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Harris J, Russell G, Reeves B, Gibbison B. Prevalence and outcomes of patients taking oral corticosteroids for over 1 month undergoing major surgery in England 2010-2020. Anaesthesia 2025; 80:404-411. [PMID: 39775803 DOI: 10.1111/anae.16532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/28/2024] [Indexed: 01/11/2025]
Abstract
INTRODUCTION Approximately 1% of the UK population is prescribed oral corticosteroids at any one time. It is not known how many of these patients present for major surgery. We aimed to establish the prevalence, characteristics and outcomes of patients taking oral corticosteroids. METHODS We identified patients aged > 18 y undergoing major surgery between 1 April 2010 and 31 March 2020 from Hospital Episode Statistics with linked Clinical Practice Research Datalink data and the Office for National Statistics Mortality register in England. Prescribing data were used to define three sets of patients: 'low-dose' - taking ≤ 7.5 mg oral prednisolone equivalents per day for at least 28/91 days before surgery; 'high-dose' - taking > 7.5 mg oral prednisolone equivalents per day for at least 28/ 91 days before surgery; and a 'no-steroids' group. We used ≤ 7.5 mg of prednisolone equivalents per day as our threshold, as this would likely exclude almost all patients who were taking corticosteroids as replacement for absolute adrenal/pituitary deficiency. RESULTS We identified 1,999,326 adult patients for inclusion in the dataset: 1,929,291 (96.5%) in the no-steroids; 63,353 (3.2%) in the low-dose group; and 6682 (0.3%) in the high-dose group. Median (IQR [range]) duration of hospital stay increased with increasing dose of corticosteroid (no-steroid 3 (0-14 [0-14,739]); low-dose 5 (1-26 [1-8079]); and high-dose 7 (2-28 [0-6956]) days). Mortality after the index surgery was 1.5%, 3.8% and 8.9% at 30 days and 5.5%, 11.6% and 39.9% at 1 year for no-steroids, low-dose and high-dose groups, respectively. CONCLUSION Around 1 in 29 patients undergoing major surgery are taking oral corticosteroids for > 28 days in the 3 months before major surgery. Their outcomes are poor and warrant highlighting within care pathways to aid risk prediction and mitigation.
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Affiliation(s)
- Jessica Harris
- Bristol Trials Centre, Bristol Medical School, University of Bristol, Bristol, UK
| | - Georgina Russell
- Department of Endocrinology, North Bristol NHS Trust, Bristol, UK
| | - Barnaby Reeves
- Bristol Trials Centre, Bristol Medical School, University of Bristol, Bristol, UK
| | - Ben Gibbison
- Bristol Heart Institute, Bristol Medical School, University of Bristol, Bristol, UK
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Mohamed M, Dashtban A, Ali S, Oates T, Morris T, Banerjee A, Pasea L, Bhuva A, Mizani MA, Mamas MA, Mamza JB, He G. Missed opportunities to manage complex comorbidity of heart failure, type 2 diabetes mellitus and chronic kidney disease: a retrospective cohort study. Heart 2025:heartjnl-2024-325046. [PMID: 40037768 DOI: 10.1136/heartjnl-2024-325046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Accepted: 02/11/2025] [Indexed: 03/06/2025] Open
Abstract
BACKGROUND Effective management of coexisting heart failure (HF), chronic kidney disease (CKD) and type 2 diabetes mellitus (T2D) is critical, yet evidence of adherence to guideline-recommended standards in routine care remains unclear. We aimed to assess primary care adherence to guideline-recommended standards for patients with overlapping HF, CKD and T2D in England. METHODS Using UK Clinical Practice Research Datalink (1998-2020), we evaluated care adherence across 161 529 individuals with HF, CKD or T2D before and after developing a second of these conditions. We analysed disease investigation rates, medication use and predictors of guideline adherence. RESULTS We identified 161 529 patients with CKD followed by HF (CKD+HF, 40%), CKD+T2D (51.3%) and HF+T2D (8.6%) with a median of 3.1 years follow-up after the second diagnosis. In CKD+HF, CKD+T2D and HF+T2D groups, prescription rates of renin-angiotensin system inhibitors (71%, 64.1% and 74.4%), beta-blockers (53.1%,36.2% and 55.1%), antiplatelets (56.2%, 45.2% and 54.4%) and statins (56.7%, 68.5% and 72%) were suboptimal. Advanced age, female sex, peripheral arterial disease and cancer were associated with a lower likelihood of checking blood pressure, creatinine and glycated haemoglobin (HbA1C) after HF, CKD and T2D diagnoses, respectively. The first diagnosis of HF was associated with reduced odds of having HbA1C measured after T2D diagnosis (OR 0.79, 95% CI 0.72 to 0.86), compared with CKD as the first diagnosis. CONCLUSIONS In overlapping HF, CKD and T2D, guideline-recommended care is suboptimal, with inequalities by age, sex, disease on first presentation and comorbidities. Quality improvement requires linked data collection, monitoring and action across diseases.
