatic arrhythmia classification.The proposed model has an accuracy of 99.78%on MIT-BIH arrhythmia database,and it reduces the number of parameters,FLOPs and MAdd by 95%,91%and 91%,as compared with the traditional ResNet34 model,demonstrating its characteristics of lightweight and high accuracy,and proving the possibility of deployment on mobile devices.
2.Effect of different medical nutrition therapy on blood glucose fluctuation in elderly type 2 diabetes mellitus patients
Ruiping WANG ; Jian LOU ; Yiwei HU ; Junping LIU ; Qianyong ZHANG
Chongqing Medicine 2015;(28):3921-3924
Objective To investigate the effects of different medical nutrition therapy on blood glucose variability in elderly patients with type 2 diabetes .Methods Eighty‐five patients with type 2 diabetes were randomly divided into three groups ,29 cases in the control group ,27 cases in the low GI diet group ,29 cases in water‐soluble dietary fiber group .Each patient was established a individuality diabetic diet recipe according to the guidelines of medical nutrition therapy ,combined with oral hypoglycemic agents , The breakfast and dinner for patients in low GI diet group were completely instead of low GI diet ,while the breakfast and dinner for patients in water‐soluble dietary fiber group were added 10 g dietary fiber .Blood glucose ,blood lipid ,renal function and blood glu‐cose fluctuation were observed before and after one‐month intervention .Results Compared with before intervention ,the concentra‐tion of blood glucose after the intervention in each group were decreased (P < 0 .05) ,the glucose fluctuation index in low GI diet group and water soluble dietary fiber group decreased obviously after the intervention (P< 0 .05) .After the intervention ,average fasting blood glucose ,postprandial glucose average ,and mean blood glucose in low GI diet group were significantly lower than those in control group (P< 0 .05) ,Meanwhile ,the blood sugar standard deviation and MAGE in low GI dietary intervention group and in water‐soluble dietary fiber group were significantly lower than that of control group (P< 0 .05) .Conclusion On the basis of the di‐abetes diet recipes and oral drug treatment giving low GI dietary replacement therapy or adding water soluble dietary fiber ,for eld‐erly patients with type 2 diabetes ,could effectively control the blood glucose level ,and significantly reduce glucose variability .
3.Plasma free fatty acids composition and its association with nonalcoholic fatty liver disease
Li RAN ; Jing WAN ; Haiying ZHANG ; Shihui CHEN ; Yanxiang GAO ; Qianyong ZHANG ; Mantian MI
Chongqing Medicine 2014;(14):1697-1699
Objective To study the relationship between plasma free fatty acids composition and the incidence of nonalcoholic fatty liver disease(NAFLD) .Methods By the design of case‐control study ,105 patients with NAFLD as cases and 110 healthy peo‐ple as controls were enrolled into the study .Plasma free fatty acid levels were determined by gas chromatography .Results High level of plasma palmitic acid(C16 :0)(OR=1 .769) was the risk factors of NAFLD ,while plasma levels of linoleic acid(C18 :2 n‐6) (OR=0 .855) and arachidonic acid(C20 :4 n‐6)(OR=0 .181)were negatively associated with the incidence of NAFLD .Conclusion These findings suggest that a proper ratio of diet fatty acids intake may reduce the risk of NAFLD .
4.Effect of special anti-fatigue foods on military physical performance capacity
Ka CHEN ; Jundong ZHU ; Qicheng ZHOU ; Yong ZHOU ; Long YI ; Ting ZHANG ; Qianyong ZHANG ; Peng LIU ; Dan ZOU ; Mantian MI
Military Medical Sciences 2014;(8):586-590
Objective To assess the series of special anti-fatigue foods including JuntiⅠ, JuntiⅡ, JuntiⅢ, and Jun-tiⅣon military physical performance capacity .Methods Fifty-four soldiers , selected from a border defense troop , were randomly designated to control group , trial group 1 and trial group 2.Subjects of two trial groups were supplied with No .1 nutritional package ( including JuntiⅠ, Ⅲand Ⅳ) and No.2 nutritional package ( including Junti Ⅱ, Ⅲand Ⅳ),re-spectively, while no additional nutritional supplements were added in control group .After 7 days’ supplementation, a hard military exercise was performed to induce fatigue and an increasing load test was used to assess physical activity .RPE scale, exhaustive time and time taken to reach the 75% maximal heart rate were recorded while serum markers , such as glucose, lactate, BUN, LDH,and CK, were detected after test .Moreover, serum lactate and fatigue recovery scale were determined on the evening of the same day and the next morning .Results Prolonged exhaustive time and time taken to reach the 75%maximal heart rate and elevated RPE scores at 6 min were detected in both two trial groups compared with the control group .Meanwhile , after the increasing load test , elevated glucose concentration and reduced lactate , BUN, LDH and CK were also observed in both trial groups .Moreover, serum lactate of both trial groups was quickly recovered on the evening of the same day compared with the control group , and the next morning , serum lactate was even much lower in trial groups than in control group .The fatigue recovery scores were higher in trial groups at both time points .Meanwhile, there was no difference of such indexes between the two trial groups .Conclusion Through the combination use , the series of special anti-fatigue foods, inclucling No.1 and No.2 nutritional packages , can significantly improve the soldiers′physi-cal performance capacity , delay the physical fatigue emergence , promote physical activity recovery and prevent military training injury.
