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Objective:To establish a deep convolutional neural network (DCNN) model based on YOLO and ResNet algorithm for automatic detection of colorectal polyps and to test its function.Methods:Colonoscopy images and videos collected from the database of Digestive Endoscopy Center of Renmin Hospital of Wuhan University from January 2018 to March 2019 were divided into three databases (database 1, 3, 4). The public database CVC-ClinicDB (composed of 612 polyp images extracted from 29 colonoscopy videos provided by Barcelona Hospital, Spain) was used as the database 2. Database 1 (4 700 colonoscopy images from January 2018 to November 2018, including 3 700 intestinal polyp images and 1 000 non-polyp images) was used for establishing training and verifying the DCNN model. Database 2 (CVC-ClinicDB) and database 3 (720 colonoscopy images from January 2019 to March 2019, including 320 intestinal polyp images and 400 non-polyp images) were used for testing the DCNN model on image detection. Database 4 (15 colonoscopy videos in December 2019, containing 33 polyps) was used for testing the DCNN model on video detection. The sensitivity, specificity, accuracy and false positive rate of the DCNN model for detecting intestinal polyps were calculated.Results:The sensitivity of the DCNN model for detecting intestinal polyps in database 2 was 93.19% (602/646). In database 3, the DCNN model showed the accuracy of 95.00% (684/720), sensitivity of 98.13% (314/320), specificity of 92.50% (370/400), and false positive rate of 7.50% (30/400) for detecting intestinal polyps. In database 4, the DCNN model achieved a per-polyp-sensitivity of 100.00% (33/33), a per-image-accuracy of 96.29% (133 840/138 998), a per-image-sensitivity of 90.24% (4 066/4 506), a per-image-specificity of 96.49% (129 774/134 492), and a per-image-false positive rate of 3.51% (4 718/134 492).Conclusion:The DCNN model constructed in the study has a high sensitivity and specificity for automatic detection of colorectal polyps both in the colonoscopy images and videos, has a low false positive rate in the videos, and has the potential to assist endoscopists in diagnosis of colorectal polyps.
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Objective:To construct a real-time monitoring system based on computer vision for monitoring withdrawal speed of colonoscopy and to validate its feasibility and performance.Methods:A total of 35 938 images and 63 videos of colonoscopy were collected in endoscopic database of Renmin Hospital of Wuhan University from May to October 2018. The images were divided into two datasets, one dataset included in vitro, in vivo and unqualified colonoscopy images, and another dataset included ileocecal and non-cecal area images. And then 3 594 and 2 000 images were selected respectively from the two datasets for testing the deep learning model, and the remaining images were used to train the model. Three colonoscopy videos were selected to evaluate the feasibility of real-time monitoring system, and 60 colonoscopy videos were used to evaluate its performance.Results:The accuracy rate of the deep learning model for classification for in vitro, in vivo, and unqualified colonoscopy images was 90.79% (897/988), 99.92% (1 300/1 301), and 99.08% (1 293/1 305), respectively, and the overall accuracy rate was 97.11% (3 490/3 594). The accuracy rate of identifying ileocecal and non-cecal area was 96.70% (967/1 000) and 94.90% (949/1 000), respectively, and the overall accuracy rate was 95.80% (1 916/2 000). In terms of feasibility evaluation, 3 colonoscopy videos data showed a linear relationship between the retraction speed and the image processing interval, which indicated that the real-time monitoring system automatically monitored the retraction speed during the colonoscopy withdrawal process. In terms of performance evaluation, the real-time monitoring system correctly predicted entry time and withdrawal time of all 60 examinations, and the results showed that the withdrawal speed and withdrawal time was significantly negative-related ( R=-0.661, P<0.001). The 95% confidence interval of withdrawal speed for the colonoscopy with withdrawal time of less than 5 min, 5-6 min, and more than 6 min was 43.90-49.74, 40.19-45.43, and 34.89-39.11 respectively. Therefore, 39.11 was set as the safe withdrawal speed and 45.43 as the alarm withdrawal speed. Conclusion:The real-time monitoring system we constructed can be used to monitor real-time withdrawal speed of colonoscopy and improve the quality of endoscopy.
