AIM: To investigate the dynamic expression of p-signal transducer and activator of transcription 3(STAT3) and vascular endothelial growth factor(VEGF) in the formation of gastric tumors induced by drinking water conta...AIM: To investigate the dynamic expression of p-signal transducer and activator of transcription 3(STAT3) and vascular endothelial growth factor(VEGF) in the formation of gastric tumors induced by drinking water containing N-methyl-N'-nitro-N-nitrosoguanidine(MNNG) in Wistar rats.METHODS: One hundred and twenty Wistar rats were randomly divided into two groups(60 in each group): Control group and Model group. The rats in each group were then randomly divided into three groups(20 in each group): C/M15, C/M25 and C/M40(15, 25 and 40 represent the number of feeding weeks from termination). Rats in the control group received normal drinking water and rats in the model group received drinking water containing 100 μg/m L MNNG. Stomach tissues were collected at the end of the 15 th, 25 th and 40 th week, respectively, for microscopic measurement using hematoxylin and eosin staining. The expression of p-STAT3 and VEGF in different pathological types of gastric tissue, including normal, inflammation, atrophy, hyperplasia and gastric stromal tumor, was observed by immunohistochemistry and Western blot, and the corelation between p-STAT3 and VEGF was analyzed. RESULTS:(1) The expression of p-STAT3 in tissue with gastritis, atrophy, dysplasia and gastric stromal tumor were significantly increased in the model group compared with the control group(2.5 ± 1.0, 2.75 ±0.36, 6.2 ± 0.45, 5.67 ± 0.55 vs 0.75 ± 0.36, P = 0.026, 0.035, 0.001, 0.002, respectively); the expression of p-STAT3 in tissue with dysplasia was higher than that in samples with gastritis or atrophy(6.2 ± 0.45 vs 2.5 ± 1.0, P = 0.006; 6.2 ± 0.45 vs 2.75 ± 0.36, P = 0.005, respectively); however, the expression of p-STAT3 in gastritis and atrophy was not significantly different(P > 0.05);(2) the expression of VEGF in tissue with gastritis, atrophy, dysplasia and gastric stromal tumor was significantly increased in the model group compared with normal gastric mucosa; and the expression of VEGF in tissue with dysplasia was higher than that in tissue with inflammation and atrophy(10.8 ± 1.96 vs 7.62 ± 0.25, P = 0.029; 10.8 ± 1.96 vs 6.26 ± 0.76, P = 0.033, respectively); similarly, the expression of VEGF in tissue with gastritis and atrophy was not significantly different(P > 0.05); and(3) the expression of VEGF was positively correlated with p-STAT3. CONCLUSION: p-STAT3 plays an important role in gastric cancer formation by regulating the expression of VEGF to promote the progression of gastric tumor from gastritis.展开更多
BACKGROUND Study shows that signal transducer and activator of transcription 3(STAT3) can increase the Warburg effect by stimulating hexokinase 2 in breast cancer and upregulate lactate dehydrogenase A and pyruvate de...BACKGROUND Study shows that signal transducer and activator of transcription 3(STAT3) can increase the Warburg effect by stimulating hexokinase 2 in breast cancer and upregulate lactate dehydrogenase A and pyruvate dehydrogenase kinase 1 in myeloma. STAT3 and pyruvate kinase M2(PKM2) can also be activated and enhance the Warburg effect in hepatocellular carcinoma. Precancerous lesions are critical to human and rodent hepatocarcinogenesis. However, the underlying molecular mechanism for the development of liver precancerous lesions remains unknown. We hypothesized that STAT3 promotes the Warburg effect possibly by upregulating p-PKM2 in liver precancerous lesions in rats.AIM To investigate the mechanism of the Warburg effect in liver precancerous lesions in rats.METHODS A model of liver precancerous lesions was established by a