1.Effectiveness of an mHealth-based hospital-community continuity care program incorporating dyadic coping in ileostomy patients and their spouses: a pilot study
Lijun LI ; Xia MA ; Long YANG ; Honggang WANG ; Qun CHEN
Chinese Journal of General Practitioners 2025;24(5):554-560
Objective:To explore the effect of hospital-community continuous management based on mobile health and dyadic coping intervention in ileostomy patients and their spouses.Methods:This was a randomized controlled trial. Patients with rectal cancer who underwent ileostomy at Taizhou People′s Hospital between August 2018 and August 2023, along with their spouses, were enrolled. Patient-spouse dyads were randomly assigned to either the intervention group or the control group using a random number table method. Baseline demographic data were collected from both groups. The control group received routine care, whereas the intervention group was given a hospital-community transitional care program based on mHealth (mobile health) and a dyadic coping model. Stoma adaptation, family functioning, and dyadic coping capacity were evaluated at 1 week, 1 month, and 3 months postoperatively. Sedentary behavior time and exercise compliance were also assessed at 1 month and 3 months after surgery.Results:A total of 47 patient-spouse dyads were included in the control group and 48 dyads in the intervention group. There were no statistically significant differences in baseline characteristics between the two groups (all P>0.05). Similarly, no significant differences were found in the age, sex or education level of the spouses (all P>0.05). At 1 week postoperatively, there were no significant differences in family cohesion and adaptability scores between the two groups (all P>0.05). However, at 1 and 3 months postoperatively, the intervention group had significantly higher family cohesion and adaptability scores than the control group (all P<0.05). With regard to dyadic coping capacity, no significant differences were observed in any of the subscale scores of the dyadic coping questionnaire at 1 week postoperatively (all P>0.05). At 1 and 3 months postoperatively, the intervention group scored significantly higher than the control group on stress communication, supportive coping, delegated coping, and joint coping ( P<0.05), but lower on negative coping ( P<0.05). In terms of stoma adaptation, no significant difference was found between the two groups at 1 week postoperatively ( P>0.05). At 1 and 3 months postoperatively, the intervention group showed significantly higher stoma adaptation and exercise compliance scores, as well as shorter sedentary behavior time, compared to the control group (all P<0.05). Conclusions:The hospital-community transitional care program developed by the research team effectively improves family functioning, dyadic coping capacity in ileostomy patient-spouse dyads, and postoperative stoma adaptation and rehabilitation outcomes.
2.Effectiveness of an mHealth-based hospital-community continuity care program incorporating dyadic coping in ileostomy patients and their spouses: a pilot study
Lijun LI ; Xia MA ; Long YANG ; Honggang WANG ; Qun CHEN
Chinese Journal of General Practitioners 2025;24(5):554-560
Objective:To explore the effect of hospital-community continuous management based on mobile health and dyadic coping intervention in ileostomy patients and their spouses.Methods:This was a randomized controlled trial. Patients with rectal cancer who underwent ileostomy at Taizhou People′s Hospital between August 2018 and August 2023, along with their spouses, were enrolled. Patient-spouse dyads were randomly assigned to either the intervention group or the control group using a random number table method. Baseline demographic data were collected from both groups. The control group received routine care, whereas the intervention group was given a hospital-community transitional care program based on mHealth (mobile health) and a dyadic coping model. Stoma adaptation, family functioning, and dyadic coping capacity were evaluated at 1 week, 1 month, and 3 months postoperatively. Sedentary behavior time and exercise compliance were also assessed at 1 month and 3 months after surgery.Results:A total of 47 patient-spouse dyads were included in the control group and 48 dyads in the intervention group. There were no statistically significant differences in baseline characteristics between the two groups (all P>0.05). Similarly, no significant differences were found in the age, sex or education level of the spouses (all P>0.05). At 1 week postoperatively, there were no significant differences in family cohesion and adaptability scores between the two groups (all P>0.05). However, at 1 and 3 months postoperatively, the intervention group had significantly higher family cohesion and adaptability scores than the control group (all P<0.05). With regard to dyadic coping capacity, no significant differences were observed in any of the subscale scores of the dyadic coping questionnaire at 1 week postoperatively (all P>0.05). At 1 and 3 months postoperatively, the intervention group scored significantly higher than the control group on stress communication, supportive coping, delegated coping, and joint coping ( P<0.05), but lower on negative coping ( P<0.05). In terms of stoma adaptation, no significant difference was found between the two groups at 1 week postoperatively ( P>0.05). At 1 and 3 months postoperatively, the intervention group showed significantly higher stoma adaptation and exercise compliance scores, as well as shorter sedentary behavior time, compared to the control group (all P<0.05). Conclusions:The hospital-community transitional care program developed by the research team effectively improves family functioning, dyadic coping capacity in ileostomy patient-spouse dyads, and postoperative stoma adaptation and rehabilitation outcomes.