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Objective To evaluate the MR lymphangiography (MRL)in diagnosis of limb lymphedema.Methods A total of 582 patients with lymphedemtous limbs were enrolled in the study,MRL was performed at 3.0T MR.The morphology and enhancement of the lymph nodes,the number of lymphatic vessels and the lymph flow were evaluated.Results No matter in primary or secondary lymphedema,there were patients showed only lymph nodes affected,or only lymph vessels affected,and some patients showed both affected.Lymphatic aplasia,hypoplasia or hyperplasia were showed in primary lymphedema.Obstruction lymphatic vessels,and lym-phangiectasia were showed in secondary lymphedema.The velocity of lymph flow was (1.0±0.62)cm/min in affected limb of pa-tients with primary lymphedema,which was significantly slower than that of affected limb of patients with secondary lymphedema (2.22±1.64)cm/min(P<0.01)in dynamic contrast-enhanced MRL.In both type of lymphedema,the contrast enhanced lymph nodes showed less nodes with delayed enhancement and lower signal intensity,compared to that of lymph nodes in the contralateral normal side.Conclusion Dynamic contrast-enhanced MRL is helpful for assessing the anatomical and functional status of lymphatic system in lymphedematous limb.This new imaging techniques provides a powerful tool for the diagnosis of lymphedema.
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Objective To determine whether the cross-sectional area (CSA)of the calf measured with MRI could stage lower ex-tremity lymphedema (LEL)secondary to gynecological cancer treatments.Methods 148 patients were enrolled in this research.116 females with unilateral LEL and 32 without LEL after gynecological cancer treatments underwent calf MRI and water displacement. Total soft tissue CSA (T),muscle CSA (M)and subcutaneous tissue CSA (S)of affected calf,and difference of T (DT),M (DM) and S (DS)between calves were obtained on MRI at mid-calf level.Volume of affected calf and difference of volume (DV)between calves were obtained by water displacement.Statistical analysis was performed to determine feasibility of MRI measurements for ac-cessing LEL.Results There were close correlations between volume and T or S of affected calf,and between DV and DT or DS of calves.The correlations of stages of LEL with T and S of affected calf as well as DT and DS were stronger than the volume of affect-ed calf and DV (P< 0.01).Multivariate analysis showed more significant differences in T and S than in volume of affected calf,and in DS than in DV between LEL stages (P< 0.05).No difference was found in volume of affected calf and in DV between stage 0 andⅠ. For staging LEL,DS showed the most profound discrimination ability among all measurable parameters.Conclusion DS of calves could be the most reliable parameter recommended for staging and early diagnosis of LEL.
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Objective To evaluate the clinical value and relationship between the serum levels of the Pro-gastrin-releasing peptide 31-98 (ProGRP) , neuron-specific enolase NSE and the different pathohistology types of lung cancer. Methods 353 lung cancer patients were divided into two groups according to pathohistology types: SCLC group( n = 96), NSCLC group( n = 257). 90 lung benign lesion were taken as control group. ProGRP and neu-ron specific enolase in all patients were detected by ELISA. The levels of the ProGRP, NSE and the clinical value were compared among lung cancer,lung benign lesion patients and the different pathohistology types of lung cancer patients . Results The levels of the ProGRP and NSE of SCLC and NSCLC group were higher obviously than that of lung benign lesion( P <0.01 ). In SCLC diagnosis, the sensitivity, specificity, Youden index and Kappa value of the ProGRP and NSE were O. 7708,0. 9444,0. 7153,0.7111 and 0. 7604,0. 8778 ,0. 6382 ,0. 6355 in the monomial de-tection ; Those indexes above were 0.7604,0. 9667,0.7271 and 0. 7221 in combined assay of ProGRP + NSE( on se-quence test) ; and were O. 8229,0.9000,0. 7229 and 0. 7209 in combined assay of ProGRP + NSE( on parallell test). In NSCLC diagnosis,the above indexes were all lower. Conclusions in SCLC diagnosis,the detection of the serum ProGRP is superior to the detection of NSE, the combined assay of ProGRP + NSE (on parallell test) and Pro-GRP + NSE( on sequence test) are superior to the monomial detection of the ProGRP or NSE,and the combined as-say of ProGRP + NSE(on parallell test) is superiro to ProGRP + NSE(on sequence test) ; The diagnosis value of the monomial arid united detection of ProGRP and NSE to NSCLC is not as expected.
