1.Establishment and clinical testing of pancreatic cancer Faster R-CNN AI system based on fast regional convolutional neural network
Shujian YANG ; Yun LU ; Xuefeng ZHENG ; Yuejuan ZHANG ; Fangjie XIN ; Pin SUN ; Ying LI ; Shisong LIU ; Shuai LI ; Yuting GUO ; Shanglong LIU
Chinese Journal of Surgery 2020;58(7):520-524
Objective:To investigate the effectiveness of an enhanced CT automatic recognition system based on Faster R-CNN for pancreatic cancer and its clinical value.Methods:In this study, 4 024 enhanced CT imaging sequences of 315 patients with pancreatic cancer from January 2013 to May 2016 at the Affiliated Hospital of Qingdao University were collected retrospectively, and 2 614 imaging sequences were input into the faster R-CNN system as training dataset to create an automatic image recognition model, which was then validated by reading 1 410 enhanced CT images of 135 cases of pancreatic cancer.In order to identify its effectiveness, 3 750 CT images of 150 patients with pancreatic lesions were read and a followed-up was carried out.The accuracy and recall rate in detecting nodules were recorded and regression curves were generated.In addition, the accuracy, sensitivity and specificity of Faster R-CNN diagnosis were analyzed, the ROC curves were generated and the area under the curves were calculated.Results:Based on the enhanced CT images of 135 cases, the area under the ROC curve was 0.927 calculated by Faster R-CNN. The accuracy, specificity and sensitivity were 0.902, 0.913 and 0.801 respectively.After the data of 150 patients with pancreatic cancer were verified, 893 CT images showed positive and 2 857 negative.Ninety-eight patients with pancreatic cancer were diagnosed by Faster R-CNN.After the follow-up, it was found that 53 cases were post-operatively proved to be pancreatic ductal carcinoma, 21 cases of pancreatic cystadenocarcinoma, 12 cases of pancreatic cystadenoma, 5 cases of pancreatic cyst, and 7 cases were untreated.During 5 to 17 months after operation, 6 patients died of abdominal tumor infiltration, liver and lung metastasis.Of the 52 patients who were diagnosed negative by Faster R-CNN, 9 were post-operatively proved to be pancreatic ductal carcinoma.Conclusion:Faster R-CNN system has clinical value in helping imaging physicians to diagnose pancreatic cancer.
2.Establishment and clinical testing of pancreatic cancer Faster R-CNN AI system based on fast regional convolutional neural network
Shujian YANG ; Yun LU ; Xuefeng ZHENG ; Yuejuan ZHANG ; Fangjie XIN ; Pin SUN ; Ying LI ; Shisong LIU ; Shuai LI ; Yuting GUO ; Shanglong LIU
Chinese Journal of Surgery 2020;58(7):520-524
Objective:To investigate the effectiveness of an enhanced CT automatic recognition system based on Faster R-CNN for pancreatic cancer and its clinical value.Methods:In this study, 4 024 enhanced CT imaging sequences of 315 patients with pancreatic cancer from January 2013 to May 2016 at the Affiliated Hospital of Qingdao University were collected retrospectively, and 2 614 imaging sequences were input into the faster R-CNN system as training dataset to create an automatic image recognition model, which was then validated by reading 1 410 enhanced CT images of 135 cases of pancreatic cancer.In order to identify its effectiveness, 3 750 CT images of 150 patients with pancreatic lesions were read and a followed-up was carried out.The accuracy and recall rate in detecting nodules were recorded and regression curves were generated.In addition, the accuracy, sensitivity and specificity of Faster R-CNN diagnosis were analyzed, the ROC curves were generated and the area under the curves were calculated.Results:Based on the enhanced CT images of 135 cases, the area under the ROC curve was 0.927 calculated by Faster R-CNN. The accuracy, specificity and sensitivity were 0.902, 0.913 and 0.801 respectively.After the data of 150 patients with pancreatic cancer were verified, 893 CT images showed positive and 2 857 negative.Ninety-eight patients with pancreatic cancer were diagnosed by Faster R-CNN.After the follow-up, it was found that 53 cases were post-operatively proved to be pancreatic ductal carcinoma, 21 cases of pancreatic cystadenocarcinoma, 12 cases of pancreatic cystadenoma, 5 cases of pancreatic cyst, and 7 cases were untreated.During 5 to 17 months after operation, 6 patients died of abdominal tumor infiltration, liver and lung metastasis.Of the 52 patients who were diagnosed negative by Faster R-CNN, 9 were post-operatively proved to be pancreatic ductal carcinoma.Conclusion:Faster R-CNN system has clinical value in helping imaging physicians to diagnose pancreatic cancer.
