2.Recent research on machine learning in the diagnosis and treatment of necrotizing enterocolitis in neonates.
Cheng CUI ; Fei-Long CHEN ; Lu-Quan LI
Chinese Journal of Contemporary Pediatrics 2023;25(7):767-773
Necrotizing enterocolitis (NEC), with the main manifestations of bloody stool, abdominal distension, and vomiting, is one of the leading causes of death in neonates, and early identification and diagnosis are crucial for the prognosis of NEC. The emergence and development of machine learning has provided the potential for early, rapid, and accurate identification of this disease. This article summarizes the algorithms of machine learning recently used in NEC, analyzes the high-risk predictive factors revealed by these algorithms, evaluates the ability and characteristics of machine learning in the etiology, definition, and diagnosis of NEC, and discusses the challenges and prospects for the future application of machine learning in NEC.
Infant, Newborn
;
Humans
;
Enterocolitis, Necrotizing/therapy*
;
Infant, Newborn, Diseases
;
Prognosis
;
Gastrointestinal Hemorrhage/diagnosis*
;
Machine Learning
3.The clinical value of von Willebrand factor and VITRO score in evaluating disease progression in patients with HBV infection.
Ya Lan GUAN ; Da Zhi ZHANG ; Yi Xuan YANG ; Ren Jun WAN ; Lu Qi TANG ; Wei Qiong ZENG ; Juan KANG
Chinese Journal of Hepatology 2022;30(3):309-315
Objective: To explore the clinical value of von Willebrand Factor (vWF) and VITRO score (vWF:Ag/platelet count) in assessing disease progression in patients with HBV infection. Methods: Randomly collect relevant clinical data of 308 patients with HBV infection (including 154 cases of chronic hepatitis B, 66 cases of hepatitis B cirrhosis in compensatory period, 88 cases of hepatitis B cirrhosis in decompensated period) from December 1, 2018 to January 5, 2021 in the Second Affiliated Hospital of Chongqing Medical University. The vWF values are measured by a uniform optical method, and all data are included using a uniform standard. Analyze the difference and significance of plasma vWF level and VITRO score in chronic hepatitis B, hepatitis B cirrhosis in the compensatory phase and decompensated phase. Results: The plasma vWF level and VITRO score of the chronic hepatitis B group were (139.47±76.44) and (0.86±0.8), respectively, and the hepatitis B cirrhosis compensated group was (164.95±67.12 and 1.44±1.14), respectively. Hepatitis cirrhosis decompensated group were (317.48±103.32 and 6.81±4.98), respectively; plasma vWF level and VITRO score increased with the progression of HBV infection, and the difference was statistically significant (F=133.669,P=0.000F=137.598,P=0.000).The plasma vWF level and VITRO score in patients with hepatitis B cirrhosis were (185.65±85.07 and 2.3±2.37) in the Child-Pugh A group, (304.74±105.81 and 6.37±5.19) in the B grade group, and (369.48±73.238.28±5.38) in the C grade group; plasma vWF level and VITRO score in patients with hepatitis B cirrhosis increased with the increase of Child-Pugh grade, and the difference was statistically significant (F=60.236, P=0.000F=32.854, P=0.000). The area under the curve (AUC) of plasma vWF level and VITRO score for diagnosing the decompensated stage of hepatitis B cirrhosis were 0.897 [95% confidence interval (CI): 0.855-0.940, P<0.01], 0.949 [95% CI: 0.916-0.982, P<0.01). When the vWF level and VITRO score were taken as cut-off values of 238.5% and 1.65, respectively, the sensitivity of diagnosing the decompensated stage of hepatitis B cirrhosis was 79.5% and 94.3%, the specificity was 92.3% and 87.7%, and the positive predictive value was 80.5% and 94.3%, the negative predictive value was 91.9% and 97.5%, and the diagnostic accuracy was 88.6% and 89.3%. Among the patients with decompensated hepatitis B cirrhosis, the level of vWF in the group with gastrointestinal bleeding (367.24±68.29)% was significantly higher than that in the group without gastrointestinal bleeding (286.15±109.69)%, and the difference was statistically significant (P<0.001) The VITRO score of the group with gastrointestinal bleeding (9.12±5.4) was significantly higher than that of the group without gastrointestinal bleeding (5.36±4.13), and the difference was statistically significant (P<0.01). The vWF level in the spontaneous peritonitis group was (341.73±87.92)% higher than that in the non-spontaneous peritonitis group (296.32±111.74)%, and the difference was statistically significant (P<0.05). There was no statistical difference in VITRO score between the two groups. significance. Conclusion: Plasma vWF level and VITRO score can evaluate the progression of liver disease and the degree of decompensation of liver cirrhosis in patients with HBV infection, and have a predictive effect on various complications after decompensation of liver cirrhosis, and have certain guiding significance for early intervention measures.