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OBJECTIVE:To discuss the role and responsibility of clinical pharmacists in drug counseling for outpatients of our hospital.METHODS:The outpatient drug counseling records in our hospital from 2006 to 2007 were collected and analyzed by citing typical cases as example.RESULTS:The questions presented by patients were related to different aspects of pharmacy and most of which had been solved efficiently.CONCLUSION:In guiding patients' rational drug use,pharmacists should have extensive pharmaceutical knowledge meanwhile bear great responsibility.
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In regional anatomy the appliance of the methods of problem based learning can cultivate students' practical ability,slimulate their motivity and raise their passion for study.It is also effective to improve their capabilities of self-study,cooperation,as well as analizing and solving problems.
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BACKGROUND: Nerve growth factor (NGF) is characterized by poor stability both in vitro and in vivo, and liable to lose its bioactivity.OBJECTIVE: To study the stability of liposome-encapsulated NGF injection preserved under various conditions.DESIGN: A controlled study of liposome-encapsulated NGF.SETTING: Department of Surgery of the First Affiliated Hospital of Nanjing Medical University.MATERIALS: This study was carried out at the Central Laboratory of the First Affiliated Hospital of Nanjing Medical University between July 2002and March 2004. NGF from rat submaxillary gland was purified, encapsulated by liposome, and prepared into lyophilized dosage form before preserved under different conditions (at 4 ℃, room temperature, 40 ℃ or 40 ℃ with saturated humidity, respectively).METHODS: Chicken embryo dorsal root ganglion cultured in serum-free medium was used to evaluation the bioactivity of NGF in vitro. The dorsal root ganglion from 8-day-old chicken embryo was inoculated in a polylysine-coated 24-well culture plate and cultured in Dulbecco modified Ea-gle medium (DMEM) containing different testing samples. Only DMEM was used for culture in the negative control group, while DMEM containing NGF at different concentrations used in the positive control group. The ganglion was cultured at 37 ℃ with 50 mL/L CO2 and saturated humidity for 24 hours, and the growth of the nerve fibers was observed under an inverted microscope. The bioactivity of NGF was also evaluated in simulated condition in vivo by adding lyophilized liposome-encapsulated NGF and positive control NGF specimen into 0.5 mL rat serum, which, along with the blank control serum, was added into 2.5 mL DMEM at 0.5, 1, 2, 3, 4,6 hours and thoroughly mixed. The bioactivity of NGF was assessed accord-ing to the length and density of the dorsal root ganglion and graded the prominences (recorded as "++" or "+++ "), and very long and dense growth of the prominences (++++).MAIN OUTCOME MEASURES: In vitro bioactivity of NGF preserved for 10, 30, 60, and 90 days by testing the growth of cultured chick embryo dorsal root ganglion in serum-free DMEM and in test of rats serum containing NGF added at 0, 0.5, 1, 2, 3, 4, and 6 hours into DMEM.RESULTS: Lyophilized liposome-encapsulated NGF exhibited stable bioactivity (+++) after preservation at 4℃ and room temperature for 10-90days; at 40 ℃ for 10-60 days, the it retained its the bioactivity (+++),which, however, slightly decreased by 90 days (++); its bioactivity was preserved (+++) at 40 ℃ with saturated humidity for 10 days (+++), slightly decreased at 30-60 days (++) and noticeably lowered (+) at 90 days. When preserved for 0, 0.5, 1, 2, and 3 hours in rat seum, the NGF preparation retained stable bioactivity (++++ or +++), which slightly decreased at 4 hours and 6 hours (++).CONCLUSION: Liposome-encapsulated NGF has stable bioactivity but its preservation at relatively high temperature with high humidity is difficult.Lyophilized liposome-encapsulated NGF exhibits better bioactivity than NGF-liposome suspension after preservation under various conditions.