modified Solt-Farber method. The liver pathological changes were observed by HE staining and immunohistochemistry. The transformation of WB-F344 cells induced with Nmethyl-N'-nitro-N-nitrosoguanidine and hydrogen peroxide was evaluated by the soft agar assay and aneuploidy. The levels of glucose and lactate in the tissue and culture medium were detected with a spectrophotometer. The protein levels of glutathione S-transferase-π, proliferating cell nuclear antigen(PCNA), STAT3,and PKM2 were examined by Western blot and immunofluorescence.RESULTS We found that the Warburg effect was increased in liver precancerous lesions in rats. PKM2 and p-STAT3 were upregulated in activated oval cells in liverprecancerous lesions in rats. The Warburg effect, p-PKM2, and p-STAT3 expression were also increased in transformed WB-F344 cells. STAT3 activation promoted the clonal formation rate, aneuploidy, alpha-fetoprotein expression,PCNA expression, G1/S phase transition, the Warburg effect, PKM2 phosphorylation, and nuclear translocation in transformed WB-F344 cells.Moreover, the Warburg effect was inhibited by stattic, a specific inhibitor of STAT3, and further reduced in transformed WB-F344 cells after the intervention for PKM2.CONCLUSION The Warburg effect is initiated in liver precancerous lesions in rats. STAT3 activation promotes the Warburg effect by enhancing the phosphorylation of PKM2 in transformed WB-F344 cells.展开更多
AIM:To explore the relationship between Cripto-1 (CR-1) and tyrosine phosphorylation STAT3 (p-STAT3) expressions in gastric cancer (GC) and gastric carcinogensis and metastasis.METHODS: The PV9000 immunohistochemical ...AIM:To explore the relationship between Cripto-1 (CR-1) and tyrosine phosphorylation STAT3 (p-STAT3) expressions in gastric cancer (GC) and gastric carcinogensis and metastasis.METHODS: The PV9000 immunohistochemical method was used to detect the expression of CR-1 and p-STAT3 in 178 cases of GC, 95 matched normal gastric mucosa, 40 chronic atrophic gastritis (CAG), 48 intestinal meta-plasia (IM) and 25 dysplasia (DYS). RESULTS: The positive rates of CR-1 and p-STAT3 expression were significantly higher in CAG (65.0% and 60.0%), in IM (83.3% and 77.1%), DYS (80.0% and 68%) and GC (71.3% and 60.1%) than in normal gastric mucosa (43.2% and 41.1%, P < 0.05), respectively. The expressions of CR-1 and p-STAT3 (78.3% and 66.7%) were signifi cantly higher in GC with lymphnode metastasis than in those without metastasis (53.1% and 42.9%, P < 0.05). CR-1 expression was also related to histological and Lauren's types of GC (P < 0.001). Furthermore, there was positive relation-ship between CR-1 and p-STAT3 expressions in GC (rk = 0.189, P = 0.002).CONCLUSION: The up-regulation of CR-1 and p-STAT3 may play important roles in gastric carcinogenesis and lymph node metastasis. CR-1 and p-STAT3 expression in GC was positively correlated, and the relevant molecular mechanism requires further investigations.展开更多
Systemic lupus erythematosus(SLE) is a multiple organ autoimmune disorder,including the liver,but the possible reason in impairment in the liver is still unclear.Our present study assessed alterations of transcripti...Systemic lupus erythematosus(SLE) is a multiple organ autoimmune disorder,including the liver,but the possible reason in impairment in the liver is still unclear.Our present study assessed alterations of transcription factor Foxp3+ regulatory T cells(Tregs) and several other immune molecules [programmed cell death 1 and its ligand(PD1 and PD-L1),and interleukin 10(IL-10) and transform growth factor β(TGF-β)] in the liver and other major organs of lupus-prone BXSB mice by flow cytometry,real-time quantitative reverse transcription PCR,and enzyme-linked immunosorbent assay.Results showed that both