Disease Progression
;
Gastrointestinal Hemorrhage/etiology*
;
Hepatitis B/complications*
;
Hepatitis B virus
;
Hepatitis B, Chronic/diagnosis*
;
Humans
;
Liver Cirrhosis/virology*
;
Peritonitis/complications*
;
von Willebrand Factor/analysis*
4.Characteristics and Prognosis of Microscopic Polyangiitis Patients with Diffuse Alveolar Hemorrhage and Interstitial Lung Disease.
Gu YU ; Zhang TING ; Peng MIN ; Shi JU-HONG
Chinese Medical Sciences Journal 2022;37(4):293-302
Objective To evaluate the clinical characteristics and prognostic predictors of patients with diffuse alveolar hemorrhage (DAH) and/or interstitial lung disease (ILD) secondary to microscopic polyangiitis (MPA) in a Chinese general hospital. Methods We retrospectively reviewed the medical records of MPA patients admitted to internal medicine departments between the year 2002 and 2012. The patients were divided into the ILD, DAH, DAH combined with ILD (DAHILD), and no pulmonary involvement (NPI) groups according to pulmonary involvement patterns. The clinical characteristics at diagnosis were analyzed. The risk factors associated with short-term death and long-term death were identified with Logistic regression and Cox analysis.Results Of 193 newly diagnosed MPA patients, 181 patients were enrolled in the research, of which 19 had DAH alone, 96 had ILD alone, 18 had DAH and DAH concurrently, and 48 had NPI. The median of serum creatine level in the DAH group was 449 μmol/L, significantly higher than that in the ILD group (123 μmol/L, Nemenyi = -35.215, P = 0.045) and DAHILD group (359 μmol/L, Nemenyi = -43.609, P = 0.007). The median follow-up time was 67 (range: 1-199) months. Patients in the ILD group were older than those in the DAH group (median: 69 years vs. 57 years, Nemenyi = 43.853, P= 0.005). The patients with both DAH and ILD had combined features of the two subtypes, and the highest mortality (72.2% at the end of follow-up). The elevated white blood cell count was a risk factor for short-term death (OR = 1.103, 95%CI: 1.008-1.207, P = 0.032 for one month; OR = 1.103, 95%CI: 1.026-1.186, P = 0.008 for one year). Old age (HR= 1.044, 95%CI: 1.023-1.066, P < 0.001), cardiovascular system involvement (HR = 2.093, 95%CI: 1.195-3.665, P = 0.010), poor renal function (HR = 1.001, 95%CI: 1.000-1.002, P = 0.032) were risk factors for long-term death. Pulmonary infections (38/54) were the leading causes of death, especially for the patients with ILD. Besides, 49 patients suffered from pulmonary infections in the first year after diagnosis. Conclusions MPA patients who presented with different pulmonary involvement patterns have completely different clinical features. These subtypes probably have different pathogenesis and should be studied separately.
Humans
;
Microscopic Polyangiitis/diagnosis*
;
Retrospective Studies
;
Lung Diseases, Interstitial/complications*
;
Hemorrhage/complications*
;
Prognosis
5.Duodenal Leiomyosarcoma Presenting with Gastrointestinal Bleeding and Obstruction: A Case Report
Seung Min HONG ; Gwang Ha KIM ; Dami KIM ; Sojeong LEE
The Korean Journal of Gastroenterology 2020;75(2):94-97
Duodenal leiomyosarcoma is a rare condition with a poor prognosis. Early diagnosis of duodenal leiomyosarcoma is challenging because it presents with nonspecific symptoms and endoscopic biopsies usually do not enable a definitive diagnosis. Duodenal leiomyosarcomas are diagnosed on the basis of the histopathological identification of a mesenchymal lesion composed of malignant tumor cells that on immunohistochemical examination is positive for smooth muscle actin and desmin. We report the case of a 38-year-old man who presented with gastrointestinal bleeding and obstruction who was diagnosed with duodenal leiomyosarcoma after surgical resection.
