{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T01:45:26Z","timestamp":1792028726432,"version":"4.4.0"},"reference-count":31,"publisher":"Wiley","license":[{"start":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T00:00:00Z","timestamp":1791936000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,10,14]],"date-time":"2026-10-14T00:00:00Z","timestamp":1791936000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"funder":[{"DOI":"10.13039\/501100000272","name":"National Institute for Health and Care Research","doi-asserted-by":"publisher","award":["NIHR200933"],"award-info":[{"award-number":["NIHR200933"]}],"id":[{"id":"10.13039\/501100000272","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000274","name":"British Heart Foundation","doi-asserted-by":"publisher","award":["RE\/24\/130017"],"award-info":[{"award-number":["RE\/24\/130017"]}],"id":[{"id":"10.13039\/501100000274","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Diabet Med"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Aims<\/jats:title>\n                    <jats:p>\n                      The National Health Service (NHS) offers\n                      <jats:italic>Healthy Living<\/jats:italic>\n                      , an online Diabetes Self\u2010Management Education and Support service, to help people Self Manage Type 2 Diabetes, with modest 1\u2010year reductions in HbA1c levels, systolic blood pressure and body mass index. We aim to assess the cost\u2010effectiveness of\n                      <jats:italic>Healthy Living<\/jats:italic>\n                      compared with usual care.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A patient\u2010level economic simulation model (UKPDS\u2010OM2.1) was used to conduct an economic analysis from the NHS perspective over a lifetime horizon, discounted at 3.5%. The model translated risk factor reductions to long\u2010term cost and quality\u2010adjusted life year (QALY) estimates. Additional analyses estimated intervention and medication cost consequences.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The UKPDS\u2010OM2.1 predicted a modest improvement in health (0.016 QALYs) and a small reduction in lifetime healthcare costs (\u2212\u00a34 per person). Offsetting with intervention costs (\u00a37 per user) and increased medication costs (\u00a3212 per user) yielded a net cost of \u00a3216 per user. The cost\u2010per\u2010QALY of \u00a313,192 was below the lower NICE threshold (\u00a325,000\/QALY), indicating that the programme is cost\u2010effective. Sensitivity analyses largely demonstrated robustness, but the finding was sensitive to structural assumptions about disease progression post\u2010intervention with the inclusion of medication costs.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>\n                      <jats:italic>Healthy Living<\/jats:italic>\n                      appears to be a low\u2010cost, online intervention for self managing type 2 diabetes, generating modest health benefits that are likely to be considered cost\u2010effective use of NHS resources. While there is some uncertainty in the cost\u2010effectiveness and the modelling is based on effectiveness estimated from observational data, improvements in uptake and adherence has the potential to improve the value for money to the NHS.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/dme.70490","type":"journal-article","created":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T01:10:46Z","timestamp":1792026646000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Estimating the long\u2010term cost\u2010effectiveness of a free online Diabetes Self\u2010Management Education and Support service in England:\n                    <i>Healthy living for people with type 2 diabetes<\/i>\n                    , using a matched cohort study design"],"prefix":"10.1111","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1117-0334","authenticated-orcid":false,"given":"Luke","family":"Paterson","sequence":"first","affiliation":[{"name":"Division of Population Health, Health Services Research and Primary Care The University of Manchester  Manchester UK"},{"name":"Nuffield Department