frequency and number of Foxp3+ Tregs were dramatically reduced in the thymus,spleen and kidney of the BXSB mice(P0.05),but those in the liver were kept in nearly normal range,when compared to negative control C57BL/6 mice.In comparison to control mice,the mRNA levels of Foxp3,PD1 and PD-L1 were significantly decreased in the kidneys of BXSB mice(P0.05),but there was no significant difference in the livers of the BXSB mice(P0.05).Protein levels of IL-10 and TGF-β in serum showed no significant difference between BXSB and C57BL/6 mice,but were significantly increased in the kidneys and livers of BXSB mice as compared with those in C57BL/6 mice(P0.05).These results suggest that reduced Foxp3+ Tregs are involved in the pathogenesis of SLE in BXSB mice,and relatively higher number of these cells in the livers than in the other target organs could constitute a protective mechanism against hepatic lesions in lupus-prone mice,which may provide insights into development of new therapeutic approaches in SLE patients.展开更多
Since its emergence in 2000, small bowel capsule endoscopy(SBCE) has assumed a pivotal role as an investigation method for small bowel diseases. The PillCam SB2-ex offers 12 h of battery time, 4 more than the previous...Since its emergence in 2000, small bowel capsule endoscopy(SBCE) has assumed a pivotal role as an investigation method for small bowel diseases. The PillCam SB2-ex offers 12 h of battery time, 4 more than the previous version(SB2). Rahman et al recently found that the PillCam SB2-ex has a significantly increased completion rate, although without higher diagnostic yield, compared with the SB2. We would like to discuss these somewhat surprising results and the new potentialities of the PillCam SB3 regarding the diagnostic yield of small bowel studies. PillCam SB3 offers improved image resolution and faster adaptable frame rate over previous versions of SBCE. We recently compared the major duodenal papilla detection rate obtained with PillCam SB3 and SB2 as a surrogate indicator of diagnostic yield in the proximal small bowel. The PillCam SB3 had a significantly higher major duodenal papilla detection rate than the PillCam SB2(42.7% vs 24%, P = 0.015). Thus, the most recent version of the PillCam capsule, SB3, may increase diagnostic yield, particularly in the proximal segments of the small bowel.展开更多
Objective:To study the effect of hTERC and FOXP3 gene amplification in condyloma acuminate lesions on the immune response and cell apoptosis.Methods:The condyloma acuminate lesions diagnosed between May 2014 and Octob...Objective:To study the effect of hTERC and FOXP3 gene amplification in condyloma acuminate lesions on the immune response and cell apoptosis.Methods:The condyloma acuminate lesions diagnosed between May 2014 and October 2016 and the normal skin tissue from circumcision during the same period were collected to extract RNA and then determine hTERC, FOXP3 and apoptosis-related gene mRNA amplification, and after protein extraction, the protein levels of immune response-related cytokines were determined.Results:hTERC, FOXP3, Livin and Survivin gene mRNA amplification as well as IL-4 and IL-10 protein levels in condyloma acuminatum lesions were significantly higher than those in normal skin tissue while TRAIL, Caspase-3 and PDCD4 mRNA amplification as well as IL-2 and TNF-α protein levels were significantly lower than those in normal skin tissue;IL-2 and TNF-α protein levels in condyloma acuminatum lesions with high FOXP3 mRNA expression were significantly lower than those in condyloma acuminatum lesions with low FOXP3 mRNA expression while IL-4 and IL-10 protein levels were significantly higher than those in condyloma acuminatum lesions with low FOXP3 mRNA expression;Livin and Survivin mRNA amplification in condyloma acuminatum lesions with high hTERC mRNA expression were significantly higher than those in condyloma acuminatum lesions with low hTERC mRNA expression while TRAIL, Caspase-3 and PDCD4 mRNA amplification were significantly lower than those in condyloma acuminatum lesions with low hTERC mRNA expression.Conclusion:Highly expressed hTERC and FOXP3 genes in condyloma acuminatum lesions can inhibit apoptosis and inhibit antiviral immune response respectively.展开更多
