Nomogram predicts in-hospital mortality in patients with emergency gastrointestinal bleeding: A multicenter

Ying Li1, Mengmeng Wu1,2, Lanxin Ouyang1

  • 1Emergency Department, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430014, China.

Scientific Reports
|October 22, 2025
PubMed

Insights

This study created a nomogram for emergency departments to predict in-hospital mortality risk in patients with gastrointestinal bleeding (GIB). The tool identifies key risk factors, aiding clinicians in better patient management and prognosis.

Area of Science:

  • Emergency Medicine
  • Gastroenterology
  • Clinical Prognostics

Background:

  • Gastrointestinal bleeding (GIB) presents a significant clinical challenge in emergency departments (EDs), associated with high rates of morbidity and mortality.
  • Effective risk stratification tools are crucial for managing patients with emergency GIB and optimizing clinical decision-making.

Purpose of the Study:

  • To develop and internally validate an emergency department-based nomogram for predicting in-hospital mortality risk in patients with GIB.
  • To identify independent risk factors associated with mortality in this patient population.

Main Methods:

  • Retrospective cohort analysis of 847 patients with GIB admitted to Wuhan Central Hospital between January and December 2023.
  • Least absolute shrinkage and selection operator (LASSO) regression for variable selection and multivariable logistic regression for nomogram construction.
  • Model performance evaluated using Area Under the Receiver Operating Characteristic Curve (AUC), calibration, and decision curve analyses.

Main Results:

  • In-hospital mortality rate was 8.85% (75/847). Non-survivors were older and presented with lower blood pressure, higher heart rate, and elevated shock index.
  • Independent predictors of mortality included ambulance arrival, shock index > 1, ICU admission, malignancy, and lack of hemostatic procedures.
  • The nomogram demonstrated good discrimination with AUCs of 0.862 (training) and 0.846 (validation).

Conclusions:

  • The developed nomogram shows good discrimination and calibration for predicting in-hospital mortality in ED patients with GIB.
  • This prognostic tool has potential clinical utility for risk stratification and optimizing patient management in emergency settings.
  • Integration into clinical information systems could enhance decision support for clinicians managing GIB patients.

Related Concept Videos

Esophageal Varices-II: Clinical Features and Management01:28

Esophageal Varices-II: Clinical Features and Management

Esophageal varices often manifest as gastrointestinal bleeding episodes, presenting symptoms like hematemesis (vomiting of blood), hematochezia (passing fresh blood via the rectum), and melena (black, tarry stools). Other signs can include weight loss, anorexia, abdominal discomfort, jaundice, pruritus, altered mental status, and muscle cramps.
In the initial assessment, a thorough review of the patient's medical history is vital to identify risk factors such as liver disease, alcohol abuse, or...
Gastritis III: Clinical Manifestations and Management01:23

Gastritis III: Clinical Manifestations and Management

The clinical manifestations of gastritis can vary depending on the cause and type of gastritis, but some common symptoms may include the following.
Clinical manifestations of acute gastritis
The patient with acute gastritis may have a rapid onset of symptoms, such as epigastric pain or discomfort, dyspepsia, anorexia, hiccups, or nausea and vomiting, which can last from a few hours to a few days. Erosive or hemorrhagic gastritis may cause bleeding, which may manifest as blood in vomit or as...
Peptic Ulcer Disease III: Clinical Manifestations and Complications01:25

Peptic Ulcer Disease III: Clinical Manifestations and Complications

Duodenal UlcersDuodenal ulcers are the most common form of peptic ulcer disease, presenting with chronic, intermittent epigastric pain. Pain typically appears 2–3 hours after meals, especially when the stomach is empty, often waking patients at night. It is characteristically relieved by food or antacids (“pain–food–relief”). Some patients remain asymptomatic until complications like bleeding or perforation emerge, particularly with NSAID or anticoagulant use.Gastric UlcersGastric ulcers share...