of Primary Care Health Sciences University of Oxford  Oxford UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7978-1094","authenticated-orcid":false,"given":"Salwa S.","family":"Zghebi","sequence":"additional","affiliation":[{"name":"Division of Population Health, Health Services Research and Primary Care The University of Manchester  Manchester UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6450-5815","authenticated-orcid":false,"given":"Evangelos","family":"Kontopantelis","sequence":"additional","affiliation":[{"name":"Division of Informatics, Imaging and Data Sciences The University of Manchester  Manchester UK"},{"name":"Yong Loo Lin School of Medicine National University of Singapore  Singapore City Singapore"},{"name":"National University of Singapore  Singapore City Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5136-390X","authenticated-orcid":false,"given":"Sarah","family":"Cotterill","sequence":"additional","affiliation":[{"name":"Division of Population Health, Health Services Research and Primary Care The University of Manchester  Manchester UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eric","family":"Lowndes","sequence":"additional","affiliation":[{"name":"Division of Population Health, Health Services Research and Primary Care The University of Manchester  Manchester UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0683-3877","authenticated-orcid":false,"given":"Brian","family":"McMillan","sequence":"additional","affiliation":[{"name":"Division of Population Health, Health Services Research and Primary Care The University of Manchester  Manchester UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Martin K.","family":"Rutter","sequence":"additional","affiliation":[{"name":"School of Medical Sciences The University of Manchester  Manchester UK"},{"name":"Manchester University NHS Foundation Trust  Manchester UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3650-0168","authenticated-orcid":false,"given":"Rachel A.","family":"Elliott","sequence":"additional","affiliation":[{"name":"Division of Population Health, Health Services Research and Primary Care The University of Manchester  Manchester UK"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,10,14]]},"reference":[{"key":"e_1_2_13_2_1","unstructured":"National Institute for Health and Care Excellence.Type 2 diabetes in adults: management (NICE Guideline NG28).2022."},{"issue":"8","key":"e_1_2_13_3_1","doi-asserted-by":"crossref","first-page":"1027","DOI":"10.1111\/dme.13340","article-title":"Effectiveness of group\u2010based self\u2010management education for individuals with type 2 diabetes: a systematic review with meta\u2010analyses and meta\u2010regression","volume":"34","author":"Odgers\u2010Jewell K","year":"2017","journal-title":"Diabet Med"},{"issue":"6","key":"e_1_2_13_4_1","doi-asserted-by":"crossref","first-page":"926","DOI":"10.1016\/j.pec.2015.11.003","article-title":"Diabetes self\u2010management education for adults with type 2 diabetes mellitus: a systematic review of the effect on glycemic control","volume":"99","author":"Chrvala CA","year":"2016","journal-title":"Patient Educ Couns"},{"issue":"5","key":"e_1_2_13_5_1","doi-asserted-by":"crossref","first-page":"1015","DOI":"10.1177\/1932296817713506","article-title":"A systematic review of reviews evaluating technology\u2010enabled diabetes self\u2010management education and support","volume":"11","author":"Greenwood DA","year":"2017","journal-title":"J Diabetes Sci Technol"},{"key":"e_1_2_13_6_1","doi-asserted-by":"crossref","DOI":"10.1016\/j.cmpb.2021.106370","article-title":"Digital interventions self\u2010management education for type 1 and 2 diabetes: a systematic review and meta\u2010analysis","volume":"210","author":"Nkhoma DE","year":"2021","journal-title":"Comput Methods Programs Biomed"},{"key":"e_1_2_13_7_1","doi-asserted-by":"crossref","DOI":"10.3389\/fpsyt.2022.1028156","article-title":"Development and delivery cost of digital health technologies for mental health: application to the narrative experiences online intervention","volume":"13","author":"Paterson L","year":"2022","journal-title":"Front