3.New progress of pathogenesis in ventilator-induced lung injury
Yiyi YANG ; Shanglong YAO ; You SHANG
Chinese Critical Care Medicine 2016;28(9):861-864
Mechanical ventilation is not only an important treatment method of acute respiratory distress syndrome (ARDS),but also one of the basic treatments in the intensive care unit (ICU).However,mechanical ventilation itself can cause or aggravate acute lung injury,which is called ventilator-induced lung injury (VILI).Currently,clinical pathogenesis of VILI includes four categories such as barotrauma,volutrauma,atelectrauma and hiotrauma.The pathogenesis of mechanical injury has been widely accepted,but the biological injury pathogenesis is unclear.With further research,we found that in the late stage VILI patients occured proliferation of puhnonary fibrosis,which may be formed by partial epithelial-mesenchymal transdifferentiation (EMT).Further study of specific pathogenesis of biotrauma and ARDS pulmonary fibrosis proliferation could provide new ideas for the clinical treatment of VILI.
4.Effect of exogenous protectin DX on acute lung injury in septic mice
Haifa XIA ; Yiyi YANG ; Shu'nan CUI ; You SHANG ; Shanglong YAO ;
Chinese Journal of Anesthesiology 2016;36(6):751-754
Objective To investigate the effect of exogenous protectin DX (PDX) on acute lung injury in septic mice.Methods Thirty male C57BL/6 mice,aged 6-8 weeks,weighing 20-25 g,were randomly divided into 3 groups (n =10 each) using a random number table:sham operation group (Sham group),sepsis group (S group) and PDX group.Sepsis was produced by cecum ligation and puncture (CLP) in the mice anesthetized with pentobarbital sodium.At 1 h after CLP,PDX 300 ng was injected intraperitoneally in PDX group,and the equal volume of normal saline was given in Sham and S groups.At 24 h after CLP,the mice were sacrificed,and the broncho-alveolar lavage fluid (BALF) was collected for determination of interleukin-1beta (IL-1β),tumor necrosis factor-alpha (TNF-α),IL-6 and IL-10 concentrations,and the lungs were removed for microscopic examination and for determination of the myeloperoxidase (MPO) activity,wet/dry lung weight ratio (W/D ratio) and phosphorylation of nuclear factor-kappa B (NF-κB) p65.Lung injury scores were calculated.Results Compared with Sham group,the lung injury score,MPO activity,W/D ratio,phosphorylation of NF-κB p65,and concentrations of protein and inflammatory factors in BALF were significantly increased in S and PDX groups (P<0.05).Compared with S group,the lung injury score,MPO activity,W/D ratio,phosphorylation of NF-κB p65,and concentrations of protein,IL-1β,TNF-α and IL-6 in BALF were significantly decreased,and the concentration of IL-10 in BALF was significantly increased in PDX group (P<0.05).Conclusion Exogenous PDX can alleviate acute lung injury through inhibiting NF-κB activity in the lung tissues of septic mice.
5.Effect of sivelestat sodium on the prognosis of patients with acute lung injury and acute respiratory distress syndrome:a meta-analysis
Haifa XIA ; Zhipeng SUN ; Yiyi YANG ; You SHANG ; Shanglong YAO
Chinese Critical Care Medicine 2015;(10):800-804
ObjectiveTo investigate the effect of sivelestat sodium on the prognosis in patients with acute lung injury (ALI) and acute respiratory distress syndrome (ARDS).Methods Databases including PubMed, EBSCO, Springer, Ovid, Wanfang data, CNKI and China Biology Medicine (CBM) were searched to identify randomized controlled trials (RCTs) regarding sivelestat sodium treatment for ALI/ARDS published from 1985 to December 2014. The patients in treatment group received intravenous infusion of sivelestat sodium, and those in control group received normal saline. The items for analysis were 28-day mortality, duration of mechanical ventilation, length of intensive care unit (ICU) stay, and oxygenation index on day 3. According to the evaluation method of Cochrane system, data extraction and quality assessment from the literature were carried out. Meta-analysis was performed using RevMan 5.3. The publication bias was analyzed with funnel plot.Results Five RCTs with a total of 780 participants were included, with 389 patients in sivelestat sodium group, and 391 in control group. Meta analysis showed: compared with control group, sivelestat sodium could not lower the 28-day mortality [odds ratio (OR) = 0.91, 95% confidence interval (95%CI) =0.66-1.26,P = 0.58], or shorten the duration of mechanical ventilation or length of ICU stay [duration of mechanical ventilation: mean difference (MD) = -0.02, 95%CI = -0.29 to 0.24,P = 0.87; length of ICU stay:MD = -9.63, 95%CI =-23.34 to 4.08,P = 0.17], but it could improve oxygenation index on day 3 (MD = 0.88, 95%CI = 0.39 to 1.36, P = 0.000 4). Heterogeneity was not significant for the main analysis and no publication bias was shown on funnel plot. Conclusion Sivelestat sodium gave rise to a better oxygenation on day 3, but did not change the length of mechanical ventilation and ICU stay, and it did not improve 28-day mortality in ALI and ARDS.
