1.A fusion model of manually extracted visual features and deep learning features for rebleeding risk stratification in peptic ulcers.
Peishan ZHOU ; Wei YANG ; Qingyuan LI ; Xiaofang GUO ; Rong FU ; Side LIU
Journal of Southern Medical University 2025;45(1):197-205
OBJECTIVES:
We propose a multi-feature fusion model based on manually extracted features and deep learning features from endoscopic images for grading rebleeding risk of peptic ulcers.
METHODS:
Based on the endoscopic appearance of peptic ulcers, color features were extracted to distinguish active bleeding (Forrest I) from non-bleeding ulcers (Forrest II and III). The edge and texture features were used to describe the morphology and appearance of the ulcers in different grades. By integrating deep features extracted from a deep learning network with manually extracted visual features, a multi-feature representation of endoscopic images was created to predict the risk of rebleeding of peptic ulcers.
RESULTS:
In a dataset consisting of 3573 images from 708 patients with Forrest classification, the proposed multi-feature fusion model achieved an accuracy of 74.94% in the 6-level rebleeding risk classification task, outperforming the experienced physicians who had a classification accuracy of 59.9% (P<0.05). The F1 scores of the model for identifying Forrest Ib, IIa, and III ulcers were 90.16%, 75.44%, and 77.13%, respectively, demonstrating particularly good performance of the model for Forrest Ib ulcers. Compared with the first model for peptic ulcer rebleeding classification, the proposed model had improved F1 scores by 5.8%. In the simplified 3-level risk (high-risk, low-risk, and non-endoscopic treatment) classification task, the model achieved F1 scores of 93.74%, 81.30%, and 73.59%, respectively.
CONCLUSIONS
The proposed multi-feature fusion model integrating deep features from CNNs with manually extracted visual features effectively improves the accuracy of rebleeding risk classification for peptic ulcers, thus providing an efficient diagnostic tool for clinical assessment of rebleeding risks of peptic ulcers.
Humans
;
Deep Learning
;
Peptic Ulcer
;
Risk Assessment
;
Peptic Ulcer Hemorrhage
;
Recurrence
2.Analysis of the relationship between high altitude polycythemia and peptic ulcer bleeding.
Journal of Peking University(Health Sciences) 2022;54(1):161-165
OBJECTIVE:
To explore the relationship between high altitude polycythemia (HAPC) and peptic ulcer bleeding, in order to provide the evidence for the clinical diagnosis and treatment of peptic ulcer disease in Tibet of China.
METHODS:
A retrospective case-control study was conducted. Patients who hospitalized in the Department of Gastroenterology with the diagnosis of peptic ulcer bleeding from January 1, 2015 to April 30, 2021 in Tibet Autonomous Region People's Hospital were enrolled in the case group, and patients who hospitalized in the Department of Urology without tumor and without the history of peptic ulcer and gastrointestinal bleeding during the same period were selected as the control group. In the study, 1 ∶ 1 case matching was conducted between the two groups according to the gender, age (±2 years), ethnic group (Tibetan, Han), and the residence altitude level (grouped by < 4 000 m or ≥4 000 m), and 393 cases were included in the case group and the control group respectively. All the patients had lived in Tibet with the altitude >2 500 m for more than 1 year, and with age ≥ 18 years. The risk factors of peptic ulcer bleeding (place of residence, smoking, alcohol, the use of NSAIDs/anticoagulants, and combined with chronic diseases, such as HAPC, hypertension, diabetes mellitus, heart disease, hyperlipidemia, cerebrovascular disease, chronic lung disease, joint disease) were analyzed and compared between the two groups.