3.Pharmacoeconomic evaluation of pembrolizumab versus platinum chemotherapy as first-line treatment in advanced non-small cell lung cancer
Yutong SONG ; Derun XIA ; Heng GU ; Shaowen TANG ; Honggang YI ; Hongmei WO
Journal of Pharmaceutical Practice and Service 2024;42(8):334-340
Objective To make the cost-effectiveness analysis of pembrolizumab and platinum chemotherapy as the first-line treatment for advanced non-small cell lung cancer(NSCLC)in the population with tumor proportion score(TPS)≥1%of PD-L1,and provide some reference for the clinical use and future price negotiation of pembrolizumab.Methods Based on Pubmed database,the published RCT literatures of pembrolizumab were analyzed,and the survival data were extracted,combined with the treatment plan of a tertiary hospital,the Markov model were established to simulate the cost and health effectiveness of patients for twenty years,and the stability of the model was tested by one-way sensitivity analysis and probability sensitivity analysis.Results Twenty years later,the cost-effectiveness ratio of pembrolizumab group and chemotherapy group was ¥58 517.60/quality adjusted life month(QALM)and ¥41 213.08/QALM.Compared with the chemotherapy group,the incremental cost effective ratio(ICER)was ¥104 485.36/QALM.Conclusion When the willingness to pay(WTP)value was ¥30 902/QALM,the pembrolizumab therapy was not more cost-effective advantages than platinum chemotherapy,and the sensitivity analysis showed that the results of the model were relatively stable.
4.Cost-effectiveness of Artificial Intelligence-assisted Endoscopy Screening in Countries With High Incidence of Gastric Cancer
Xia TAN ; Liwen YAO ; Lihui ZHANG ; Chen CHEN ; Honggang YU
Chinese Journal of Gastroenterology 2023;28(9):513-522
Background:Slight mucosal lesions in the early stage of gastric cancer(GC)are difficult to recognize,and the miss rate of early GC by conventional endoscopy is high.Artificial intelligence(AI)systems can assist in the identification of gastric neoplastic lesions and reduce miss rate,but it is not clear whether AI-assisted endoscopic screening is cost-effective.Aims:The subjects of this study were to evaluate the cost-effectiveness of a population-based endoscopy screening program for GC in high-incidence countries(China,Japan and South Korea),and to explore the applicability of domestic AI--Intelligent and real-time endoscopy analytical device(IREAD)-assisted endoscopy for GC screening in these three countries.Methods:Based on the natural history of GC,a Markov model with cycle year of 1 year was constructed to compare cost-effectiveness of two strategies for GC screening in recommended age group:no screening(the control strategy),conventional endoscopy screening and IREAD-assisted endoscopy screening.Data such as transition probabilities of different states and treatment costs were obtained from previously published studies.The cost-effectiveness analysis was conducted from the perspective of society by calculating cost,Quality adjusted life years(QALY),Incremental cost effectiveness ratio(ICER).Results:The cohort results showed that 15.87%and 24.52%of GC-related deaths could be respectively avoid by conventional endoscopy screening and IREAD-assisted endoscopy screening in China,which the screening effects were similar to Japan;In South Korea,Conventional endoscopic screening and IREAD-assisted endoscopic screening averted 41.34%and 53.15%of GC-related deaths,respectively.Between the two strategies,IREAD-assisted endoscopic screening is more economic,with ICER of $34 827.61/QALY,$87 978.71/QALY and $10 574.30/QALY in China,Japan and South Korea,respectively,which were lower than the willingness-to-pay(WTP)threshold.Conclusions:When the threshold of WTP is 3 times Gross domestic product per capita,the application of AI-assisted endoscopy for GC screening in age-specific population in high-incidence countries may be more cost-effective.Meanwhile,this study provides important evidence for the promotion of domestic IRAED-assisted endoscopy in GC screening in China,Japan and South Korea.