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Affiliation(s)
- Mohamed Mohamed
- University College London, London, UK
- Barts Health NHS Trust, London, UK
| | | | - Sarah Ali
- Royal Free Hospitals NHS Trust, London, UK
| | | | | | - Amitava Banerjee
- University College London, London, UK
- Barts Health NHS Trust, London, UK
| | | | - Anish Bhuva
- Department of Cardiology, Barts Heart Centre, London, UK
- Institute of Cardiovascular Sciences, University College London, London, UK
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Aguado J, Gutierrez L, Forns J, Vila-Guilera J, Rothman KJ, García-Albéniz X. Effect of different durations of treatment with antihypertensive drugs with anticholinergic effects on the risk of dementia: a target trial emulation study. Am J Epidemiol 2025; 194:691-698. [PMID: 39108175 DOI: 10.1093/aje/kwae263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 06/21/2024] [Accepted: 08/02/2024] [Indexed: 03/06/2025] Open
Abstract
Studying the effect of duration of treatment on prognostic outcomes using real-world data is challenging because only people who survive for a long time can receive a treatment for a long time. Specifying a target trial helps overcome such challenge. We aimed to estimate the effect of different durations of treatment with antihypertensive drugs with anticholinergic properties (AC AHT) on the risk of vascular dementia and Alzheimer's disease by emulating a target trial using the UK CPRD GOLD database (2001-2017). Comparing treatment for 3-6 years vs ≤3 years yielded null results for both types of dementia. Comparing a longer duration of treatment, >6 years vs ≤3 years, yielded a 10-year risk ratio of 0.69 (95% CI, 0.54-0.90) for vascular dementia and 0.91 (95% CI, 0.77-1.10) for Alzheimer's disease. For illustration, we performed an analysis that failed to emulate a target trial by assigning exposure categories using postbaseline information, obtaining implausible beneficial estimates. Our findings indicate a modest benefit of longer duration of treatment with AC AHT on vascular dementia and highlight the value of the target trial emulation to avoid selection bias in the evaluation of the effect of different durations of treatment. This article is part of a Special Collection on Pharmacoepidemiology.
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Affiliation(s)
- Jaume Aguado
- Pharmacoepidemiology and Risk Management, RTI Health Solutions, Barcelona, Spain
| | - Lia Gutierrez
- Pharmacoepidemiology and Risk Management, RTI Health Solutions, Barcelona, Spain
| | - Joan Forns
- Pharmacoepidemiology and Risk Management, RTI Health Solutions, Barcelona, Spain
| | - Julia Vila-Guilera
- Pharmacoepidemiology and Risk Management, RTI Health Solutions, Barcelona, Spain
| | - Kenneth J Rothman
- Pharmacoepidemiology and Risk Management, RTI Health Solutions, Waltham, MA, United States
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4
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Downes TJ, Guthrie B, Moreno-Martos D, Morales DR. Health conditions in adults with atrial fibrillation compared with the general population: a population-based cross-sectional analysis. Heart 2025:heartjnl-2024-324618. [PMID: 40037761 DOI: 10.1136/heartjnl-2024-324618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Accepted: 02/04/2025] [Indexed: 03/06/2025] Open
Abstract
BACKGROUND Atrial fibrillation (AF) prevalence is rising due to population ageing and comorbidity is an increasing problem. The aim of this study was to examine the prevalence and association of coexisting health conditions among adults with AF in the general population. METHODS Cross-sectional analysis of Clinical Practice Research Datalink (CPRD) primary care electronic medical records in England linked to hospital admissions as of 30 November 2015. CPRD is broadly representative of the UK general population in terms of age, sex and ethnicity. We estimated prevalence and used logistic regression examining risk factors of age, sex and socioeconomic status (SES) to compare prevalence of 252 physical and mental health conditions