Currently,deep learning is widely used in medical image segmentation and has achieved good results.However,3D medical image segmentation tasks with diverse lesion characters,blurred edges,and unstable positions requir...Currently,deep learning is widely used in medical image segmentation and has achieved good results.However,3D medical image segmentation tasks with diverse lesion characters,blurred edges,and unstable positions require complex networks with a large number of parameters.It is computationally expensive and results in high requirements on equipment,making it hard to deploy the network in hospitals.In this work,we propose a method for network lightweighting and applied it to a 3D CNN based network.We experimented on a COVID-19 lesion segmentation dataset.Specifically,we use three cascaded one-dimensional convolutions to replace a 3D convolution,and integrate instance normalization with the previous layer of one-dimensional convolutions to accelerate network inference.In addition,we simplify test-time augmentation and deep supervision of the network.Experiments show that the lightweight network can reduce the prediction time of each sample and the memory usage by 50%and reduce the number of parameters by 60%compared with the original network.The training time of one epoch is also reduced by 50%with the segmentation accuracy dropped within the acceptable range.展开更多
目的:分析三叶因子3(TFF3)在不同胃黏膜病变中的表达及其与间质微血管密度(MVD)值的关系,探讨其在胃癌、癌前病变及胃腺瘤发生、发展中的作用.方法:应用免疫组织化学PV6000法检测20例正常胃黏膜、20例胃腺瘤、20例萎缩性胃炎伴肠化生、2...目的:分析三叶因子3(TFF3)在不同胃黏膜病变中的表达及其与间质微血管密度(MVD)值的关系,探讨其在胃癌、癌前病变及胃腺瘤发生、发展中的作用.方法:应用免疫组织化学PV6000法检测20例正常胃黏膜、20例胃腺瘤、20例萎缩性胃炎伴肠化生、20例不典型增生、40例胃癌组织中TFF3的表达,同时检测MVD值,以抗CD34标记.结果:TFF3在胃腺瘤、萎缩性胃炎伴肠化生、不典型增生和胃癌各组表达均高于正常组(50.0%,65.0%,70.0%,57.5% vs 5.0%,均P<0.01).胃癌MVD值高于正常胃黏膜、胃腺瘤、萎缩性胃炎伴肠化生和不典型增生(30.65±6.04 vs 14.87±3.06,22.33±3.78,23.16±3.20,25.22±4.66,均P<0.01),各组MVD值均高于正常胃黏膜组(均P<0.01).TFF3表达和MVD值与胃癌淋巴结转移和分期有关(均P<0.05),MVD值还与胃癌浸润深度有关(P<0.05).TFF3阳性表达组的MVD值明显高于TFF3阴性组(34.53±4.45 vs 25.39±3.25,P<0.01).结论:TFF3可能是胃黏膜癌变过程中的早期分子事件,在胃黏膜癌变和癌变后的恶性演进过程中起作用,对胃癌早期诊断和预测胃癌发生转移可能具有重要的提示作用.展开更多
文摘AIM: To investigate the dynamic expression of p-signal transducer and activator of transcription 3(STAT3) and vascular endothelial growth factor(VEGF) in the formation of gastric tumors induced by drinking water containing N-methyl-N'-nitro-N-nitrosoguanidine(MNNG) in Wistar rats.METHODS: One hundred and twenty Wistar rats were randomly divided into two groups(60 in each group): Control group and Model group. The rats in each group were then randomly divided into three groups(20 in each group): C/M15, C/M25 and C/M40(15, 25 and 40 represent the number of feeding weeks from termination). Rats in the control group received normal drinking water and rats in the model group received drinking water containing 100 μg/m L MNNG. Stomach tissues were collected at the end of the 15 th, 25 th and 40 th week, respectively, for microscopic measurement using hematoxylin and eosin staining. The expression of p-STAT3 and VEGF in different pathological types of gastric tissue, including normal, inflammation, atrophy, hyperplasia and gastric stromal tumor, was observed by immunohistochemistry and Western blot, and the corelation between p-STAT3 and VEGF was analyzed. RESULTS:(1) The expression of p-STAT3 