RESULTS:
There were 28 (7.1%) patients with HAPC in the case group, and 5 (1.3%) in the control group. The incidence of HAPC in the case group was significantly higher than those in the control group, P < 0.001, and the OR value was 5.953. Multivariate Logistic regression analysis showed that HAPC (OR=5.270, 95%CI: 1.806-15.380), living in cities and towns (OR=2.369, 95%CI: 1.559-3.602), alcohol (OR=3.238, 95%CI: 1.973-5.317) and the use of NSAIDs/anticoagulants (OR=20.584, 95%CI: 2.639-160.545) were the independent risk factors for peptic ulcer bleeding in Tibet. After adjusting for the possible confounding factors, such as living in cities and towns, alcohol, and the use of NSAIDs/anticoagulants, HAPC was associated with an increased risk of peptic ulcer bleeding in Tibet, and the OR value was 5.270.
CONCLUSION
HAPC was associated with a significantly increased risk of peptic ulcer bleeding in Tibet. Patients with HAPC and peptic ulcer should be diagnosed and treated actively, in order to avoid gastrointestinal bleeding and other serious complications.
Adolescent
;
Altitude
;
Case-Control Studies
;
Humans
;
Peptic Ulcer/epidemiology*
;
Polycythemia/epidemiology*
;
Retrospective Studies
;
Risk Factors
3.Mechanism of Magnoliae Officinalis Cortex in treatment of peptic ulcer based on network pharmacology and molecular docking.
Jue YANG ; Xiao LUO ; Fang LIU ; Lu-Jie LIN ; Yuan GAO ; Qi ZHOU
China Journal of Chinese Materia Medica 2021;46(17):4522-4530
Magnoliae Officinalis Cortex(Houpo) can treat peptic ulcer disease(PUD), the mechanism of which remains unclear. In this study, network pharmacology and molecular docking were employed to predict the mechanism of Houpo in the treatment of PUD. Through literature review and TCMSP screening, 15 main active ingredients were obtained. The SwissTargetPrediction database was used to predict the potential targets of the ingredients, and Therapeutic Target Database(TTD), DrugBank, and Human Phenotype Ontology(HPO) to screen the disease-related targets. A total of 49 potential targets were obtained by the intersection of active ingre-dients-related targets and disease-related targets. Cytoscape 3.6.1 was employed to construct the protein-protein interaction network for the targets with high confidence(score>0.700) screened out by STRING. The DAVID database was used for GO and KEGG pathway enrichment of potential targets. GO enrichment analysis showed that the treatment mechanism was mostly related to nuclear receptor activity, ligand-activated transcription factor activity, and G protein-coupled acetylcholine receptor activity. KEGG enrichment analysis found that Houpo could regulate material metabolism, endocrine system, p53 signaling pathway, and PPAR signaling pathway. Molecu-lar docking verified that all 15 ingredients had good binding activities with key targets(CHRM1, CHRM2, FABP1, mTOR, and STAT3). The results mean that Houpo can treat PUD by participating in cell metabolism, inhibiting inflammatory cytokines, and regulating cell proliferation and apoptosis.
Drugs, Chinese Herbal
;
Humans
;
Molecular Docking Simulation
;
Peptic Ulcer
;
Protein Interaction Maps
;
Receptor, Muscarinic M1
;
Signal Transduction
4.Risk factors for peptic ulcer disease in patients with end-stage renal disease receiving dialysis
Minah KIM ; Chang Seong KIM ; Eun Hui BAE ; Seong Kwon MA ; Soo Wan KIM
Kidney Research and Clinical Practice 2019;38(1):81-89
BACKGROUND: Compared to the general population, patients with end-stage renal disease have more gastrointestinal symptoms and a higher prevalence of peptic ulcer. Risk factors for peptic ulcer disease in patients with end-stage renal disease, however, remain poorly defined. This study aims to better identify those risk factors. METHODS: We analyzed 577 patients with end-stage renal disease from 2004 to 2016. We excluded patients with life-threatening conditions. All patients underwent upper endoscopy. We analyzed patient medical records, medication history, and endoscopic findings. Independent sample t test, chi-square test, Fisher’s exact test, and multiple logistic regression analysis were used in statistical analyses. RESULTS: Of the 577 patients with end-stage renal disease, 174 had peptic ulcer disease (gastric or duodenal ulcer). Patients on hemodialysis had a higher prevalence of peptic ulcer disease than those on peritoneal dialysis. Patients with peptic ulcer disease had lower serum albumin level and higher blood urea nitrogen level than those without peptic ulcer disease. Positive scores on two or more nutritional indices (albumin, serum cholesterol, uric acid, and creatinine levels) were associated with peptic ulcer disease in end-stage renal disease. CONCLUSION: Hemodialysis, hypoalbuminemia, and multiple malnutrition indices were associated with the prevalence of peptic ulcer disease in patients with end-stage renal disease receiving dialysis.