Actins
;
Adult
;
Biopsy
;
Desmin
;
Diagnosis
;
Duodenal Obstruction
;
Early Diagnosis
;
Gastrointestinal Hemorrhage
;
Hemorrhage
;
Humans
;
Leiomyosarcoma
;
Muscle, Smooth
;
Prognosis
6.Acute Suppurative Appendicitis Diagnosed by Acute Lower Gastrointestinal Hemorrhage.
Dae ha KIM ; Ju Han LEE ; Dongwoo KIM ; Suhyun HWANG ; Kyuho KANG ; Ja Seol KOO
The Korean Journal of Gastroenterology 2019;73(1):45-49
A 49-year-old man visited the emergency room of Korea University Ansan Hospital with hematochezia starting the day before the visit. Recently, he was on anti-platelet medication due to hypertension. The patient had no definite symptoms other than hematochezia. Digital rectal exam was positive and laboratory tests showed severe anemia. Sigmoidoscopy was initiated and almost no fecal material was observed in the intestinal tract, allowing insertion into the cecum. Active bleeding from the appendiceal opening was noted. On abdominal CT, contrast enhancement was observed at the tip of the appendix. Under suspicion of acute appendicitis, we consulted with a surgeon. The patient underwent appendectomy with partial cecal resection. Pathologic examination revealed a diagnosis of appendix bleeding due to acute suppurative appendicitis. The patient had no further bleeding after surgery and was discharged in a stable state. Careful observation by the endoscopist is necessary for accurate diagnosis of lower gastrointestinal hemorrhage. Appendiceal hemorrhage is very rarely reported, but it has various pathophysiologies. CT scan is useful when appendiceal hemorrhage is confirmed by endoscopic findings. Surgical treatment was needed in almost all cases reported worldwide. If bleeding from the appendix is confirmed, surgical treatment should be considered for both therapeutic and diagnostic purposes.
Anemia
;
Appendectomy
;
Appendicitis*
;
Appendix
;
Cecum
;
Colonoscopy
;
Diagnosis
;
Emergency Service, Hospital
;
Gastrointestinal Hemorrhage*
;
Gyeonggi-do
;
Hemorrhage
;
Humans
;
Hypertension
;
Korea
;
Middle Aged
;
Sigmoidoscopy
;
Tomography, X-Ray Computed
7.Endoscopic Diagnosis of Aortoesophageal Fistula Not Presenting Hematemesis.
Jong Yoon LEE ; Jin Seok JANG ; Dong Kyun KIM ; Jae Hwang CHA ; Won Jong CHOI
The Korean Journal of Gastroenterology 2019;73(1):35-38
Aortoesophageal fistula (AEF) is an extremely rare but lethal cause of massive gastrointestinal hemorrhage. Characteristic symptoms are mid-thoracic pain, sentinel minor hemorrhage, and massive hemorrhage after a symptom-free interval. Prompt diagnosis and immediate treatments are necessary to reduce mortality. However, AEF is difficult to diagnose because it is uncommon and often leads to death with massive bleeding before proper evaluation. We report a case of endoscopic diagnosis of AEF that did not present with hematemesis; it was treated with thoracic endovascular aortic repair (TEVAR) and surgery. A 71-year-old female presented to the emergency department with epigastric discomfort. Endoscopy demonstrated a submucosal tumor-like protrusion and pulsating mass with blood clots. Contrast-enhanced chest CT confirmed AEF due to descending thoracic aortic aneurysm. The patient immediately underwent TEVAR to prevent massive bleeding and subsequently underwent surgery. Endoscopists should consider AEF if they see a submucosal tumor-like mass with a central ulcerative lesion or a pulsating protrusion covered with blood clots in mid-esophagus during an endoscopy.
