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Modelling diabetes and depression in Pakistan: using economic modelling to inform intervention design and a clinical trial of a behavioural activation intervention

Modelling diabetes and depression in Pakistan: using economic modelling to inform intervention design and a clinical trial of a behavioural activation intervention
Modelling diabetes and depression in Pakistan: using economic modelling to inform intervention design and a clinical trial of a behavioural activation intervention
Objectives: the ‘Developing and evaluating an adapted behavioural activation intervention for depression and diabetes in South Asia (DiaDeM)’ trial investigates a psychological intervention, behavioural activation (BA), on people with both diabetes and depression in Bangladesh and Pakistan. This study aimed to aid the intervention and trial design.

Design: this was a modelling study using microsimulation to assess the intervention's cost-effectiveness. Diabetes was modelled using the UK Prospective Diabetes Study (UKPDS) model based on Pakistani patients and depression was modelled using Patient Health Questionnaire-9 trajectories allowing for multiple depressive episodes. It was assumed that diabetes-related adverse events increased depression recurrence, while depression impacted HbA1c, increasing diabetes-related events.
The model estimated (i) maximum cost of BA which would be cost-effectiveness (headroom analysis) to inform intervention design, and (ii) value of reducing uncertainty around different measures (value of information analysis) to prioritise data collection in the DiaDeM study

Setting: analysis was conducted from a Pakistani healthcare perspective over a lifetime with costs and outcomes discounted at 3%.

Interventions: BA plus usual care was compared against usual care. BA involved six sessions by a trained (non-mental health) facilitator. The usual care comparator was the prevailing mix of pharmacological and non-pharmacological treatments used in Pakistan.

Primary and secondary outcome measures: the primary outcome was disability-adjusted life-years (DALYs). Secondary outcomes included life years, healthcare costs and the rate of depression and diabetes-related events.

Results: over their lifetime, individuals receiving BA plus usual care avoid 3.2 (95% credible interval: 2.7, 3.8) years of mild depression and experience fewer diabetes-related events. BA plus usual care resulted in an additional 0.27 (0.03, 0.52) life years, 0.98 (0.45, 1.86) DALYs averted, and had incremental healthcare costs of -$97 (-$517, $142), excluding BA costs. The maximum cost per BA course at which was cost effective is $83 ($9, $214). Value of information analysis found the most important measures to include in the trial are impact of depression on diabetes and PHQ-9 over time.

Conclusions: this is the first model to jointly model depression and diabetes for South Asia and uses novel methods to reflect the diseases and inform intervention and trial design. This evidence has helped to inform the design of the DiaDeM intervention and the trial to evaluate it.
DIABETES & ENDOCRINOLOGY, Health economics, MENTAL HEALTH
2044-6055
Glynn, David
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Saramago, Pedro
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Ahmed, Naveed
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Afaq, Saima
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Aslam, Faiza
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Basit, Abdul
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Ekers, David
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Fawwad, Asher
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Gibbs, Naomi
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Fottrell, Edward
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Holt, Richard Ian Gregory
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Jacobs, Rowena
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Khan, Asima
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Ul-Haq, Zia
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Zavala, Gerardo A.
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Siddiqi, Najma
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Walker, Simon
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Glynn, David
88340d47-57a4-499a-9cc0-f6204b104b00
Saramago, Pedro
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Ahmed, Naveed
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Afaq, Saima
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Aslam, Faiza
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Basit, Abdul
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Ekers, David
edbc4ea7-f7ac-4410-bdd4-f9bac512f562
Fawwad, Asher
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Gibbs, Naomi
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Fottrell, Edward
33a02ed4-91f2-48c8-a522-194b6b22e285
Holt, Richard Ian Gregory
d54202e1-fcf6-4a17-a320-9f32d7024393
Jacobs, Rowena
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Khan, Asima
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Ul-Haq, Zia
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Zavala, Gerardo A.
471139f2-4cb9-48a2-a490-557b261b13f7
Siddiqi, Najma
913a727e-fd4d-45ff-b082-1d822748924d
Walker, Simon
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Glynn, David, Saramago, Pedro, Ahmed, Naveed, Afaq, Saima, Aslam, Faiza, Basit, Abdul, Ekers, David, Fawwad, Asher, Gibbs, Naomi, Fottrell, Edward, Holt, Richard Ian Gregory, Jacobs, Rowena, Khan, Asima, Ul-Haq, Zia, Zavala, Gerardo A., Siddiqi, Najma and Walker, Simon (2025) Modelling diabetes and depression in Pakistan: using economic modelling to inform intervention design and a clinical trial of a behavioural activation intervention. BMJ Open, 15 (5), [e092158]. (doi:10.1136/bmjopen-2024-092158).