in tissue with gastritis, atrophy, dysplasia and gastric stromal tumor were significantly increased in the model group compared with the control group(2.5 ± 1.0, 2.75 ±0.36, 6.2 ± 0.45, 5.67 ± 0.55 vs 0.75 ± 0.36, P = 0.026, 0.035, 0.001, 0.002, respectively); the expression of p-STAT3 in tissue with dysplasia was higher than that in samples with gastritis or atrophy(6.2 ± 0.45 vs 2.5 ± 1.0, P = 0.006; 6.2 ± 0.45 vs 2.75 ± 0.36, P = 0.005, respectively); however, the expression of p-STAT3 in gastritis and atrophy was not significantly different(P > 0.05);(2) the expression of VEGF in tissue with gastritis, atrophy, dysplasia and gastric stromal tumor was significantly increased in the model group compared with normal gastric mucosa; and the expression of VEGF in tissue with dysplasia was higher than that in tissue with inflammation and atrophy(10.8 ± 1.96 vs 7.62 ± 0.25, P = 0.029; 10.8 ± 1.96 vs 6.26 ± 0.76, P = 0.033, respectively); similarly, the expression of VEGF in tissue with gastritis and atrophy was not significantly different(P > 0.05); and(3) the expression of VEGF was positively correlated with p-STAT3. CONCLUSION: p-STAT3 plays an important role in gastric cancer formation by regulating the expression of VEGF to promote the progression of gastric tumor from gastritis.
基金Supported by the National Natural Science Foundation of China,No.81070319the Beijing Natural Science Foundation of China,No.7102013the Beijing Municipal Education Commission Research Program,China,No.KM201610025004
文摘BACKGROUND Study shows that signal transducer and activator of transcription 3(STAT3) can increase the Warburg effect by stimulating hexokinase 2 in breast cancer and upregulate lactate dehydrogenase A and pyruvate dehydrogenase kinase 1 in myeloma. STAT3 and pyruvate kinase M2(PKM2) can also be activated and enhance the Warburg effect in hepatocellular carcinoma. Precancerous lesions are critical to human and rodent hepatocarcinogenesis. However, the underlying molecular mechanism for the development of liver precancerous lesions remains unknown. We hypothesized that STAT3 promotes the Warburg effect possibly by upregulating p-PKM2 in liver precancerous lesions in rats.AIM To investigate the mechanism of the Warburg effect in liver precancerous lesions in rats.METHODS A model of liver precancerous lesions was established by a modified Solt-Farber method. The liver pathological changes were observed by HE staining and immunohistochemistry. The transformation of WB-F344 cells induced with Nmethyl-N'-nitro-N-nitrosoguanidine and hydrogen peroxide was evaluated by the soft agar assay and aneuploidy. The levels of glucose and lactate in the tissue and culture medium were detected with a spectrophotometer. The protein levels of glutathione S-transferase-π, proliferating cell nuclear antigen(PCNA), STAT3,and PKM2 were examined by Western blot and immunofluorescence.RESULTS We found that the Warburg effect was increased in liver precancerous lesions in rats. PKM2 and p-STAT3 were upregulated in activated oval cells in liverprecancerous lesions in rats. The Warburg effect, p-PKM2, and p-STAT3 expression were also increased in transformed WB-F344 cells. STAT3 activation promoted the clonal formation rate, aneuploidy, alpha-fetoprotein expression,PCNA expression, G1/S phase transition, the Warburg effect, PKM2 phosphorylation, and nuclear translocation in transformed WB-F344 cells.Moreover, the Warburg effect was inhibited by stattic, a specific inhibitor of STAT3, and further reduced in transformed WB-F344 cells after the intervention for PKM2.CONCLUSION The Warburg effect is initiated in liver precancerous lesions in rats. STAT3 activation promotes the Warburg effect by enhancing the phosphorylation of PKM2 in transformed WB-F344 cells.
