Research Summary
Analyzed using Evidence Intelligence™

Identifying barriers to weight loss in type 2 diabetes patients

Last updated July 17, 2026

Key finding

Weight loss after VLCD phase (mean) was 6.7 kg (range: -6.8 to 11.2 kg).

This study explored barriers and facilitators affecting weight loss behavior in obese individuals with early Type 2 diabetes, finding an average weight loss of 6.7 kg after a Very Low Calorie Diet.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Extended (5–20+ y)

Risk of bias

Some Concerns

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Plain-language summary

What this paper says

A plain-language read of the study’s main message and where it applies.

Study focus

This study explored barriers and facilitators affecting weight loss behavior in obese individuals with early Type 2 diabetes, finding an average weight loss of 6.7 kg after a Very Low Calorie Diet.

Clinical relevance

Understanding the barriers and facilitators to weight loss in this population is crucial for developing effective interventions. As obesity and Type 2 diabetes are significant health concerns, addressing these issues can lead to improved health outcomes and quality of life for affected individuals.

Keep in mind

No specific satisfaction scores were reported. Limited data on complications in neonates. Effectiveness of the intervention remains unclear.

Published in

Journal Reference

Publication details and source links for this paper.

Andrew YWL, Shu YT, Sabrina PSL, Shannon YXG, Wern ET. Exploring Barriers and Facilitators Affecting Behavior Changes for Weight Loss in Obese Individuals with Early Type 2 Diabetes. AACE Endocrinology and Diabetes. 2026;13(3):421-427. doi:10.1016/j.aed.2026.02.017

Main Effects

Average weight loss of 6.7 kg after VLCD phase.

Participants reported challenges in sustaining motivation for the diet.

Improved sense of well-being reported through weight loss.

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Very-low-calorie ketogenic diet and Improved Sense of Well-Being through Weight Loss, Participants' satisfaction evaluation of the APP, Proportion of subjects with hs-CRP < 2 mg/L, and 3 more.

Primary intervention

Very-low-calorie ketogenic diet

Primary outcomes

  • Improved Sense of Well-Being through Weight Loss
  • Participants' satisfaction evaluation of the APP
  • Proportion of subjects with hs-CRP < 2 mg/L

Evidence relationships

Intervention and outcome relationships this study adds to the evidence network.

6
Evidence pairs
6
Relationships
1
Evidence topics
contributes_evidence

Editorial context

Why this study matters

See why this paper is useful beyond its individual results.

Evidence network role

This section describes how the study fits into the current evidence network. It does not determine whether an intervention works on its own.

Moderate contributionModerate confidenceNetwork score: 63

1

Related topics

6

Evidence pairs

8

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 6 evidence relationships
  • Includes primary outcome data
  • Linked to 1 direct semantic evidence topic

Topic contributions

Evidence topic

Contributes evidence

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Primary evidence

Evidence topic

Ketogenic Diets

matched_intervention

Core evidence

Study findings

The primary outcomes reported in this study.

Improved Sense of Well-Being through Weight Loss

Very-low-calorie ketogenic diet → Improved Sense of Well-Being through Weight Loss

Very-low-calorie ketogenic diet → Improved Sense of Well-Being through Weight Loss

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Participants' satisfaction evaluation of the APP

Very-low-calorie ketogenic diet → Participants' satisfaction evaluation of the APP

Very-low-calorie ketogenic diet → Participants' satisfaction evaluation of the APP

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Proportion of subjects with hs-CRP < 2 mg/L

Very-low-calorie ketogenic diet → Proportion of subjects with hs-CRP < 2 mg/L

Very-low-calorie ketogenic diet → Proportion of subjects with hs-CRP < 2 mg/L

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Psychological barriers to adhering to a calorie-restricted diet

Very-low-calorie ketogenic diet → Psychological barriers to adhering to a calorie-restricted diet

Very-low-calorie ketogenic diet → Psychological barriers to adhering to a calorie-restricted diet

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Rate of neonates with more than one complication

Very-low-calorie ketogenic diet → Rate of neonates with more than one complication

Very-low-calorie ketogenic diet → Rate of neonates with more than one complication

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Weight loss of 10% or more at 52 weeks

Very-low-calorie ketogenic diet → Weight loss of 10% or more at 52 weeks

Very-low-calorie ketogenic diet → Weight loss of 10% or more at 52 weeks

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
100
Very Positive
ConsistencyScore™
100
consistent
Supporting studies: Based on 2 studies
Add to Evidence Tracker

Evidence Library

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evidence suggest

Evidence Suggest

  • Participants lost an average of 6.7 kg after the VLCD.
  • Many faced psychological barriers affecting diet adherence.
  • Improved well-being was reported by participants post-weight loss.
who this applies

Who this applies to

  • Obese individuals with early Type 2 diabetes.
  • Adults seeking weight loss through dietary interventions.
keep in mind

Keep in Mind

  • The study design limits generalizability of findings.
  • Psychological barriers may vary among different populations.
  • No long-term follow-up data on weight maintenance was provided.
between the lines

Between the Lines

  • No specific satisfaction scores were reported.
  • Limited data on complications in neonates.
  • Effectiveness of the intervention remains unclear.

Evidence Library

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Connected Evidence

Explore related studies, evidence collections, and research questions.

Relationships organized using the Dediabetes Evidence Intelligence™ framework.

This study contributes to evidence on Ketogenic Diets and Weight loss of 10% or more at 52 weeks, Ketogenic Diets and Improved Sense of Well-Being through Weight Loss.

Related evidence relationships

Explore in Evidence Explorer

This study contributes to the evidence on the following intervention-outcome relationships.

Included in these evidence collections

Curated evidence collections and hubs this study is part of.

Explore more in Evidence Explorer

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Questions answered by this study

Generated from the study's connected evidence using Evidence Intelligence™.

Does Very-low-calorie ketogenic diet affect weight loss of 10% or more at 52 weeks?

Moderate Evidence

Very-low-calorie ketogenic diet appears to improve Weight loss of 10% or more at 52 weeks.

ConsistencyScore™: Results are consistent across studies.

Ranked evidence signals

  1. 1

    Weight loss of 10% or more at 52 weeks

    EvidenceScore™ Moderate | EvidenceScore™ 69.0 | strong positive | ConsistencyScore™ Consistent | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026

Does Very-low-calorie ketogenic diet affect improved sense of well-being through weight loss?

Emerging Evidence

Very-low-calorie ketogenic diet appears to improve Improved Sense of Well-Being through Weight Loss.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Improved Sense of Well-Being through Weight Loss

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026

Does Very-low-calorie ketogenic diet improve participants' satisfaction evaluation of the app?

Emerging Evidence

Current evidence does not show a clear benefit of Very-low-calorie ketogenic diet for Participants' satisfaction evaluation of the APP.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Participants' satisfaction evaluation of the APP

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026

Does Very-low-calorie ketogenic diet improve proportion of subjects with hs-crp < 2 mg/l?

Emerging Evidence

Current evidence does not show a clear benefit of Very-low-calorie ketogenic diet for Proportion of subjects with hs-CRP < 2 mg/L.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Proportion of subjects with hs-CRP < 2 mg/L

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026
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