5.Safety and efficacy of domestic single-port robotic surgery system for extraperitoneal urological surgery
Ding PENG ; Taile JING ; Sunyi YE ; Xiaolin YAO ; Xin XU ; Anbang HE ; Zhen LIANG ; Chong LAI ; Honggang QI ; Hongzhou MENG ; Ping WANG ; Shuo WANG ; Dan XIA
Chinese Journal of Urology 2022;43(8):581-586
Objective:To investigate the safety and efficacy of the novel single-port surgical robotic surgical system in extraperitoneal urological surgery.Methods:From February to April 2022, patients was prospectively enrolled who required laparoscopic radical prostatectomy, partial nephrectomy and adrenal tumor resection in urology department. Inclusion criteria were: age ≥ 18 years old; BMI 18.5-30 kg/m 2; American Society of Anesthesiologists (ASA) physical status classification system grades 1 to 3; can cooperate with the completion of the visits and related examinations stipulated in the plan, and participate voluntarily clinical trials, and consent or the guardian agrees to sign the informed consent form; tumor indicators meet one of the following surgical treatment indications: kidney tumor T 1 stage, single, maximum tumor diameter ≤ 4 cm; prostate cancer, stage ≤ T 2b, preoperative PSA ≤ 20 ng /ml; Gleason score ≤ 7; adrenal tumor diameter ≤ 7 cm, for non-functioning adrenal adenoma, tumor diameter ≥ 3 cm. Exclusion criteria were: patients with other malignancies or a history of other malignancies and the investigators believe that they are not suitable for inclusion in this researcher; patients who have received the same type of urological surgery in the past and are not suitable for participating in this study as assessed by the investigators; included Those who have undergone other major surgery within the first 3 months and during the trial period, or who cannot recover from the side effects of any such surgery; syphilis, hepatitis B, HIV infection and carriers; long-term use of anticoagulants or blood system diseases; Unable to use effective contraception during the trial period and other conditions that the investigators deem inappropriate to participate in this trial. All operations were performed by a novel single-port robotic surgical operating system, and all surgical procedures were performed through an extraperitoneal approach. Surgical method: the surgical system is mainly composed of a remote console including a high-definition display, a surgical equipment trolley, a surgical execution system that accommodates a serpentine robotic arm, and a bendable serpentine robotic arm. In this study, the extraperitoneal approach was used. For radical prostatectomy, the patient was placed in a supine position, a longitudinal incision of about 3 cm was made below the umbilicus, the anterior rectus sheath was incised, the extraperitoneal space was separated, and an operating sheath was placed. A 12 mm trocar is placed between the right McBurney point and the umbilicus as an auxiliary hole. For partial nephrectomy and adrenal tumor resection, the patient is placed in the lateral position, and an 3cm incision is made 2 cm above the iliac crest on the midaxillary line as the main operating hole. The skin, subcutaneous tissue, and muscle were incised to the retroperitoneal cavity, and a 12mm trocar was placed at the level of the anterior superior iliac spine on the anterior axillary line as an auxiliary hole. The operation was performed after connecting each robotic arm. After the operation, the specimen was placed in the specimen bag, and a drainage tube is placed in the auxiliary hole, the specimen was taken out, and the incision was closed in turn. Preoperative basic information, operation time, blood loss, incision size, postoperative complications, preoperative and postoperative PSA score, eGFR index, postoperative pathological information and other perioperative information were collected. Results:A total of 17 patients were included in this study, including 6 with prostate cancer, 8 with renal tumor, and 3 with adrenal tumor. There were 9 males and 8 females, with an average age of (56.7±14.6) years and a BMI of (23.3±3.4) kg/m 2. The mean operation time of radical prostatectomy was (244.6±35.1) min, the mean operating time of the chief surgeon was (184.0±39.0) min, and the mean blood loss was (36.6±23.8) ml. Postoperative positive margin was found in 2 cases. The average operation time of partial nephrectomy was (189.6±49.4) minutes, the average operating time of the chief surgeon was (115±39.7) minutes, the average blood loss was (12.7±8.3) ml, and the average warm ischemia time was (23.1±10.8) minutes. There was no significant difference in the eGFR index before and after the operation ( P>0.05). The average operation time of adrenalectomy was (177.6±26.9) min, the average operating time of the chief surgeon was (99±20.4) min, and the average blood loss was (11.6±6.2) ml. The overall average operation time of the three surgical methods was (206.9±50.1) min, the overall average operating time of the chief surgeon was (136.5±51.1) min, the overall average blood loss was (21.0±9.2) ml, and the overall average incision size was (3.5±0.5) cm, all added a 12 mm auxiliary channel, and the overall average hospital stay was (8.1±2.7) days. All operations were successfully completed, and there was no conversion to open surgery during the operation, and no operation holes were added. There was no Clavien-Dindo≥grade 3 complication after operation. Conclusions:The novel single-port robot could safely and effectively perform radical prostatectomy, partial nephrectomy and adrenalectomy which are common in urology through extraperitoneal approach.