Blood Urea Nitrogen
;
Cholesterol
;
Creatinine
;
Dialysis
;
Endoscopy
;
Humans
;
Hypoalbuminemia
;
Kidney Failure, Chronic
;
Logistic Models
;
Malnutrition
;
Medical Records
;
Nutrition Assessment
;
Peptic Ulcer
;
Peritoneal Dialysis
;
Prevalence
;
Renal Dialysis
;
Risk Factors
;
Serum Albumin
;
Uric Acid
5.Functional Dyspepsia
The Korean Journal of Gastroenterology 2019;73(2):77-83
Dyspepsia is a common problem, and when dyspeptic symptoms develop within a short period of time, organic diseases such as gastroesophageal reflux disease, peptic ulcer diseases, pancreatoduodenal diseases, and gastrointestinal cancers should be suspected. Furthermore, functional dyspepsia (FD) should be considered if chronic or recurrent symptoms persist after eliminating underlying disease. FD is classified as epigastric pain syndrome (EPS) or postprandial distress syndrome (PDS), but these two conditions may overlap. Patients with the EPS subtype can be treated with proton pump inhibitors (PPIs), whereas patients with the PDS subtype may be managed primarily with prokinetics, and patients with EPS and PDS can be co-administered PPIs and prokinetics. Helicobacter pylori eradication therapy can be administered on a test-and-treat basis when PPIs and prokinetics are ineffective or to younger patients with chronic dyspepsia, and tricyclic antidepressants can be used as a secondary treatment because they are effective in patients with the EPS subtype. In addition, because the pathophysiology of FD is diverse, dietary education and stress management are required in addition to medical therapy, and should substantially aid treatment and long-term management. Here, we introduce and summarize recently published guidelines for the treatment of FD.
Antidepressive Agents, Tricyclic
;
Dyspepsia
;
Education
;
Gastroesophageal Reflux
;
Gastrointestinal Neoplasms
;
Helicobacter pylori
;
Humans
;
Peptic Ulcer
;
Proton Pump Inhibitors
6.Benign Gastric Ulcer with Epstein-Barr Virus Infection Mimicking Malignant Gastric Ulcer
Jin Wuk GWAK ; Jiwon YOO ; Seong O SUH ; Jaeyeon KIM ; In Soo OH ; Ji Yoon BAE
The Korean Journal of Gastroenterology 2019;73(3):177-181
Epstein-Barr virus (EBV) is the cause of infectious mononucleosis, which is characterized by fever, lymphadenopathy, and sore throat. On the other hand, gastrointestinal symptoms of EBV infection like dyspepsia, abdominal pain are non-specific and rarely encountered, which means it is difficult to diagnose gastric involvement of EBV infection without suspicion. The relation between gastric carcinoma and gastric lymphoma associated with EBV infection is well defined, but relations with other EBV-associated gastrointestinal diseases such as gastritis and peptic ulcer disease have rarely been reported. We report a case of benign gastric ulcer with EBV infection confirmed by endoscopic and histological findings.
Abdominal Pain
;
Dyspepsia
;
Epstein-Barr Virus Infections
;
Fever
;
Gastritis
;
Gastrointestinal Diseases
;
Hand
;
Helicobacter pylori
;
Herpesvirus 4, Human
;
In Situ Hybridization
;
Infectious Mononucleosis
;
Lymphatic Diseases
;
Lymphoma
;
Peptic Ulcer
;
Pharyngitis
;
Stomach Ulcer
7.Huge Intramural Duodenal Hematoma Complicated with Obstructive Jaundice following Endoscopic Hemostasis.