Record type: Article

Abstract

Objectives: the ‘Developing and evaluating an adapted behavioural activation intervention for depression and diabetes in South Asia (DiaDeM)’ trial investigates a psychological intervention, behavioural activation (BA), on people with both diabetes and depression in Bangladesh and Pakistan. This study aimed to aid the intervention and trial design.

Design: this was a modelling study using microsimulation to assess the intervention's cost-effectiveness. Diabetes was modelled using the UK Prospective Diabetes Study (UKPDS) model based on Pakistani patients and depression was modelled using Patient Health Questionnaire-9 trajectories allowing for multiple depressive episodes. It was assumed that diabetes-related adverse events increased depression recurrence, while depression impacted HbA1c, increasing diabetes-related events.
The model estimated (i) maximum cost of BA which would be cost-effectiveness (headroom analysis) to inform intervention design, and (ii) value of reducing uncertainty around different measures (value of information analysis) to prioritise data collection in the DiaDeM study

Setting: analysis was conducted from a Pakistani healthcare perspective over a lifetime with costs and outcomes discounted at 3%.

Interventions: BA plus usual care was compared against usual care. BA involved six sessions by a trained (non-mental health) facilitator. The usual care comparator was the prevailing mix of pharmacological and non-pharmacological treatments used in Pakistan.

Primary and secondary outcome measures: the primary outcome was disability-adjusted life-years (DALYs). Secondary outcomes included life years, healthcare costs and the rate of depression and diabetes-related events.

Results: over their lifetime, individuals receiving BA plus usual care avoid 3.2 (95% credible interval: 2.7, 3.8) years of mild depression and experience fewer diabetes-related events. BA plus usual care resulted in an additional 0.27 (0.03, 0.52) life years, 0.98 (0.45, 1.86) DALYs averted, and had incremental healthcare costs of -$97 (-$517, $142), excluding BA costs. The maximum cost per BA course at which was cost effective is $83 ($9, $214). Value of information analysis found the most important measures to include in the trial are impact of depression on diabetes and PHQ-9 over time.

Conclusions: this is the first model to jointly model depression and diabetes for South Asia and uses novel methods to reflect the diseases and inform intervention and trial design. This evidence has helped to inform the design of the DiaDeM intervention and the trial to evaluate it.

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Accepted/In Press date: 30 April 2025
e-pub ahead of print date: 19 May 2025
Published date: 19 May 2025
Keywords: DIABETES & ENDOCRINOLOGY, Health economics, MENTAL HEALTH

Identifiers

Local EPrints ID: 502556
URI: http://eprints.soton.ac.uk/id/eprint/502556
ISSN: 2044-6055
PURE UUID: aac8a007-d513-49f8-afa5-dcb3c3e9d2d9
ORCID for Richard Ian Gregory Holt: ORCID iD orcid.org/0000-0001-8911-6744

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Date deposited: 01 Jul 2025 16:30
Last modified: 11 Sep 2025 01:55

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Contributors

Author: David Glynn
Author: Pedro Saramago
Author: Naveed Ahmed
Author: Saima Afaq
Author: Faiza Aslam
Author: Abdul Basit
Author: David Ekers
Author: Asher Fawwad
Author: Naomi Gibbs
Author: Edward Fottrell
Author: Rowena Jacobs
Author: Asima Khan
Author: Zia Ul-Haq
Author: Gerardo A. Zavala
Author: Najma Siddiqi
Author: Simon Walker

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