and 23 higher level health condition groups in adults with AF compared with adults without AF. RESULTS 34 338 adults with AF (57% male; 83% ≥65 years) and 907 739 without AF (49% male; 23% ≥65 years) were identified. Adjusted for age and sex, adults with AF were significantly more likely to have 20/23 (87%) health condition groups than adults without AF. The most prevalent health condition groups in adults with AF were cardiovascular (prevalence of 89% in adults with AF vs 26% in adults without AF, adjusted OR (aOR) 5.82, 95% CI 5.60 to 6.05), gastrointestinal (62% vs 37%, aOR 1.34, 95% CI 1.31 to 1.38) and orthopaedic (58% vs 24%, aOR 1.32, 95% CI 1.29 to 1.35). 151/252 individual conditions were significantly more common in adults with AF including cardiovascular conditions such as cardiomyopathy (4.5% vs 0.3%, aOR 9.58, 95% CI 8.88 to 10.35) and heart failure (18% vs 0.7%, aOR 9.07, 95% CI 8.70 to 9.46), and non-cardiovascular conditions such as pleural effusion (16% vs 1.8%, aOR 3.55, 95% CI 3.42 to 3.67) and oesophageal malignancy (0.3% vs 0.0%, aOR 2.14, 95% CI 1.69 to 2.70). Associations were similar after SES adjustment. CONCLUSIONS While cardiovascular conditions are highly prevalent and strongly associated with AF, a wide spectrum of non-cardiovascular conditions were also strongly associated, requiring a greater understanding of managing comorbid conditions with management principles contradictory to AF.
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Affiliation(s)
- Thomas J Downes
- Division of Population Health and Genomics, University of Dundee, Dundee, UK
| | - Bruce Guthrie
- Advanced Care Research Centre, The University of Edinburgh Usher Institute, Edinburgh, UK
| | - David Moreno-Martos
- Division of Population Health and Genomics, University of Dundee, Dundee, UK
| | - Daniel R Morales
- Division of Population Health and Genomics, University of Dundee, Dundee, UK
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5
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Rafiq M, White B, Barclay M, Abel G, Renzi C, Lyratzopoulos G. A UK population-based case-control study of blood tests before cancer diagnosis in patients with non-specific abdominal symptoms. Br J Cancer 2025; 132:450-461. [PMID: 39799273 DOI: 10.1038/s41416-024-02936-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 12/02/2024] [Accepted: 12/27/2024] [Indexed: 01/15/2025] Open
Abstract
BACKGROUND Abnormal results in commonly used primary care blood tests could be early markers of cancer in patients presenting with non-specific abdominal symptoms. METHODS Using linked data from the UK Clinical Practice Research Datalink (CPRD) and national cancer registry we compared blood test use and abnormal results from the 24-months pre-diagnosis in 10,575 cancer patients (any site), and 52,875 matched-controls aged ≥30 presenting, with abdominal pain or bloating to primary care. RESULTS Cancer patients had two-fold increased odds of having a blood test (odds ratio(OR):1.51-2.29) and 2-3-fold increased odds of having an abnormal blood test result (OR:2.42-3.30) in the year pre-diagnosis compared to controls. Raised inflammatory markers were the most common abnormality (74-79% of tested cases). Rates of blood test use and abnormal results progressively increased from 7 months pre-diagnosis in cancer patients, with relatively small corresponding increases in symptomatic controls. In cancer patients, the largest increases from baseline were raised platelets in males with abdominal pain (increased 33-fold), raised white blood cell count in males with abdominal bloating (increased 37-fold) and low albumin in females with either symptom (increased 22-41 fold). CONCLUSIONS Common blood test abnormalities are early signals of cancer in some individuals with non-specific abdominal symptoms and could support expedited cancer diagnosis.
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Affiliation(s)
- Meena Rafiq
- Epidemiology of Cancer Healthcare & Outcomes (ECHO) Group, Department of Behavioural Science, Institute of Epidemiology and Health Care (IEHC), UCL, London, UK.