基金Supported by National Natural Science Foundation of China, No.30973503Special Fund for Climbing Scholars of Universities in Liaoning Province, China, 2009-2010
文摘AIM:To explore the relationship between Cripto-1 (CR-1) and tyrosine phosphorylation STAT3 (p-STAT3) expressions in gastric cancer (GC) and gastric carcinogensis and metastasis.METHODS: The PV9000 immunohistochemical method was used to detect the expression of CR-1 and p-STAT3 in 178 cases of GC, 95 matched normal gastric mucosa, 40 chronic atrophic gastritis (CAG), 48 intestinal meta-plasia (IM) and 25 dysplasia (DYS). RESULTS: The positive rates of CR-1 and p-STAT3 expression were significantly higher in CAG (65.0% and 60.0%), in IM (83.3% and 77.1%), DYS (80.0% and 68%) and GC (71.3% and 60.1%) than in normal gastric mucosa (43.2% and 41.1%, P < 0.05), respectively. The expressions of CR-1 and p-STAT3 (78.3% and 66.7%) were signifi cantly higher in GC with lymphnode metastasis than in those without metastasis (53.1% and 42.9%, P < 0.05). CR-1 expression was also related to histological and Lauren's types of GC (P < 0.001). Furthermore, there was positive relation-ship between CR-1 and p-STAT3 expressions in GC (rk = 0.189, P = 0.002).CONCLUSION: The up-regulation of CR-1 and p-STAT3 may play important roles in gastric carcinogenesis and lymph node metastasis. CR-1 and p-STAT3 expression in GC was positively correlated, and the relevant molecular mechanism requires further investigations.
文摘Systemic lupus erythematosus(SLE) is a multiple organ autoimmune disorder,including the liver,but the possible reason in impairment in the liver is still unclear.Our present study assessed alterations of transcription factor Foxp3+ regulatory T cells(Tregs) and several other immune molecules [programmed cell death 1 and its ligand(PD1 and PD-L1),and interleukin 10(IL-10) and transform growth factor β(TGF-β)] in the liver and other major organs of lupus-prone BXSB mice by flow cytometry,real-time quantitative reverse transcription PCR,and enzyme-linked immunosorbent assay.Results showed that both frequency and number of Foxp3+ Tregs were dramatically reduced in the thymus,spleen and kidney of the BXSB mice(P0.05),but those in the liver were kept in nearly normal range,when compared to negative control C57BL/6 mice.In comparison to control mice,the mRNA levels of Foxp3,PD1 and PD-L1 were significantly decreased in the kidneys of BXSB mice(P0.05),but there was no significant difference in the livers of the BXSB mice(P0.05).Protein levels of IL-10 and TGF-β in serum showed no significant difference between BXSB and C57BL/6 mice,but were significantly increased in the kidneys and livers of BXSB mice as compared with those in C57BL/6 mice(P0.05).These results suggest that reduced Foxp3+ Tregs are involved in the pathogenesis of SLE in BXSB mice,and relatively higher number of these cells in the livers than in the other target organs could constitute a protective mechanism against hepatic lesions in lupus-prone mice,which may provide insights into development of new therapeutic approaches in SLE patients.
文摘Since its emergence in 2000, small bowel capsule endoscopy(SBCE) has assumed a pivotal role as an investigation method for small bowel diseases. The PillCam SB2-ex offers 12 h of battery time, 4 more than the previous version(SB2). Rahman et al recently found that the PillCam SB2-ex has a significantly increased completion rate, although without higher diagnostic yield, compared with the SB2. We would like to discuss these somewhat surprising results and the new potentialities of the PillCam SB3 regarding the diagnostic yield of small bowel studies. PillCam SB3 offers improved image resolution and faster adaptable frame rate over previous versions of SBCE. We recently compared the major duodenal papilla detection rate obtained with PillCam SB3 and SB2 as a surrogate indicator of diagnostic yield in the proximal small bowel. The PillCam SB3 had a significantly higher major duodenal papilla detection rate than the PillCam SB2(42.7% vs 24%, P = 0.015). Thus, the most recent version of the PillCam capsule, SB3, may increase diagnostic yield, particularly in the proximal segments of the small bowel.
