Comparison of Risk Scores for Lower Gastrointestinal Bleeding: A Systematic Review and Meta-analysis

Majed Almaghrabi1, Mandark Gandhi2, Leonardo Guizzetti3

  • 1Division of Gastroenterology, Western University, London, Ontario, Canada.

JAMA Network Open
|May 27, 2022
PubMed

Insights

The Oakland score is the most effective for predicting outcomes in lower gastrointestinal bleeding (LGIB), including safe discharge and major bleeding. The Strate score is best for predicting the need for hemostasis in LGIB patients.

Area of Science:

  • Gastroenterology
  • Clinical Epidemiology
  • Medical Informatics

Background:

  • Clinical prediction models, or risk scores, aid in stratifying patients with lower gastrointestinal bleeding (LGIB).
  • The most accurate LGIB risk score for predicting patient outcomes remains undetermined.

Purpose of the Study:

  • To systematically identify and compare the prognostic performance of available LGIB risk scores.

Main Methods:

  • A systematic literature search was conducted across Ovid MEDLINE, Embase, and Cochrane Central Register of Controlled Trials (1990-2021).
  • Included studies derived or validated LGIB risk scores for clinical outcome prediction.
  • Data were extracted following PRISMA guidelines, and performance was assessed using diagnostic metrics, including area under the receiver operating characteristic curve (AUROC).

Main Results:

  • Nine studies involving 12 cohorts and 4 risk scores (Oakland, Strate, NOBLADS, BLEED) were included in the meta-analysis.
  • The Oakland score demonstrated the highest AUROC for predicting safe discharge (0.86) and major bleeding (0.93).
  • For transfusion prediction, the Oakland score achieved an AUROC of 0.99, while the Strate score showed the highest AUROC for hemostasis prediction (0.82).

Conclusions:

  • The Oakland score is the most discriminative for predicting safe discharge, major bleeding, and transfusion needs in LGIB patients.
  • The Strate score is superior for predicting the requirement for hemostasis.
  • These validated risk scores can inform clinical decision-making and patient management in LGIB.
Abstract

Related Concept Videos

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches01:23

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches

Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
185
Relative Risk01:12

Relative Risk

Relative risk (RR) is a statistical measure commonly used in epidemiology to compare the likelihood of a particular event occurring between two groups. This metric is important for evaluating the relationship between exposure to a specific risk factor and the probability of a particular outcome. It plays a crucial role in medical research, public health studies, and risk assessment. Relative risk quantifies how much more (or less) likely an event is to occur in an exposed group compared to an...
376
Hazard Ratio01:12

Hazard Ratio

The hazard ratio (HR) is a widely used measure in clinical trials to compare the risk of events, such as death or disease recurrence, between two groups over time. It reflects the ratio of hazard rates—the instantaneous risk of the event occurring—between a treatment group and a control group. This measure provides valuable insights into the relative effectiveness of a treatment by assessing how the risk of an event differs between the two groups.
For example, in a clinical trial...
266
Assessment of the Gastrointestinal System I: Subjective Data01:17

Assessment of the Gastrointestinal System I: Subjective Data

Assessing the gastrointestinal (GI) system is a complex process that begins with collecting subjective data. This data, collected through patient interviews, provides crucial insights into the patient's health history, perception patterns, and lifestyle habits, all contributing significantly to GI health.
Health History
The initial step in assessing the GI system is obtaining a comprehensive health history. This includes inquiring about the patient's history or presence of problems...
306
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...
156
Comparing the Survival Analysis of Two or More Groups01:20

Comparing the Survival Analysis of Two or More Groups

Survival analysis is a cornerstone of medical research, used to evaluate the time until an event of interest occurs, such as death, disease recurrence, or recovery. Unlike standard statistical methods, survival analysis is particularly adept at handling censored data—instances where the event has not occurred for some participants by the end of the study or remains unobserved. To address these unique challenges, specialized techniques like the Kaplan-Meier estimator, log-rank test, and...
306