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.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
5.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
6.Massive Duodenal Bleeding after the Migration of Endovascular Coils into the Small Bowel
Chung Jo CHOI ; Hyun LIM ; Dong Suk KIM ; Yong Seol JEONG ; Sang Young PARK ; Jeong Eun KIM
Clinical Endoscopy 2019;52(6):612-615
Among gastrointestinal emergencies, acute upper gastrointestinal bleeding remains a challenging clinical problem owing to significant patient morbidity and costs involved in management. Endoscopic hemostatic therapy is the mainstay of treatment and decreases the incidence of re-bleeding, the need for surgery, morbidity, and mortality. However, in 8%–15% of patients with upper gastrointestinal bleeding, endoscopic hemostatic therapy does not successfully control bleeding. Trans-arterial coil embolization is an effective alternative treatment for endoscopic hemostatic failure; however, this procedure can induce adverse outcomes, such as non-target vessel occlusion, vessel dissection and perforation, and coil migration. Coil migration is rare but causes severe complications, such as re-bleeding and bowel ischemia. However, in most cases, coil migration is local and involves spontaneous healing without serious complications. Here, we report the case of a patient who underwent trans-arterial coil embolization of the gastroduodenal artery with the purpose of controlling massive duodenal bleeding, resulting in a fatal outcome caused by coil migration.
Arteries
;
Embolization, Therapeutic
;
Emergencies
;
Endoscopy
;
Fatal Outcome
;
Hemorrhage
;
Humans
;
Incidence
;
Ischemia
;
Mortality
;
Peptic Ulcer Hemorrhage
7.A case of gastroduodenal ulcer complicating Kawasaki disease
Hanbyul SOHN ; Kyeongmin KIM ; Hong KOH ; Seung KIM
Pediatric Emergency Medicine Journal 2019;6(2):81-85
Kawasaki disease (KD) is a systemic vasculitis associated with various clinical manifestations and complications, such as gastrointestinal abnormalities. We report a 3-year-old boy who presented with hematemesis and diffuse gastroduodenal ulcerations complicating KD. He received standard medical therapy for the disease and gastric ulcer, which showed effect after a few days. Although rare, peptic ulcers should be considered a complication of KD to ensure early diagnosis and treatment as it may cause severe morbidity.
Child
;
Child, Preschool
;
Early Diagnosis
;
Endoscopy
;
Hematemesis
;
Humans
;
Male
;
Mucocutaneous Lymph Node Syndrome
;
Peptic Ulcer
;
Stomach Ulcer
;
Systemic Vasculitis
8.Peptic Ulcer-related Stenosis
The Korean Journal of Helicobacter and Upper Gastrointestinal Research 2019;19(1):10-15
Peptic ulcer disease involves breakdown of the epithelial lining of the stomach or duodenum. Stenosis and associated gastric outlet obstruction is the least frequent complication of peptic ulcer disease. Most cases of stenosis occur because of duodenal or pyloric cannel ulceration. Although etiologies of peptic ulcer disease and the affected patient populations have changed, the most common etiologic factors remain Helicobacter pylori infection and use of non-steroidal anti-inflammatory drugs. In recent years, eradication of H. pylori and the use of proton pump inhibitors have reduced the incidence of complications. Because the predominant cause of gastric outlet obstruction has increasingly been attributed to malignant cancer in recent years, endoscopic examination is important to differentiate benign peptic stenosis from malignant stenosis. Medical treatment such as acid-reducing drugs or H. pylori eradication is the mainstay of treatment. Endoscopic dilation or surgical management may be considered in cases of refractory or recurrent stenosis despite medical treatment. Among the major complications of peptic ulcer disease, this report will provide an overview of peptic ulcer-related stenosis.
Constriction, Pathologic
;
Dilatation
;
Duodenum
;
Endoscopy
;
Gastric Outlet Obstruction
;
Helicobacter pylori
;
Humans
;
Incidence
;
Peptic Ulcer
;
Proton Pump Inhibitors
;
Stomach
;
Ulcer
9.Refractory Peptic Ulcer Disease
The Korean Journal of Helicobacter and Upper Gastrointestinal Research 2019;19(1):5-9
The eradication of Helicobacter pylori and the widespread use of effective antisecretory therapies, including proton pump inhibitors, have improved the management of peptic ulcer disease. However, in some patients, peptic ulcer disease is refractory to 8 to 12 weeks of standard antisecretory drug treatment. For refractory peptic ulcer disease, further evaluation of the risk factors and causes of refractory peptic ulcer disease, including patient risk factors and noncompliance (smoking, nonsteroidal anti-inflammatory drug use, and noncompliance with medical treatment), persistent H. pylori infection, and non-H. pylori-related factors (giant ulcer, gastrinoma, infections other than H. pylori, and malignancy), is essential. The treatment should focus on the cause of the refractory peptic ulcer disease, avoiding smoking and nonsteroidal anti-inflammatory drug, the treatment of persistent H. pylori, use of high-dose proton pump inhibitors, or surgical excision of gastrinomas. Surgery should be considered in patients who are at high risk for complications and recurrent peptic ulcer disease despite medical treatment. In this review, I describe the diagnosis and treatment of refractory peptic ulcer disease.
Anti-Inflammatory Agents, Non-Steroidal
;
Diagnosis
;
Gastrinoma
;
Helicobacter pylori
;
Humans
;
Peptic Ulcer
;
Proton Pump Inhibitors
;
Risk Factors
;
Smoke
;
Smoking
;
Ulcer
10.Can Helicobacter pylori Infection Accelerate the Healing of Nonsteroidal Anti-inflammatory Drugs-induced Peptic Ulcer and Bleeding?
The Korean Journal of Helicobacter and Upper Gastrointestinal Research 2019;19(1):1-4
No abstract available.
Helicobacter pylori
;
Helicobacter
;
Hemorrhage
;
Peptic Ulcer

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