文摘Objective:To study the effect of hTERC and FOXP3 gene amplification in condyloma acuminate lesions on the immune response and cell apoptosis.Methods:The condyloma acuminate lesions diagnosed between May 2014 and October 2016 and the normal skin tissue from circumcision during the same period were collected to extract RNA and then determine hTERC, FOXP3 and apoptosis-related gene mRNA amplification, and after protein extraction, the protein levels of immune response-related cytokines were determined.Results:hTERC, FOXP3, Livin and Survivin gene mRNA amplification as well as IL-4 and IL-10 protein levels in condyloma acuminatum lesions were significantly higher than those in normal skin tissue while TRAIL, Caspase-3 and PDCD4 mRNA amplification as well as IL-2 and TNF-α protein levels were significantly lower than those in normal skin tissue;IL-2 and TNF-α protein levels in condyloma acuminatum lesions with high FOXP3 mRNA expression were significantly lower than those in condyloma acuminatum lesions with low FOXP3 mRNA expression while IL-4 and IL-10 protein levels were significantly higher than those in condyloma acuminatum lesions with low FOXP3 mRNA expression;Livin and Survivin mRNA amplification in condyloma acuminatum lesions with high hTERC mRNA expression were significantly higher than those in condyloma acuminatum lesions with low hTERC mRNA expression while TRAIL, Caspase-3 and PDCD4 mRNA amplification were significantly lower than those in condyloma acuminatum lesions with low hTERC mRNA expression.Conclusion:Highly expressed hTERC and FOXP3 genes in condyloma acuminatum lesions can inhibit apoptosis and inhibit antiviral immune response respectively.
文摘Currently,deep learning is widely used in medical image segmentation and has achieved good results.However,3D medical image segmentation tasks with diverse lesion characters,blurred edges,and unstable positions require complex networks with a large number of parameters.It is computationally expensive and results in high requirements on equipment,making it hard to deploy the network in hospitals.In this work,we propose a method for network lightweighting and applied it to a 3D CNN based network.We experimented on a COVID-19 lesion segmentation dataset.Specifically,we use three cascaded one-dimensional convolutions to replace a 3D convolution,and integrate instance normalization with the previous layer of one-dimensional convolutions to accelerate network inference.In addition,we simplify test-time augmentation and deep supervision of the network.Experiments show that the lightweight network can reduce the prediction time of each sample and the memory usage by 50%and reduce the number of parameters by 60%compared with the original network.The training time of one epoch is also reduced by 50%with the segmentation accuracy dropped within the acceptable range.
文摘目的:分析三叶因子3(TFF3)在不同胃黏膜病变中的表达及其与间质微血管密度(MVD)值的关系,探讨其在胃癌、癌前病变及胃腺瘤发生、发展中的作用.方法:应用免疫组织化学PV6000法检测20例正常胃黏膜、20例胃腺瘤、20例萎缩性胃炎伴肠化生、20例不典型增生、40例胃癌组织中TFF3的表达,同时检测MVD值,以抗CD34标记.结果:TFF3在胃腺瘤、萎缩性胃炎伴肠化生、不典型增生和胃癌各组表达均高于正常组(50.0%,65.0%,70.0%,57.5% vs 5.0%,均P<0.01).胃癌MVD值高于正常胃黏膜、胃腺瘤、萎缩性胃炎伴肠化生和不典型增生(30.65±6.04 vs 14.87±3.06,22.33±3.78,23.16±3.20,25.22±4.66,均P<0.01),各组MVD值均高于正常胃黏膜组(均P<0.01).TFF3表达和MVD值与胃癌淋巴结转移和分期有关(均P<0.05),MVD值还与胃癌浸润深度有关(P<0.05).TFF3阳性表达组的MVD值明显高于TFF3阴性组(34.53±4.45 vs 25.39±3.25,P<0.01).结论:TFF3可能是胃黏膜癌变过程中的早期分子事件,在胃黏膜癌变和癌变后的恶性演进过程中起作用,对胃癌早期诊断和预测胃癌发生转移可能具有重要的提示作用.