- Department of General Practice and Primary Care, University of Melbourne, Melbourne, Australia.
| | - Becky White
- Epidemiology of Cancer Healthcare & Outcomes (ECHO) Group, Department of Behavioural Science, Institute of Epidemiology and Health Care (IEHC), UCL, London, UK
| | - Matthew Barclay
- Epidemiology of Cancer Healthcare & Outcomes (ECHO) Group, Department of Behavioural Science, Institute of Epidemiology and Health Care (IEHC), UCL, London, UK
| | - Gary Abel
- University of Exeter Medical School, Exeter, UK
| | - Cristina Renzi
- Epidemiology of Cancer Healthcare & Outcomes (ECHO) Group, Department of Behavioural Science, Institute of Epidemiology and Health Care (IEHC), UCL, London, UK
- Faculty of Medicine, University Vita-Salute San Raffaele, Milan, Italy
| | - Georgios Lyratzopoulos
- Epidemiology of Cancer Healthcare & Outcomes (ECHO) Group, Department of Behavioural Science, Institute of Epidemiology and Health Care (IEHC), UCL, London, UK
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Kajaria-Montag H, Scholtes S, Gray DP, Sidaway-Lee K, Freeman M, Evans P. Continuity and locum use for acute consultations: observational study of subsequent workload. Br J Gen Pract 2025; 75:e181-e186. [PMID: 39870531 PMCID: PMC11800408 DOI: 10.3399/bjgp.2024.0312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 11/05/2024] [Indexed: 01/29/2025] Open
Abstract
BACKGROUND Workload is probably the biggest challenge facing general practice and little is known about any modifiable factors. For GPs, both continuity and locum status are associated with differences in outcomes. AIM To determine whether practice and hospital workload after an index acute consultation depend on the type of GP consulted (locums and practice GPs with [regular] and without [non-regular] continuity, and locums). DESIGN AND SETTING An observational, cross-sectional analysis of consultation-level data from English general practices from the Clinical Practice Research Datalink from 2015 to 2017. METHOD Antibiotic prescription was used as a marker for acute consultations with regression models to calculate adjusted relative risks for emergency department consultations and admissions, outpatient referrals, and test ordering, as well as the patients' GP reconsultation interval following consultations with the three types of GP. RESULTS After adjustment, consultations with antibiotic prescriptions with regular GPs with continuity were associated with fewer subsequent hospital admissions and lower emergency department use but higher outpatient referrals relative to locums and non-regular GPs. Locums ordered tests less often (relative risk [RR] -24.3%, 95% confidence interval [CI] = -27.3 to -21.2) than regular GPs whereas non-regular GPs ordered tests more often (RR 19.1%, 95% CI = = 16.4 to 21.8). Patients seeing their regular GP had on average a 9% longer (95% CI = 8 to 10) reconsultation interval than if they saw any other GP. CONCLUSION The differences in outcomes were associated more with having continuity than with GP locum status. Seeing a GP with whom the patient had continuity of care was associated with reduced workload within the practice and in hospital.
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Affiliation(s)
| | - Stefan Scholtes
- Judge Business School, University of Cambridge, Cambridge, UK
| | - Denis Pereira Gray
- St Leonard's Research Practice, Exeter; emeritus professor, University of Exeter Medical School, University of Exeter, Exeter, UK
| | | | - Michael Freeman
- Technology and Operations Management, INSEAD Asia Campus, Singapore
| | - Philip Evans
- University of Exeter Medical School, University of Exeter, Exeter; consultant, St Leonard's Research Practice, Exeter, UK
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Bajpai R, Partington R, Muller S, Forrester H, Mallen CD, Clarson L, Padmanabhan N, Whittle R, Roddy E. Prognostic factors for colchicine prophylaxis-related adverse events when initiating allopurinol for gout: retrospective cohort study. Rheumatology (Oxford) 2025; 64:1147-1154. [PMID: 38636489 PMCID: PMC11879341 DOI: 10.1093/rheumatology/keae229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 03/29/2024] [Accepted: 04/10/2024] [Indexed: 04/20/2024] Open
Abstract
OBJECTIVES Colchicine is commonly used to prevent flares when starting urate-lowering therapy for gout. Patients with gout are frequently concurrently prescribed other medications (such as statins) that may interact with colchicine, increasing the risk of adverse events. The aim of this study was to describe potential prognostic factors for adverse events in patients prescribed colchicine when initiating allopurinol. METHODS We conducted a retrospective cohort study in linked UK Clinical Practice Research Datalink and Hospital Episode Statistics datasets. Adults initiating allopurinol for gout with colchicine (1 April 1997 to 30 November 2016) were included. Potential prognostic factors were defined, and the likelihood of adverse events, including diarrhoea, nausea or vomiting, myocardial infarction, neuropathy, myalgia, myopathy, rhabdomyolysis and bone marrow suppression, were estimated. RESULTS From 1 April 1997 to 30 November 2016, 13 945 people with gout initiated allopurinol with colchicine prophylaxis [mean age 63.9 (s.d. 14.7) years, 78.2% male]. One-quarter (26%, 95% CI 25%, 27%) were prescribed one or more potentially interacting medicines, most commonly statins (21%, 95% CI 20%, 22%). Statins were not associated with increased adverse events, although other drugs were associated with some adverse outcomes. Diarrhoea and myocardial infarction were associated with more comorbidities and more severe chronic kidney disease. CONCLUSION People were given colchicine prophylaxis despite commonly having preexisting prescriptions for medications with potential to interact with colchicine. Adverse events were more common in people who had more comorbidities and certain potentially interacting medications. Our findings will provide much-needed information about prognostic factors for colchicine-related adverse events that can inform treatment decisions about prophylaxis when initiating allopurinol.