6.Effect of albumin to fibrinogen ratio on the prognosis of patients undergoing radical resection for colorectal cancer
Honggang WANG ; Haoran HU ; Yong XIA ; Yaxing ZHOU ; Long YANG ; Lijun LI ; Yong WANG ; Jianguo JIANG ; Qinghong LIU
Chinese Journal of General Surgery 2022;37(4):241-244
Objective:To investigate the effect of albumin to fibrinogen ratio on the prognosis of patients undergoing radical resection for colorectal cancer.Methods:Clinical and pathological data of 216 patients who underwent laparoscopic radical resection of colorectal cancer at the General Surgery Department of Taizhou People's Hospital from Aug 2015 to Jul 2017 were retrospectively analyzed. Albumin and fibrinogen results within 7 days before surgery was collected. The optimal cut-off point of AFR was determined by Youden index of ROC curve. Kaplan-Meier analysis, univariate and multivariate COX regression models were used to analyze the prognostic factors of OS and DFS.Results:The best postoperative OS threshold of AFR for patients undergoing laparoscopic radical resection of colorectal cancer was 9.43. Univariate analysis and multivariate COX regression analysis showed that age ≤65 years, TNM stage Ⅰ-Ⅱ, and AFR≥9.43 had better OS and DFS (all P<0.05). Conclusions:Preoperative AFR level had a good predictive value on postoperative survival of patients undergoing laparoscopic radical resection of colorectal cancer, and AFR<9.43 was an independent risk factor for postoperative OS and DFS.
7.Influence of dexmedetomidine on intestinal mucosal epithelial barrier function in spontaneous colitis mice
Hailin XING ; Haoran HU ; Yong XIA ; Honggang WANG
Chinese Journal of Inflammatory Bowel Diseases 2022;06(3):240-247
Objective:To investigate the influence of dexmedetomidine (DEX) on intestinal mucosal epithelial barrier function in spontaneous colitis mice.Methods:IL-10 gene knockout ( IL-10-/-) mouse was set as the model of spontaneous colitis. IL-10-/- mice were randomly divided into model group ( IL-10-/- group) and treatment group (DEX group) . The wild type mice (WT group) were set as control. The mice in DEX group was given intraperitoneal injection of 20 μg/kg DEX once a day for 14 days. The mice in IL-10-/- group and WT group were given the same volume of PBS intraperitoneal injection for 14 days. The disease activity index (DAI) , the weight change and colon histopathological score were caculated. The ratio of CD4 +CD45 + T cells in lamina propria of mucosa was detected by flow cytometry. The expression of inflammatory factors including interferon-γ (IFN-γ) and IL-17 was detected by enzyme linked immunosorbent assay (ELISA) . The mannitol permeability and transepithelial electrical resistance (TER) of colonic mucosa were detected by Ussing Chamber. The expression of tight junction proteins (Occludin and ZO-1) in intestinal epithelial cells was detected by confocal microscopy. The protein expression of Occludin, ZO-1, tumor necrosis factor-α (TNF-α) and tumor necrosis factor receptor 2 (TNFR2) was detected by Western blot. The colon cell apoptosis was detected by Tunel staining. The mRNA expression of TNF-α and TNFR2 was detected by fluorescence quantitative PCR. The differences of above indexes between the three groups were analyzed statistically. Results:(1) Inflammation: Compared with WT group, the DAI, histopathological score, ratio of CD4 +CD45 + T cells, expression of IFN-γ and IL-17 were higher in IL-10-/- group (all P<0.05) . Compared with IL-10-/- group, the DAI, histopathological score, ratio of CD4 +CD45 + T cells, expression of IFN-γ and IL-17 were lower in DEX group (all P<0.05) . (2) Permeability: Compared with WT group, the mannitol permeability was higher, TER was lower, the protein expression of Occludin and ZO-1 was lower in IL-10-/- group (all P<0.05) , and the location of proteins migrated. Compared with IL-10-/-group, the mannitol permeability was lower, TER was higher, the protein expression of Occludin and ZO-1 was higher in DEX group (all P<0.05) , and the location of proteins returned. (3) Apoptosis: Compared with WT group, the apoptosis cells were more, the protein expression of TNF-α and TNFR2 was higher, the mRNA expression of TNF-α and TNFR2 was higher in IL-10-/- group (all P<0.05) . Compared with IL-10-/- group, the apoptosis cells were less, the protein expression of TNF-α and TNFR2 was lower, the mRNA expression of TNF-α and TNFR2 was lower in DEX group (all P<0.05) . Conclusion:DEX is effective in ameliorating colitis of IL-10-/- mice, and the mechanism of improving intestinal mucosal barrier may be closely related to the reduction of intestinal permeability and the activity of TNF-α/TNFR2 apoptosis pathway.