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The expression of c-erbB-1 and c-erbB-2 oncoproteins were investigated by immunohistochemical technique using monoclonal antibodies to c-erbB-1 and c-erbB-2 oncoproteins in 43 cases of hasal cell carcinoma (BCC) and 26 cases of squamous cell carcinoma (SCC). The results showed that: ① The expression of c-erbB-1 oncoprotein in BCC increased; the expression of c-erbB-2 oncoprotein in BCC reduced significantly, and lost in 16 cases (16/43). ② The intensities of c-erbB-1 and c-erbB-2 oncoprorein expression had negative and positive correlations to the degrees of SCC differentiation respectively. It is suggested that the abnormal expression of c-erbB-1 and c-erbB-2 oncoprotein in BCC and SCC may play a role in the development of skin tumors.
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AIM: Studying the mechanism of protective role of metallothionein (MT) in hypoxic preconditioning(HPC) of cultivated rat cardiomyocytes. METHODS: Using the model of hypoxia/reoxygenation of cultivated rat cardiomyocytes. Determing the contents of MT, malonyldialdehyde (MDA) - metabolism product of lipid peroxidation and the activities of Na+ - K+ ATPase, Ca2+ - Mg2+ ATPase of cardiomyocytes 24 h after HPC, the determining the relevant changes after using MT antibody. RESULTS: After 24 h in HPC, the contents of MT and activities of Na+ - K+ ATPase, Ca2+ - Mg2+ ATPase were obviously higher than those in the control and hypoxia/reoxygenation(P＜ 0. 05 ), and the contents of MDA were decreased remarkedly (P ＜ 0.01 ). Then after using MT antibody, the activities of two enzyme were progressively decreased and the contents of MDA were significanily higher than those in the control and MT antibody - free groups(P ＜ 0.01 ). CONCLUSION: HPC may induce excessive synthesis of MT, and MT can protect myocardial reoxygenation injury by eliminating lipid peroxidation and rising the activities of Na+ - K+ ATPase and Ca2+ - Mg2+ ATPase.
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Hepatic fibrosis in rat induced by intraperitoneal injection of dimethylnitroamine (DMN) was traeted by RNA (4 mg ? kg-1) and CoQ10(2. 5 mg ? kg-1) ,seperately. Normal and pathological groups were compared. In 30, 60 and 90 days treatment, rats were killed for ul-trastructural examination and measurement of serum enzymology, serum amino acids and the quantity of collagenous fibers. The results indicated that, in RNA-treated and CoQ10 treated groups, Aspartate aminotransferase (AST) and Y-glutamyl-transpeptidase(?-GT) were normal, the ratio of albunm to globulin (A/G) had significantly difference compared with controlgroup. In RNA-treated group,L-Alanine:2-Ox-oglutarate Aminotransferase(ALT), monoamine oxidase (MAO) and N-acetyl-?-glucosaminidase (NAG) decreased evidently, serum amino acids increased slightly. Ultrastructural and microscopical examination showed the degree of hepa-tocytic necrosis degeneration and the quantity of collagenous fibers in RNA-treated group were rather mild. It appeared that there were protection effects of RNA on liver enzymology and hepaticfibrosis.