Resumen de Investigación
Analyzed using Evidence Intelligence™

Hybrid Closed-Loop Insulin Improves Cognitive Function in T1D Adolescents

Última actualización 22 de agosto de 2026

Key finding

Adolescents in the hybrid closed-loop group showed significantly greater improvement in cortical surface area.

This study evaluated the effects of a hybrid closed-loop insulin delivery system on cognitive function in adolescents with Type 1 diabetes, finding significant improvements in several brain metrics.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Medium-Term (3–12 mo)

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 evaluated the effects of a hybrid closed-loop insulin delivery system on cognitive function in adolescents with Type 1 diabetes, finding significant improvements in several brain metrics.

Clinical relevance

Improving cognitive function in adolescents with Type 1 diabetes is crucial, as it can enhance academic performance and overall quality of life. The findings suggest that utilizing advanced insulin delivery systems may provide significant benefits beyond glycemic control, potentially leading to better long-term outcomes for this population.

Keep in mind

The study's sample size may limit the generalizability of the findings. The effects of long-term use of the hybrid system were not assessed. Potential confounding factors were not fully controlled for.

Published in

Referencia de la Revista

Publication details and source links for this paper.

Allan LR, Booil J, Ana MA, et al. Improved Cognitive Function in Adolescents with Type 1 Diabetes Using Hybrid Closed-Loop Insulin Delivery. Nature Communications. 2022;13:4940. doi:10.1038/s41467-022-32289-x

Efectos Principales

The hybrid closed-loop group showed an increase in cortical surface area by 1.5 cm² (p=0.01).

The hybrid closed-loop group exhibited an increase in regional gray volumes by 2 cm³ (p=0.02).

The hybrid closed-loop group demonstrated an increase in fractional anisotropy by 0.5 fraction (p=0.03).

The hybrid closed-loop group had a higher Perceptual Reasoning Index IQ score by 4 points (p=0.005).

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Hybrid closed-loop system, Standard treatment and Cortical surface area improvement, Improvement in Fractional Anisotropy, Improvement in Regional Gray Matter Volumes, and 4 more.

Primary intervention

Hybrid closed-loop system

Primary outcomes

  • Cortical surface area improvement
  • Improvement in Fractional Anisotropy
  • Improvement in Regional Gray Matter Volumes

Evidence relationships

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

7
Evidence pairs
7
Relationships
0
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: 50

0

Related topics

7

Evidence pairs

0

Related studies

Why it is useful

  • Contributes to 7 evidence relationships
  • Includes primary outcome data
  • Linked to 0 direct semantic evidence topics

Core evidence

Study findings

The primary outcomes reported in this study.

Cortical surface area improvement

Hybrid closed-loop system → Cortical surface area improvement

Hybrid closed-loop system → Cortical surface area improvement

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Improvement in Fractional Anisotropy

Hybrid closed-loop system → Improvement in Fractional Anisotropy

Hybrid closed-loop system → Improvement in Fractional Anisotropy

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Improvement in Regional Gray Matter Volumes

Hybrid closed-loop system → Improvement in Regional Gray Matter Volumes

Hybrid closed-loop system → Improvement in Regional Gray Matter Volumes

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Perceptual Reasoning Index IQ Score

Hybrid closed-loop system → Perceptual Reasoning Index IQ Score

Hybrid closed-loop system → Perceptual Reasoning Index IQ Score

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Cortical thickness (Co.Th)

Standard treatment → Cortical thickness (Co.Th)

Standard treatment → Cortical thickness (Co.Th)

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Total gray matter volume

Standard treatment → Total gray matter volume

Standard treatment → Total gray matter volume

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Total white matter volume

Standard treatment → Total white matter volume

Standard treatment → Total white matter volume

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Evidence Library

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evidence suggest

La Evidencia Sugiere

  • Cortical surface area increased by 1.5 cm² in the hybrid group.
  • Regional gray volumes improved by 2 cm³ with the hybrid system.
  • Perceptual Reasoning Index IQ scores rose by 4 points in the hybrid group.
who this applies

A quién se aplica

  • Adolescents aged 12-18 with Type 1 diabetes.
  • Individuals currently managing diabetes with insulin therapy.
keep in mind

Tener en Cuenta

  • Results may not apply to younger children or adults with diabetes.
  • The study did not evaluate the long-term cognitive effects of the hybrid system.
  • Further research is needed to explore the mechanisms behind cognitive improvements.
between the lines

Entre Líneas

  • The study's sample size may limit the generalizability of the findings.
  • The effects of long-term use of the hybrid system were not assessed.
  • Potential confounding factors were not fully controlled for.

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 Insulin Delivery Systems and Cortical surface area improvement, Insulin Delivery Systems and Improvement in Fractional Anisotropy.

Relaciones de evidencia relacionadas

Explore in Evidence Explorer

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

Questions answered by this study

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

Does Hybrid closed-loop system improve cortical surface area improvement?

Emerging Evidence

Hybrid closed-loop system appears to improve Cortical surface area improvement.

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

Ranked evidence signals

  1. 1

    Cortical surface area improvement

    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: Aug 2026

Does Hybrid closed-loop system improve improvement in fractional anisotropy?

Emerging Evidence

Hybrid closed-loop system appears to improve Improvement in Fractional Anisotropy.

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

Ranked evidence signals

  1. 1

    Improvement in Fractional Anisotropy

    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: Aug 2026

Does Hybrid closed-loop system improve improvement in regional gray matter volumes?

Emerging Evidence

Hybrid closed-loop system appears to improve Improvement in Regional Gray Matter Volumes.

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

Ranked evidence signals

  1. 1

    Improvement in Regional Gray Matter Volumes

    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: Aug 2026

Does Hybrid closed-loop system improve perceptual reasoning index iq score?

Emerging Evidence

Hybrid closed-loop system appears to improve Perceptual Reasoning Index IQ Score.

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

Ranked evidence signals

  1. 1

    Perceptual Reasoning Index IQ Score

    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: Aug 2026
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