Psychiatry"},{"key":"e_1_2_13_8_1","article-title":"A web\u2010based self\u2010management programme for people with type 2 diabetes: the HeLP\u2010diabetes research programme including RCT","volume":"6","author":"Murray E","year":"2018","journal-title":"BMJ Open"},{"issue":"9","key":"e_1_2_13_9_1","doi-asserted-by":"crossref","DOI":"10.1136\/bmjopen-2017-016009","article-title":"Web\u2010based self\u2010management support for people with type 2 diabetes (HeLP\u2010diabetes): randomised controlled trial in English primary care","volume":"7","author":"Murray E","year":"2017","journal-title":"BMJ Open"},{"issue":"6","key":"e_1_2_13_10_1","doi-asserted-by":"crossref","DOI":"10.2196\/jmir.9256","article-title":"Cost\u2010effectiveness of facilitated access to a self\u2010management website, compared to usual care, for patients with type 2 diabetes (HeLP\u2010diabetes): randomized controlled trial","volume":"20","author":"Li J","year":"2018","journal-title":"J Med Internet Res"},{"issue":"12","key":"e_1_2_13_11_1","doi-asserted-by":"crossref","DOI":"10.2196\/39483","article-title":"Changes in a digital type 2 diabetes self\u2010management intervention during National Rollout: mixed methods study of Fidelity","volume":"24","author":"Benton JS","year":"2022","journal-title":"J Med Internet Res"},{"key":"e_1_2_13_12_1","article-title":"The national implementation of \u2018healthy living\u2019, a web\u2010based type 2 diabetes self\u2010management education and support service: narrative review of evaluation findings and implications for service delivery and research","author":"Cotterill S","year":"2026","journal-title":"Diabet Med"},{"issue":"6","key":"e_1_2_13_13_1","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pone.0348266","article-title":"Examining the uptake, retention, and effectiveness of a national online type 2 diabetes self\u2010management intervention in England (healthy living): a retrospective cohort study","volume":"21","author":"Zghebi S","year":"2026","journal-title":"PLoS One"},{"key":"e_1_2_13_14_1","doi-asserted-by":"crossref","DOI":"10.1136\/bmj-2021-067975","article-title":"Consolidated health economic evaluation reporting standards 2022 (CHEERS 2022) statement: updated reporting guidance for health economic evaluations","volume":"376","author":"Husereau D","year":"2022","journal-title":"BMJ"},{"issue":"9","key":"e_1_2_13_15_1","doi-asserted-by":"crossref","first-page":"1925","DOI":"10.1007\/s00125-013-2940-y","article-title":"UKPDS outcomes model 2: a new version of a model to simulate lifetime health outcomes of patients with type 2 diabetes mellitus using data from the 30 year United Kingdom prospective diabetes study: UKPDS 82","volume":"56","author":"Hayes AJ","year":"2013","journal-title":"Diabetologia"},{"key":"e_1_2_13_16_1","unstructured":"University of Oxford.United Kingdom Prospective Diabetes Study (UKPDS Outcomes Model).https:\/\/www.dtu.ox.ac.uk\/outcomesmodel\/(accessed 2023\u201010\u201012)."},{"key":"e_1_2_13_17_1","unstructured":"National Health Service (NHS).The Health Improvement Network (THIN).2020.https:\/\/www.the\u2010health\u2010improvement\u2010network.com\/."},{"issue":"1","key":"e_1_2_13_18_1","first-page":"S5","article-title":"The CORE diabetes model: projecting long\u2010term clinical outcomes, costs and cost\u2010effectiveness of interventions in diabetes mellitus (types 1 and 2) to support clinical and reimbursement decision\u2010making","volume":"20","author":"Palmer AJ","year":"2004","journal-title":"Curr Med Res Opin"},{"issue":"3","key":"e_1_2_13_19_1","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1002\/hec.910","article-title":"Modelling EuroQol health\u2010related utility values for diabetic complications from CODE\u20102 data","volume":"14","author":"Bagust A","year":"2005","journal-title":"Health Econ"},{"key":"e_1_2_13_20_1","volume-title":"Unit Costs of Health & Social Care","author":"Curtis LA","year":"2020"},{"key":"e_1_2_13_21_1","volume-title":"Unit Costs of Health and Social Care 2023 Manual","author":"Jones KC","year":"2024"},{"key":"e_1_2_13_22_1","unstructured":"National Health Service (NHS) Business Service Authority.NHS Prescription Services Drug Tariff (March 2024).2024.https:\/\/www.nhsbsa.nhs.uk\/pharmacies\u2010gp\u2010practices\u2010and\u2010appliance\u2010contractors\/drug\u2010tariff."