8.Influence of dexmedetomidine on intestinal mucosal epithelial barrier function in spontaneous colitis mice
Hailin XING ; Haoran HU ; Yong XIA ; Honggang WANG
Chinese Journal of Inflammatory Bowel Diseases 2022;06(3):240-247
Objective:To investigate the influence of dexmedetomidine (DEX) on intestinal mucosal epithelial barrier function in spontaneous colitis mice.Methods:IL-10 gene knockout ( IL-10-/-) mouse was set as the model of spontaneous colitis. IL-10-/- mice were randomly divided into model group ( IL-10-/- group) and treatment group (DEX group) . The wild type mice (WT group) were set as control. The mice in DEX group was given intraperitoneal injection of 20 μg/kg DEX once a day for 14 days. The mice in IL-10-/- group and WT group were given the same volume of PBS intraperitoneal injection for 14 days. The disease activity index (DAI) , the weight change and colon histopathological score were caculated. The ratio of CD4 +CD45 + T cells in lamina propria of mucosa was detected by flow cytometry. The expression of inflammatory factors including interferon-γ (IFN-γ) and IL-17 was detected by enzyme linked immunosorbent assay (ELISA) . The mannitol permeability and transepithelial electrical resistance (TER) of colonic mucosa were detected by Ussing Chamber. The expression of tight junction proteins (Occludin and ZO-1) in intestinal epithelial cells was detected by confocal microscopy. The protein expression of Occludin, ZO-1, tumor necrosis factor-α (TNF-α) and tumor necrosis factor receptor 2 (TNFR2) was detected by Western blot. The colon cell apoptosis was detected by Tunel staining. The mRNA expression of TNF-α and TNFR2 was detected by fluorescence quantitative PCR. The differences of above indexes between the three groups were analyzed statistically. Results:(1) Inflammation: Compared with WT group, the DAI, histopathological score, ratio of CD4 +CD45 + T cells, expression of IFN-γ and IL-17 were higher in IL-10-/- group (all P<0.05) . Compared with IL-10-/- group, the DAI, histopathological score, ratio of CD4 +CD45 + T cells, expression of IFN-γ and IL-17 were lower in DEX group (all P<0.05) . (2) Permeability: Compared with WT group, the mannitol permeability was higher, TER was lower, the protein expression of Occludin and ZO-1 was lower in IL-10-/- group (all P<0.05) , and the location of proteins migrated. Compared with IL-10-/-group, the mannitol permeability was lower, TER was higher, the protein expression of Occludin and ZO-1 was higher in DEX group (all P<0.05) , and the location of proteins returned. (3) Apoptosis: Compared with WT group, the apoptosis cells were more, the protein expression of TNF-α and TNFR2 was higher, the mRNA expression of TNF-α and TNFR2 was higher in IL-10-/- group (all P<0.05) . Compared with IL-10-/- group, the apoptosis cells were less, the protein expression of TNF-α and TNFR2 was lower, the mRNA expression of TNF-α and TNFR2 was lower in DEX group (all P<0.05) . Conclusion:DEX is effective in ameliorating colitis of IL-10-/- mice, and the mechanism of improving intestinal mucosal barrier may be closely related to the reduction of intestinal permeability and the activity of TNF-α/TNFR2 apoptosis pathway.
9.Application of artificial intelligence in real-time monitoring of withdrawal speed of colonoscopy
Xiaoyun ZHU ; Lianlian WU ; Suqin LI ; Xia LI ; Jun ZHANG ; Shan HU ; Yiyun CHEN ; Honggang YU
Chinese Journal of Digestive Endoscopy 2020;37(2):125-130
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.
10.A detection model of colorectal polyps based on YOLO and ResNet deep convolutional neural networks (with video)
Suqin LI ; Lianlian WU ; Dexin GONG ; Shan HU ; Yiyun CHEN ; Xiaoyun ZHU ; Xia LI ; Honggang YU
Chinese Journal of Digestive Endoscopy 2020;37(8):584-590
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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