Hak Su KIM ; Hee Kyoung KIM ; Won Hee KIM ; Sung Pyo HONG ; Joo Young CHO
The Korean Journal of Gastroenterology 2019;73(1):39-44
Intramural hematoma of the duodenum is a relatively unusual complication associated with the endoscopic treatment of bleeding peptic ulcers. Intramural hematomas are typically resolved spontaneously with conservative treatment alone. We report a case of an intramural duodenal hematoma following endoscopic hemostasis with epinephrine injection therapy, which was associated with transient obstructive jaundice in a patient undergoing hemodialysis. The patient developed biliary sepsis due to obstruction of the common bile duct secondary to the huge hematoma. He was treated with fluoroscopy-guided drainage catheter insertion, which spontaneously resolved the biliary sepsis through conservative treatment in 6 weeks. Fluoroscopy-guided drainage may impact the treatment of intramural hematomas that involve life-threatening complications.
Catheters
;
Cholestasis
;
Common Bile Duct
;
Drainage
;
Duodenal Ulcer
;
Duodenum
;
Epinephrine
;
Hematoma*
;
Hemorrhage
;
Hemostasis, Endoscopic*
;
Humans
;
Jaundice, Obstructive*
;
Peptic Ulcer
;
Renal Dialysis
;
Sepsis
8.Usefulness of Ultrasonography in the Diagnosis of Peptic Ulcer Disease in Children.
Eun Joo LEE ; Yeoun Joo LEE ; Jae Hong PARK
Pediatric Gastroenterology, Hepatology & Nutrition 2019;22(1):57-62
PURPOSE: This study was performed to assess the clinical usefulness of transabdominal ultrasonography (TUS) in detecting peptic ulcer disease (PUD) in children. METHODS: Twenty-four patients (19 boys, 5 girls; mean age, 10.6±4.5 years [range, 3.0–17.9 years]) who were admitted to the hospital for acute abdomen or gastrointestinal bleeding and diagnosed with PUD by endoscopy and who underwent TUS were included. Clinical data were retrospectively collected by reviewing patient medical records. Gastric ulcer (GU) was suspected when the gastric wall exceeded 8 mm in thickness and had lost its five-layer structure on TUS. Duodenal ulcer (DU) was suspected if the duodenal wall thickness exceeded 5 mm. RESULTS: Sensitivity of TUS in diagnosing PUD was 66.7% for GU and 38.9% for DU. Mean age and body weight of the 11 patients suspected with PUD on TUS were 10.9±4.4 years and 38.1±17.2 kg, respectively. For 13 patients without suspected PUD, they were 12.1±4.1 years and 39.6±17.0 kg, respectively. There was a significant difference in height, weight, and body mass index between patients who were suspected to have PUD and those who were not suspected on TUS (p=0.014, 0.008, and 0.005, respectively). A significant difference in the sensitivity of TUS in diagnosing PUD was found between patients under 30 kg and those over 30 kg (88.9% and 20.0%, respectively; p=0.003). CONCLUSION: TUS investigation of the stomach and duodenum is an efficient method for PUD detection in children with low body weight. TUS can be used in preliminary diagnostic work-up before further invasive tests.