6.The mid-term follow-up results of artificial disc replacement for discogenic low back pain
Qun XIA ; Baoshan XU ; Jidong ZHANG ; Jun MIAO ; Jianqiang BAI ; Yue HAN ; Yancheng LIU ; Shanglong NING ; Hongchao HUANG ; Qiang YANG ; Jianguang LI ; Ning JI ; Yongcheng HU
Chinese Journal of Orthopaedics 2012;32(8):726-731
Objective To evaluate the mid-term clinical and radiographic results of artificial disc replacement (ADR) for discogenic low back pain.Methods From July 2004 to July 2007,21 patients with discogenic low back pain,aged from 26 to 67 years,underwent lumbar ADR with the Charité Ⅲ artificial disc at 22 levels and Activ L prosthesis at 2 levels:L4-5 5 cases,L5S1 13 cases,L4-5 and L5S1 3 cases.The diagnosis was proved by discography in all the patients.The clinical and radiographic results were evaluated and compared between pre-,post-operation and finial follow-up.Results All patients were followed up for 4to 7 years (average,5.1 years).There were statistical differences between pre-operation and final follow-up in Oswestry disability index and Visual Analogue Scale for back pain and leg pain.All the prostheses were mobile without dislocation,breakage,subsidence or spontaneous fusion,only a slight scoliosis was noted in one patient.At the ADR levels,the anterior and posterior intervertebral height increased averagely 6.3 mm and 1.9 mm respectively,the lordosis increased 2.9°,and the mean range of motion (ROM) was 4.6°.At the adjacent level proximal to ADR,the intervertebral height and lordosis decreased slightly,and the ROM decreased 2.5°.The total lumbar lordosis increased 7.8°,and the total lumbar ROM increased 2.4°.According to MRI and CT scans,the degeneration of proximal adjacent disc and facet were not evident,however the degeneration of facets at the ADR levels was evident.Conclusion The 5 years results of ADR for discogenic low back pain were satisfactory,with preserved motion at the ADR level,and the degeneration of adjacent level was not evident.However,there was obvious degeneration in facet joints of the ADR level.
7.Changes in TRESK mRNA expression in dorsal root ganglion in a rat model of neuropathic pain
Jun ZHOU ; Shanglong YAO ; Chengxiang YANG ; Jiying ZHONG ; Hanbing WANG ; Wenjing LIN ; Runxing GAO ; Xianjie WEN
Chinese Journal of Anesthesiology 2011;31(2):183-185
Objective To evaluate the changes in the expression of diplopore potassium ion channel TRESK mRNA in dorsal root ganlion (DRG) in rats with neuropathic pain (NP) .Methods Thirty-two male SD rats weighing 220-250 g were randomly divided into 2 groups ( n = 16 each) : group sham operation (group S) and group NP. NP was induced by ligation and severance of left tibial and common fibular nerves according to the technique described by Decosterd. Eight rats in each group were sacrificed 1 day before and 14 day after operation and their L4,5 DRGs in the operated side were isolated for determination of TRESK mRNA expression by RT-PCR. In the remaining 8 rats in each group paw withdrawal threshold to mechanical stimuli ( MWT) and paw withdrawal latency to a thermal nociceptive stimulus (TWL) were measured at 1 day before (baseline) and 1, 3, 5, 7, 14 day after operation. Results MWT was significantly lower in group NP than in group S. The TRESK mRNA expression in L4,5 DRGs in the operated side was significantly decreased after operation as compared with the baseline before operation in group NP and was significantly lower in group NP than in group S. Conclusion The development and maintenance of NP may be closely related with down-regulation of TRESK mRNA.