5.Structure-activity relationship of anthocyanin phytochemicals in inhibiting oxidized-stress injury of vascular endothelial cells
Long YI ; Chunye CHEN ; Xin JIN ; Mantian MI ; Hui CHANG ; Wenhua LING ; Jundong ZHU ; Qianyong ZHANG ; Ting ZHANG ; Bin YU
Journal of Third Military Medical University 2003;0(21):-
Objective To investigate the structure-activity relationship for 21 anthocyanins in inhibiting oxidized injury of endothelial cells,and explore the structural characteristics of anthocyanins closely related to their effects. Methods Endothelial cells were treated by ox-LDL at different concentrations of 50,100,150 or 200 ?g/ml,and MTT assay was used to determine IC50. After pre-incubated for 2 h with different concentrations ( 50,100 or 200 ?mol/L) of anthocyanins and then treated with 100 ?g/ml ox-LDL for another 24 h in endothelial cells,MTT assay was used to detect the cellular viability. After pre-treated for 2 h with different anthocyanins with 100 ?mol/L and treated with ox-LDL for another 24 h,MDA and NO level in the culture media were both measured according to the methods of assay kits. Structure-activity relationship was analyzed according to the respective cellular viability,MDA and NO level. Results Cellular viability was significantly inhibited by ox-LDL in a dose-dependent manner,and the IC50 was 100 ?g/ml. A significant correlation was observed among the effect of anthocyanins on cell viability,MDA production and NO release. The inhibitory effects of anthocyanins in ox-LDL-injured endothelial cells were positively related to the total number of hydroxyl groups and hydroxyl substitutions in B ring. 3′,4′-ortho-dihydroxyl substitution on B-ring and a 3-hydroxyl group on C-ring significantly enhanced the inhibitory effect of anthocyanins,yet methoxylation or glycosylation significantly decreased the effect. 6-hydroxylation substitution might attenuate the inhibitory effect of anthocyanins,while substitution at C5 or C5′ showed no significant influence on the effect of anthocyanins. Anthocyanin with monosaccharose substitution was much stronger than that with disaccharose substitution,while there was no significant difference between anthocyanins with glucoside and that with galacotoside substitution. Delphinidin and delphinidin-3-glucoside were respectively the most effectual anthocyanidin or anthocyanin. Conclusion 3′,4′-ortho-dihydroxyl substitution on B-ring and a 3-hydroxyl group on C-ring are the main structural requirements for anthocyanins in suppressing ox-LDL-induced injury in endothelial cells.
6.Effects of retinoic acid on the radiosensitization in HL-60 cells transfected with IFN? expression vector containing retinoic acid response element
Journal of Third Military Medical University 2003;0(18):-
Objective To study the effects of retinoic acid on the radiation sensitivity in HL-60 cells transfected with the IFN? expression vector containing retinoic acid response element and its possible mechanism.Methods HL-60 cells were transfected with pRARE4-IFN?,then treated by all-trans retinoic acid at the dose of 2?10~(-7)mol/L and/or irradiation under 4 Gy.The cellular proliferation capacity was observed with MTT assay,the cell apoptosis was measured with DNA fragmentation rate,the protein expression of caspase-3 was analyzed with Western blotting.Meanwhile,the activity of caspase-3 was examined.Results After HL-60 and HL-60~(IFN?)cells were treated by RA and/or radiation,the cellular proliferation capacity was decreased,the DNA fragmentation rate was increased,the protein expression and activity of caspase-3 were up-regulated.These changes were more apparent in transfected cells than non-transfected cells,and more significant in cells treated by radiation and RA than that treated by radiation or RA alone.The special caspase-3 inhibitor,DEVD-CHO could inhibit the activity of caspase-3 and impair the growth inhibition and apoptosis induced by RA and/or radiation.Conclusion Our study demonstrated that DNA fragmentation and growth inhibition of transfected and non-transfected cells induced by radiation could be enhanced with RA.The up-regulated expression and activity of caspase-3 may play a partial role in cell apoptosis induced by RA and radiation.
