Outcome Evidence

Outcome Evidence

Explore diabetes-related outcomes, how they are measured, and which interventions affect them.

666
Outcomes
Distinct outcomes measured across diabetes research
39
Outcome Groups
Backend-defined outcome groups with evidence coverage
326
Research Studies
Active research documents analyzed in the evidence graph
1,744
Evidence Relationships
Intervention-outcome relationships with scored evidence
244
Interventions
Distinct interventions represented in the evidence graph

Last updated: July 10, 2026

Dediabetes organizes diabetes outcomes by interventions studied, evidence strength, research coverage, and validated evidence relationships.

Featured Outcomes

Moderate ResearchModerate Research

HbA1c Reduction

Evidence related to lowering or improving HbA1c/A1C in diabetes management.

Studies
145
Evidence
Moderate Research
Featured interventions
TirzepatideSemaglutideMetformin
Moderate ResearchModerate Research

Weight Loss

Evidence related to body weight reduction, BMI improvement, waist circumference, and body composition changes.

Studies
75
Evidence
Moderate Research
Featured interventions
SemaglutideTirzepatideSodium Butyrate
Moderate ResearchModerate Research

Glycemic Control

Evidence related to blood glucose control, fasting glucose, postprandial glucose, glucose variability, and time in range.

Studies
78
Evidence
Moderate Research
Featured interventions
Insulin degludecStructured multidisciplinary case managementMetformin
Moderate ResearchModerate Research

Treatment Adherence

Evidence related to treatment adherence, medication use, physical activity participation, step count, diet intake, fruit and vegetable intake, and self-care behavior adherence.

Studies
45
Evidence
Moderate Research
Featured interventions
Mobile app for diabetes self-managementStructured multidisciplinary case managementDigital physician-pharmacist collaborative care
Moderate ResearchModerate Research

Inflammatory and Vascular Markers

Evidence related to inflammatory, oxidative stress, endothelial, and vascular biomarkers measured in diabetes studies.

Studies
28
Evidence
Moderate Research
Featured interventions
ClazakizumabMultispecies probiotic supplementationInsulin therapy
Limited ResearchLimited Research

Physical Activity Levels

Evidence related to physical activity levels and physical activity changes in diabetes studies.

Studies
10
Evidence
Limited Research
Featured interventions
Digital physician-pharmacist collaborative careDigital-based lifestyle interventionSMS text messaging behavioral intervention for health promotion

What's New in Outcome Evidence

Explore Outcomes by Category

Outcome Evidence Snapshot

Most Validated Intervention-Outcome Relationships

Backend-ranked relationships with public evidence and consistency score objects.

GLP-1 Receptor Agonists - Cardiovascular Outcomes

55/10061/1009 studies
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Thiazolidinediones - Adipokine and Angiogenic Markers

54/1000/1002 studies
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Evidence by Outcome and Intervention Groups

HbA1c

GLP-1 Receptor Agonists

57 relationships95 studiesModerate
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Body Weight

GLP-1 Receptor Agonists

32 relationships39 studiesEmerging
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Cardiovascular Outcomes

GLP-1 Receptor Agonists

17 relationships18 studiesEmerging
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Insulin Resistance

Insulin Therapies

33 relationships27 studiesEmerging
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Fasting Glucose

Insulin Therapies

42 relationships44 studiesEmerging
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Adipokine and Angiogenic Markers

Thiazolidinediones

82 relationships38 studiesEmerging
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Quality of Life Outcomes

Magnesium Supplements

12 relationships12 studiesEmerging
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Left Ventricular Structure

Diabetes Self-Management Education and Support (DSMES) Programs

6 relationships2 studiesEmerging
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Hypoglycemia

Diabetes Self-Management Education and Support (DSMES) Programs

27 relationships22 studiesEmerging
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Activities of Daily Living

Diabetes Self-Management Education and Support (DSMES) Programs

3 relationships3 studiesEmerging
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Mental Health

Diabetes Self-Management Education and Support (DSMES) Programs

4 relationships2 studiesEmerging
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Blood Pressure

Metformin Therapies

21 relationships15 studiesEmerging
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All Outcomes

Browse 666 outcomes represented in the evidence graph.

Showing 1-25 of 666 outcomes

HbA1c

Glycemic Control - HbA1c

Moderate
161 studies121 interventions

Body weight

Weight & Anthropometrics - Body Weight

Moderate
52 studies44 interventions

Serum 25-hydroxyvitamin D

Metabolic Health - Adipokine and Angiogenic Markers

Moderate
7 studies5 interventions

Cardiovascular events

Clinical Outcomes - Cardiovascular Outcomes

Moderate
6 studies5 interventions

Serum concentration of vitamin D

Metabolic Health

Moderate
4 studies1 interventions

BMI

Weight & Anthropometrics - Body Mass Index

Emerging
44 studies40 interventions

Fasting Plasma Glucose (FPG)

Glycemic Control - Fasting Glucose

Emerging
41 studies40 interventions

Triglycerides

Metabolic Health - Adipokine and Angiogenic Markers

Emerging
35 studies36 interventions

LDL cholesterol

Metabolic Health - Adipokine and Angiogenic Markers

Emerging
33 studies35 interventions

Insulin resistance

Metabolic Health - Insulin Resistance

Emerging
31 studies32 interventions

Systolic blood pressure

Metabolic Health - Blood Pressure

Emerging
33 studies31 interventions

Total cholesterol

Metabolic Health - Adipokine and Angiogenic Markers

Emerging
29 studies31 interventions

Fasting blood sugar (FBS)

Glycemic Control - Fasting Glucose

Emerging
28 studies27 interventions

HDL cholesterol

Metabolic Health - Adipokine and Angiogenic Markers

Emerging
25 studies26 interventions

Blood glucose

Glycemic Control - Fasting Glucose

Emerging
23 studies22 interventions

Quality of life

Patient-Reported - Quality of Life Outcomes

Emerging
22 studies21 interventions

Adverse events incidence

Safety - Adverse Events and Safety

Emerging
21 studies21 interventions

Hypoglycemia events

Safety - Hypoglycemia

Emerging
16 studies21 interventions

Diastolic blood pressure

Metabolic Health - Blood Pressure

Emerging
22 studies20 interventions

Glucose iAUC (OGTT)

Glycemic Control - Postprandial and OGTT Glucose

Emerging
21 studies19 interventions

Postprandial blood glucose

Glycemic Control - Postprandial and OGTT Glucose

Emerging
12 studies17 interventions

Waist circumference

Weight & Anthropometrics - Body Composition

Emerging
20 studies16 interventions

Diabetes self-management behaviors

Patient-Reported - Diabetes Management Self-Efficacy

Emerging
15 studies15 interventions

Composite cardiovascular events (CV death, MI, stroke, HF hospitalization)

Clinical Outcomes - Cardiovascular Outcomes

Emerging
15 studies14 interventions

Estimated glomerular filtration rate

Clinical Outcomes - Kidney Function

Emerging
14 studies14 interventions