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Affiliation(s)
- Ram Bajpai
- School of Medicine, Keele University, Keele, UK
| | | | - Sara Muller
- School of Medicine, Keele University, Keele, UK
| | | | | | | | | | - Rebecca Whittle
- School of Medicine, Keele University, Keele, UK
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
- National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK
| | - Edward Roddy
- School of Medicine, Keele University, Keele, UK
- Haywood Academic Rheumatology Centre, Midlands Partnership University NHS Foundation Trust, Stoke-on-Trent, UK
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8
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Ramirez Medina CR, Lyon M, Davies E, McCarthy D, Reid V, Khanna A, Jani M. Clinical indications associated with new opioid use for pain management in the United Kingdom: using national primary care data. Pain 2025; 166:656-666. [PMID: 39446674 PMCID: PMC11808705 DOI: 10.1097/j.pain.0000000000003402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 07/09/2024] [Accepted: 08/01/2024] [Indexed: 10/26/2024]
Abstract
ABSTRACT Prescription opioids for noncancer pain in the United Kingdom have increased over the past 2 decades, alongside associated harms. Policies addressing opioid prescribing must be tailored to individual patient needs with specific disease systems. The aim of this study was to evaluate clinical conditions associated with new opioid initiation in noncancer pain using nationally representative UK data. Primary care electronic health records from January 1, 2006, to September 31, 2021, were used from the Clinical Research Practice Datalink to identify incident opioid prescriptions. Patient histories were reviewed using code lists for opioid-related conditions with a 5-year look-back for chronic conditions and a 1-year look-back for surgical indications before opioid initiation. In total, 3,030,077 new opioid use episodes in 2,027,402 patients were identified, with 61% being women, 77% aged 45 years and older, and 48% from the highest deprivation quintile. Ten systems associated with opioid initiation were identified, which were not mutually exclusive, as patients could have opioids prescribed for multiple indications. The most common were musculoskeletal (80.8%), respiratory (57.6%), infections (30.4%), trauma/injury (20.4%), neurology (19.9%), and postsurgical indications (5.5%). Osteoarthritis (60.7%) and low back pain (41.0%) were the most frequent musculoskeletal conditions. Orthopedic surgeries accounted for 41.2% of all postsurgical indications. This is the first study in the United Kingdom evaluating large-scale national data to assess indications associated with opioid initiation. Nearly 3 quarters of new opioid prescriptions for noncancer pain were in patients with musculoskeletal conditions, often for conditions with limited evidence for opioid efficacy. These findings could inform targeted interventions and future policies to support nonpharmacological interventions in the most common conditions where opioid harms outweigh benefits.