Abdomen, Acute
;
Body Mass Index
;
Body Weight
;
Child*
;
Diagnosis*
;
Duodenal Ulcer
;
Duodenum
;
Endoscopy
;
Female
;
Hemorrhage
;
Humans
;
Medical Records
;
Methods
;
Peptic Ulcer*
;
Retrospective Studies
;
Stomach
;
Stomach Ulcer
;
Ultrasonography*
9.Laparoscopic Single Figure of Eight Suturing Omentopexy for the Treatment of a Perforated Duodenal Ulcer
Jung Jun YOON ; Hyung Ook KIM ; Kyung Uk JUNG ; Sung Ryol LEE
Journal of Minimally Invasive Surgery 2019;22(1):23-28
PURPOSE: Safe and effective surgical treatment of peptic ulcer perforations is fundamental to achieve favorable outcomes. We present laparoscopic single figure of eight suturing omentopexy for perforated duodenal ulcer and review associated clinical outcomes. This is a new formulaic surgical technique for laparoscopic omentopexy. METHODS: Laparoscopic single figure of eight suturing omentopexies for perforated duodenal ulcer were completed in 15 consecutive patients between April 2008 and November 2017 at Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea. Using prospectively collected data, we performed an observational study on an intention-to-treat basis. RESULTS: The mean age of the 15 patients who underwent laparoscopic repair was 41.7±13.9 years. The perforation site was the anterior duodenal bulb in all patients. The median perforation size was 5 mm (range: 3~8 mm). The mean operation time was 66.7±19.6 minutes. There was no evidence of leakage from the omentopexy site clinically or in the postoperative upper gastrointestinal series. One patient (6.7%) experienced the postoperative complication of pneumothorax. There were no cases of postoperative mortality or reoperation within 30 days after surgery. The median time to tolerance of regular diet was 6 (range: 4~9) days. The median postoperative hospital stay was 7 days (range: 5~11 days). CONCLUSION: Laparoscopic single figure of eight suturing omentopexy can be a viable option in the surgical management of perforated duodenal ulcer in selected patients without surgical risk factors. Laparoscopic single figure of eight suturing omentopexy is safe and easy to perform, and may therefore reduce operation time.
Diet
;
Duodenal Ulcer
;
Humans
;
Korea
;
Laparoscopy
;
Length of Stay
;
Mortality
;
Observational Study
;
Peptic Ulcer Perforation
;
Pneumothorax
;
Postoperative Complications
;
Prospective Studies
;
Reoperation
;
Risk Factors
;
Seoul
10.Prevalence of and Risk Factors for Diseases in Korean Americans and Native Koreans Undergoing Health Checkup
So Young JO ; Hyojin PARK ; Byoung Kwon LEE ; Su Jung BAIK ; Hyun Ju LEE ; Yoo Mi PARK
Korean Journal of Family Medicine 2019;40(6):388-394
BACKGROUND: Korean Americans constitute the fifth largest subgroup in the Asian American population. Despite their increasing population, research and guidelines regarding their health status assessment and disease screening are lacking. This study aimed to compare the prevalence of diseases in Korean Americans and native Koreans to determine the risk factors and guidelines for disease screening. METHODS: Patients who visited the Gangnam Severance Hospital from February 2010 to May 2015 for a health checkup were enrolled in this study. Baseline characteristics, laboratory data, and the organs (stomach, colon, thyroid, brain, prostate, lung, liver, kidney, pancreas, adrenal gland, and heart) of patients were examined. Data regarding patients' dietary patterns were also obtained. Overall, 1,514 Korean Americans (group 1) and 1,514 native Koreans (group 2) were enrolled. RESULTS: The following diseases were more prevalent in group 1 than in group 2: reflux esophagitis (12.9% vs. 10%), gastric ulcer (3.0% vs. 5.5%), colorectal polyp (37.7% vs. 28.7%), hemorrhoids (32.2% vs. 29.9%), and benign prostatic hyperplasia (30.2% vs. 14.3%). Although not statistically significant, coronary artery disease has a high prevalence rate of >20% in both groups. Dietary patterns were not significant between the two groups. CONCLUSION: This study showed that the prevalence of several diseases in Korean Americans differed from that observed in native Koreans. Therefore, a foundation for setting up new guidelines for disease screening among Korean Americans is established.
Adrenal Glands
;
Asian Americans
;
Brain
;
Colon
;
Coronary Artery Disease
;
Esophagitis, Peptic
;
Hemorrhoids
;
Humans
;
Kidney
;
Liver
;
Lung
;
Mass Screening
;
Pancreas
;
Polyps
;
Prevalence
;
Prostate
;
Prostatic Hyperplasia
;
Risk Factors
;
Stomach Ulcer
;
Thyroid Gland

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