Aged
;
Aortic Aneurysm
;
Aortic Aneurysm, Thoracic
;
Diagnosis*
;
Emergency Service, Hospital
;
Endoscopy
;
Female
;
Fistula*
;
Gastrointestinal Hemorrhage
;
Hematemesis*
;
Hemorrhage
;
Humans
;
Mortality
;
Tomography, X-Ray Computed
;
Ulcer
8.A Case of Canalicular Adenoma Arising on the Upper Lip.
Seong Hoon SEO ; Jong Hoon KIM ; Hyunseo CHA ; Mi Ryung ROH
Korean Journal of Dermatology 2019;57(1):24-27
Canalicular adenoma is a rare benign tumor that arises in the minor salivary gland. Clinically, it usually presents as an asymptomatic nodule on the upper lip or buccal mucosa. It is necessary to histopathologically differentiate canalicular adenoma from basal cell adenoma and adenoid cystic carcinoma. Canalicular adenoma shows tubular structures composed of 1 or 2 layers of columnar cells and intraluminal hemorrhage. Squamous morules, which seem to represent metaplasia, are a unique finding for this tumor. Immunohistochemical staining is often helpful for the diagnosis of canalicular adenoma, which is positive for S-100 and CK (AE1/3). Herein, we report a case of canalicular adenoma in a 71-year-old man who presented with an asymptomatic nodule on the upper lip. As far as we know, this is the first report of canalicular in Korean Dermatology Journal.
Adenoma*
;
Aged
;
Carcinoma, Adenoid Cystic
;
Dermatology
;
Diagnosis
;
Hemorrhage
;
Humans
;
Lip*
;
Metaplasia
;
Mouth Mucosa
;
Salivary Glands, Minor
9.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*
10.Clinical Effectiveness of High-Flow Nasal Cannula in Hypoxaemic Patients during Bronchoscopic Procedures.
Sang Mi CHUNG ; Ju Whan CHOI ; Young Seok LEE ; Jong Hyun CHOI ; Jee Youn OH ; Kyung Hoon MIN ; Gyu Young HUR ; Sung Yong LEE ; Jae Jeong SHIM ; Kyung Ho KANG
Tuberculosis and Respiratory Diseases 2019;82(1):81-85
BACKGROUND: Bronchoscopy is a useful diagnostic and therapeutic tool. However, the clinical use of high-flow nasal cannula (HFNC) in adults with acute respiratory failure for diagnostic and invasive procedures has not been well evaluated. We present our experiences of well-tolerated diagnostic bronchoscopy as well as cases of improved saturation in hypoxaemic patients after a therapeutic bronchoscopic procedure. METHODS: We retrospectively reviewed data of hypoxaemic patients who had undergone bronchoscopy for diagnostic or therapeutic purposes from October 2015 to February 2017. RESULTS: Ten patients (44–75 years of age) were enrolled. The clinical purposes of bronchoscopy were for diagnosis in seven patients and for intervention in three patients. For the diagnoses, we performed bronchoalveolar lavage in six patients. One patient underwent endobronchial ultrasonography with transbronchial needle aspiration of a lymph node to investigate tumour involvement. Patients who underwent bronchoscopy for therapeutic interventions had endobronchial mass or blood clot removal with cryotherapy for bleeding control. The mean saturation (SpO2) of pre-bronchoscopy in room air was 84.1%. The lowest and highest mean saturation with HFNC during the procedure was 95% and 99.4, respectively. The mean saturation in room air post-bronchoscopy was 87.4%, which was 3.3% higher than the mean room air SpO2 pre-bronchoscopy. Seven patients with diagnostic bronchoscopy had no hypoxic event. Three patients with interventional bronchoscopy showed improvement in saturation after the procedure. Bronchoscopy was well tolerated in all 10 cases. CONCLUSION: This study suggests that the use of HFNC in hypoxaemic patients during diagnostic and therapeutic bronchoscopy procedures has clinical effectiveness.
Adult
;
Anoxia
;
Bronchoalveolar Lavage
;
Bronchoscopy
;
Catheters*
;
Cryotherapy
;
Diagnosis
;
Hemorrhage
;
Humans
;
Lymph Nodes
;
Needles
;
Oxygen
;
Respiratory Insufficiency
;
Retrospective Studies
;
Treatment Outcome*
;
Ultrasonography

Result Analysis
Print
Save
E-mail