7.Effect of ?-3 PUFA and exogenous transmembrane TNF-? on MCF-7 cell apoptosis
Hai CHENG ; Qianyong ZHANG ; Mantian MI
Journal of Third Military Medical University 2003;0(13):-
Objective To study the apoptosis and its molecular mechanism of MCF-7 cells induced by ?-3 polyunsaturated fatty acid(?-3 PUFA)combined with the product of exogenous transmembrane TNF-?(tmTNF-?) gene.Methods The tmTNF-? eukaryotic expression vector containing the PPRE-tk promoter was transfected into the human breast cancer MCF-7 cells.The effects of ?-3 PUFA and/or exogenous tmTNF-? on the cell proliferation and apoptosis were measured by MTT and DNA ladder assay.The activity of caspase-8 was examined by using special fluorescence substrate,and the expression of caspases(1,8 and 9) were analyzed by RT-PCR and Western blotting.The inhibitor of caspases was used to confirm the function of caspase.Results In 6.0?10~(-5)mol/L ?-3 PUFA-treated MCF-7 cells,only the growth suppression was found.In transfected MCF-7 cells after treated with ?-3 PUFA,not only the proliferation capacity was decreased but the DNA ladder was detectable.The expression changes of caspases(1,8 and 9) and caspase-8 activity were obvious in MCF-7 transfected cells treated with ?-3 PUFA.Growth inhibition and apoptosis induced by ?-3 PUFA and tmTNF-? were partly prevented by the special caspase inhibitor.Conclusion These results suggested that up-regulated expression and activity of caspase might promote MCF7 cells apoptosis induced by ?-3 PUFA and exogenous tmTNF-?,indicating that ?-3 PUFA and exogenous tmTNF-? could cooperate in inhibition of the MCF-7 cell growth and induction of apoptosis.caspase network pathway may play a key role in these processes.
8.Effects of the combination of eicosapentaenoic acid and retinoic acid on the proliferation and differentiation of HL-60 cells.
Hong LUO ; Mantian MI ; Qianyong ZHANG
Chinese Journal of Hematology 2002;23(4):176-178
OBJECTIVETo study the effect of combination of eicosapentaenoic acid (EPA) and retinoic acid (RA) on the proliferation and differentiation of HL-60 cells and its mechanisms.
METHODSMTT was used for cell proliferation analysis, NBT reduction experiment for cell differentiation, reverse transcriptase polymerase chain reaction (RT-PCR) for retinoblastoma (RB) mRNA expression, and Western blot for RB protein (PRB) expression.
RESULTSThe proliferation inhibition rates were 35.74%, 24.38% and 42.75% for RA, EPA and combination of EPA and RA. NBT reduction experiments showed that the differentiation induced by EPA and RA was 5.9 times, and by RA was 2.6 times the capacity of the control. The RB mRNA and PRB expression were not changed by EPA, but significantly decreased by the combination of EPA and RA. Moreover, the dephosphorylation rate of PRB was increased by the treatment with EPA or/and RA.
CONCLUSIONThe changes of RB expression and PRB phosphorylation may be one of the mechanisms of the synergistic effects of EPA and RA on the HL-60 cell proliferation and differentiation.
Antineoplastic Agents ; pharmacology ; Blotting, Western ; Cell Differentiation ; drug effects ; Cell Division ; drug effects ; Drug Synergism ; Eicosapentaenoic Acid ; pharmacology ; Gene Expression Regulation, Neoplastic ; drug effects ; HL-60 Cells ; Humans ; RNA, Messenger ; drug effects ; genetics ; metabolism ; Retinoblastoma Protein ; drug effects ; genetics ; metabolism ; Reverse Transcriptase Polymerase Chain Reaction ; Tretinoin ; pharmacology
9.Antiproliferative effect of soybean isoflavone on Bcap-37 cells and its relation with transforming growth factor β
Zhenzhou YANG ; Mantian MI ; Jundong ZHU ; Qianyong ZHANG ; Jiguang XIONG
Journal of Third Military Medical University 2001;23(4):434-436
Objective To investigate the expression of TGF-β and TGF-β receptor in human breast cancer cell Bcap-37 inhibited by soybean isoflavones. Methods mRNA and protein of TGF-β1、TGF-βRⅠ in Bcap-37 cells were examined with reverse transcription ploymerase chain reaction(RT-PCR) and immunohistochemistry after cells were treated with daidein or genistein for 1-4 d.The expression of TGF-β1 and TGF-β2 was determined with TGF-β resistance test. Results The TGF-β1, TGF-β2 and TGF-β recepor increased in Bcap-37 cells at a concentration of 3×10-5 mol/L of genistein. No changes was found when treated with daidzein. Conclusion Genistein may inhibit the proliferation of Bcap-37 cells and accompany with increasing expression of TGF-β1, TGF-β2 and TGF-β receptor.
10.Measures and experience of food safety control in Li county after Wenchuan earthquake
Bin WANG ; Mantian MI ; Jundong ZHU ; Qianyong ZHANG ; Na WEI ; Yong ZHOU ; Yong TANG ; Jian ZHANG ; Haibin LANG ; Long YI ; Ting ZHANG ; Ming LI ; Zhaojun DONG ; Yong LIU ; Jia CAO
Journal of Third Military Medical University 1984;0(01):-
Objective To summarize our experience on the food safety for residents and disaster relief workers in Li county after Wenchuan earthquake in Sichuan province.Methods A comprehensive survey was conducted to assess the current food hygiene status.According to the survey results,we had integrated the local forces and strengthened the food hygiene surveillance and quality detection focusing on the crucial procedures.Besides,effective health educations were applied to advocate the rational dietary after earthquake.Results There was no any food safety incident in the county,and the hygiene awareness of local residents has been improved.Conclusion Powerful organization,focused management and multi-collaboration are the important elements to accomplish the food safety control after earthquake.

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