},{"key":"e_1_2_13_23_1","unstructured":"National Institute for Health and Care Excellence.NICE health technology evaluations: the manual.2022."},{"issue":"10","key":"e_1_2_13_24_1","doi-asserted-by":"crossref","DOI":"10.1111\/dme.14656","article-title":"Estimating risk factor progression equations for the UKPDS outcomes model 2 (UKPDS 90)","volume":"38","author":"Leal J","year":"2021","journal-title":"Diabet Med"},{"key":"e_1_2_13_25_1","unstructured":"National Diabetes Audit.National Diabetes Audit dashboards.2024.https:\/\/digital.nhs.uk\/data\u2010and\u2010information\/clinical\u2010audits\u2010and\u2010registries\/national\u2010diabetes\u2010audit\/dashboards."},{"key":"e_1_2_13_26_1","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1016\/j.jclinepi.2022.09.009","article-title":"Logistic regression frequently outperformed propensity score methods, especially for large datasets: a simulation study","volume":"152","author":"Wilkinson JD","year":"2022","journal-title":"J Clin Epidemiol"},{"issue":"9","key":"e_1_2_13_27_1","doi-asserted-by":"crossref","first-page":"1163","DOI":"10.1016\/j.jval.2020.04.1832","article-title":"Evaluating the ability of economic models of diabetes to simulate new cardiovascular outcomes trials: a report on the ninth Mount Hood diabetes challenge","volume":"23","author":"Si L","year":"2020","journal-title":"Value Health"},{"issue":"2","key":"e_1_2_13_28_1","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1001\/jamacardio.2020.4511","article-title":"Association of SGLT2 inhibitors with cardiovascular and kidney outcomes in patients with type 2 diabetes: a meta\u2010analysis","volume":"6","author":"McGuire DK","year":"2021","journal-title":"JAMA Cardiol"},{"issue":"2","key":"e_1_2_13_29_1","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1111\/dom.13888","article-title":"Glucagon\u2010like peptide\u20101 receptor agonists and cardiovascular outcomes in patients with and without prior cardiovascular events: an updated meta\u2010analysis and subgroup analysis of randomized controlled trials","volume":"22","author":"Mannucci E","year":"2020","journal-title":"Diabetes Obes Metab"},{"key":"e_1_2_13_30_1","volume-title":"OpenPrescribing.Net","author":"Bennett Institute for Applied Data Science, University of Oxford","year":"2024"},{"key":"e_1_2_13_31_1","doi-asserted-by":"crossref","first-page":"c4093","DOI":"10.1136\/bmj.c4093","article-title":"Delivering the diabetes education and self management for ongoing and newly diagnosed (DESMOND) programme for people with newly diagnosed type 2 diabetes: cost effectiveness analysis","volume":"341","author":"Gillett M","year":"2010","journal-title":"BMJ"},{"issue":"10","key":"e_1_2_13_32_1","doi-asserted-by":"crossref","DOI":"10.1111\/dme.14928","article-title":"The WISDOM self\u2010management intervention: a cost\u2010effectiveness analysis to support the transformation of type 2 diabetes care in England","volume":"39","author":"Singh S","year":"2022","journal-title":"Diabet Med"}],"container-title":["Diabetic Medicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/dme.70490","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/full-xml\/10.1111\/dme.70490","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1111\/dme.70490","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T01:10:51Z","timestamp":1792026651000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/dme.70490"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,10,14]]},"references-count":31,"alternative-id":["10.1111\/dme.70490"],"URL":"https:\/\/doi.org\/10.1111\/dme.70490","archive":["Portico"],"relation":{},"ISSN":["0742-3071","1464-5491"],"issn-type":[{"value":"0742-3071","type":"print"},{"value":"1464-5491","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,10,14]]},"assertion":[{"value":"2026-04-30","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-09-23","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2026-10-14","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"e70490"}}