8.Contraction of rat TRESK gene recombinant adenovirus vector
Jun ZHOU ; Shanglong YAO ; Chengxiang YANG ; Jiying ZHONG ; Hanbing WANG ; Wenjing LIN ; Runxing GAO
Chinese Journal of Anesthesiology 2011;31(3):296-298
Objective To construct rat TRESK gene recombinant adenovirus expression vector.Methods TRESK full-length cDNA was cloned from rat dorsal root ganglion cells and confirmed by RT-PCR and sequencing. pAd/CMV/V5-DEST-TRESK was then constructed under the control of CMV-promotor. DH5α colibacillus was translated and the positive recombinants were subsequently identified by PCR and DNA sequencing. 293T cells were cotransfected and packed to produce adenovirus. Results The titer of virus was tested using Hole-by-dilution titer method. The full length of TRESK from rat dorsal root ganglion cells is 781 bp. It was demonstrated that the DNA sequencing was completely consistent with TRESK sequencing of rat recorded in GeneBank. The PCR amplification of the pAd/CMV/V5-DEST-TRESK gDNA was matched with pAD-GFP blank vector as anticipated. The titer of the concentrated virus was 1.31×109 TU/ml. Conclusion Rat TRESK gene recombinant adenovirus vector is constructed successfully.
9.Role of autophagy in HL-1 cardiomyocyte injury induced by lipopolysaccharide
Jianjun XU ; Le YANG ; Jian LI ; Aitao WANG ; Xiaojing ZOU ; Shanglong YAO
Chinese Journal of Anesthesiology 2011;31(10):1235-1238
Objective To evaluate the role of autophagy in HL-1 cardiomyocyte injury induced by lipopolysaccharide( LPS).Methods Primary cultured HL-1 cardiomyocytes were randomly divided into 4 groups ( n =15each): normal control group( group C),LPS group,rapamycin( a autophagy inducer) group( group R) and 3-MA(a autophagy inhibitor) group.In group C cardiomyocytes were cultured continuously for 24 h.In group LPS cardiomyocytes were incubated with LPS (final concentration 1 μg/ml) for 24 h.In groups R and 3-MA,rapamycin and 3-MA was given 48 h before LPS (final concentration 1 μg/ml) incubation with final concentration of 0.2 μg/ml and 10 mmol/L respectively.The lipidated microtubule-associated protein 1 light chain 3 Ⅱ (LC3 Ⅱ ) expression,mitochondrial membrane potential,autophagosome number and optical density of mitochondria were determined,and ultrastructure of mitochondria was observed at 4 h of LPS incubation.Apoptosis rate and Caspase-3 activity were determined at 24 h of LPS incubation.Results LPS significantly increased LC3 Ⅱ expression,autophagosome number,optical density of mitochondria,apoptosis rate and Caspase-3 activity,decreased mitochondrial membrane potential in group LPS as compared with group C ( P < 0.05).The LC3 Ⅱ expression,autophagosome number and mitochondrial membrane potential were higher,optical density of mitochondria,apoptosis rate and Caspase-3 activity lower in group R than in group LPS( P < 0.05).The LC3 Ⅱ expression,autophagosome number and mitochondrial membrane potential were lower,optical density of mitochondria,apoptosis rate and Caspase-3 activity higher in group 3-MA than in group LPS (P < 0.05).Mitochondrial histopathologic injury was reduced in group R and aggravated in group 3-MA as compared with group LPS.Conclusion Autophagy can reduce LPS-induced HL-1 cardiomyocyte injury by improving mitochondrial function and inhibiting apoptosis.
10.Response of cyclic tensile strain on the human degenerative anulus fibrosus cells
Shuang LI ; Xinlong MA ; Xiaolei SUN ; Xiulan LI ; Jianxiong MA ; Yang ZHANG ; Yue GUO ; Shanglong NING
International Journal of Biomedical Engineering 2011;34(6):344-347,361
Objective To investigate the effects of different cyclic tensile strain on the proliferation of human anulus fibrosus cells from degenerated discs.Methods Anulus fibrosus(AF) cells were isolated from a degenerated human IVD,expanded in monolayer,and cyclically strained for 3 hours,applying 0,5%,10%,15% and 20% strains at a frequency of 0.25 Hz with the use of the DioDynamic test instrument.The flow cytometry method was used to examine the Af cells proliferation at 24 hours following application of the cyclic tensile strains.Results The proliferative index (PI) increased with the magnitude value of cyclic tensile strain except 20% group.The most significant increase of proliferation index were found in 15% group.Conclusion There might be some corelationships between magnitude of cyclic tensile strain and the proliferation of the degenerative AF cells.

Result Analysis
Print
Save
E-mail