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Affiliation(s)
- Carlos Raul Ramirez Medina
- Centre for Epidemiology Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, United Kingdom
| | - Max Lyon
- Centre for Epidemiology Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, United Kingdom
| | - Elinor Davies
- The University of Manchester Medical School, Manchester, United Kingdom
| | - David McCarthy
- Manchester Royal Infirmary, Manchester University Foundation Trust, Manchester, United Kingdom
| | - Vanessa Reid
- Manchester Royal Infirmary, Manchester University Foundation Trust, Manchester, United Kingdom
| | - Ashwin Khanna
- Manchester and Salford Pain Centre, Salford Royal Hospital, Northern Care Alliance, Salford, United Kingdom
| | - Meghna Jani
- Centre for Epidemiology Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, United Kingdom
- NIHR Manchester Biomedical Research Centre, Manchester University NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom
- Department of Rheumatology, Salford Royal Hospital, Northern Care Alliance, Salford, United Kingdom
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Nakafero G, Grainge MJ, Card T, Mallen CD, Nguyen Van-Tam JS, Abhishek A. Uptake and safety of pneumococcal vaccination in adults with immune-mediated inflammatory diseases: a UK wide observational study. Rheumatology (Oxford) 2025; 64:962-968. [PMID: 38479823 PMCID: PMC11879285 DOI: 10.1093/rheumatology/keae160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 03/05/2024] [Indexed: 03/06/2025] Open
Abstract
OBJECTIVE The uptake and safety of pneumococcal vaccination in people with immune-mediated inflammatory diseases (IMIDs) is poorly understood. We investigated the UK-wide pneumococcal vaccine uptake in adults with IMIDs and explored the association between vaccination and IMID flare. METHODS Adults with IMIDs diagnosed on or before 1 September 2018, prescribed steroid-sparing drugs within the last 12 months and contributing data to the Clinical Practice Research Datalink Gold, were included. Vaccine uptake was assessed using a cross-sectional study design. Self-controlled case series analysis investigated the association between pneumococcal vaccination and IMID flare. The self-controlled case series observation period was up to 6 months before and after pneumococcal vaccination. This was partitioned into a 14-day pre-vaccination induction, 90 days post-vaccination exposed and the remaining unexposed periods. RESULTS We included 32 277 patients, 14 151 with RA, 13 631 with IBD, 3804 with axial SpA and 691 with SLE. Overall, 57% were vaccinated against pneumococcus. Vaccine uptake was lower in those younger than 45 years old (32%), with IBD (42%) and without additional indication(s) for vaccination (46%). In the vaccine safety study, data for 1067, 935 and 451 vaccinated patients with primary-care consultations for joint pain, autoimmune rheumatic disease flare and IBD flare, respectively, were included. Vaccination against pneumococcal pneumonia was not associated with primary-care consultations for joint pain, autoimmune rheumatic disease flare and IBD flare in the exposed period, with incidence rate ratios (95% CI) 0.95 (0.83-1.09), 1.05 (0.92-1.19) and 0.83 (0.65-1.06), respectively. CONCLUSION Uptake of pneumococcal vaccination in UK patients with IMIDs was suboptimal. Vaccination against pneumococcal disease was not associated with IMID flare.
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Affiliation(s)
- Georgina Nakafero
- Academic Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
- Nottingham NIHR BRC, Nottingham
| | - Matthew J Grainge
- Lifespan and Population Health, School of Medicine, University of Nottingham, Nottingham, UK
| | - Tim Card
- Lifespan and Population Health, School of Medicine, University of Nottingham, Nottingham, UK
- Nottingham Digestive Diseases Centre, Translational Medical Sciences, School of Medicine, University of Nottingham, Nottingham, UK
| | - Christian D Mallen
- Primary Care Centre Versus Arthritis, School of Medicine, Keele University, Keele, UK
| | | | - Abhishek Abhishek
- Academic Rheumatology, School of Medicine, University of Nottingham, Nottingham, UK
- Nottingham NIHR BRC, Nottingham
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10
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Pradhan R, Yin H, Lu S, Sebastiani G, Yu O, Suissa S, Azoulay L. Glucagon-Like Peptide 1 Receptor Agonists and Sodium-Glucose Cotransporter 2 Inhibitors and the Prevention of Cirrhosis Among Patients With Type 2 Diabetes. Diabetes Care 2025; 48:444-454. [PMID: 39774820 DOI: 10.2337/dc24-1903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 12/04/2024] [Indexed: 01/11/2025]
Abstract
OBJECTIVE To determine whether glucagon-like peptide 1 receptor agonists (GLP-1RAs) and sodium-glucose cotransporter 2 (SGLT-2) inhibitors, separately, compared with dipeptidyl peptidase 4 (DPP-4) inhibitors are associated with a reduced risk of cirrhosis and other adverse liver outcomes among patients with type 2 diabetes. RESEARCH DESIGN AND METHODS With an active comparator, new-user approach, we conducted a cohort study using the U.K. Clinical Practice Research Datalink linked with hospital and national statistics databases. Cox proportional hazards models using propensity score fine stratification weighting were used to calculate hazard ratios (HRs) and 95% CIs for cirrhosis (primary outcome) and decompensated cirrhosis, hepatocellular carcinoma, and liver-related mortality (secondary outcomes). RESULTS In the first cohort comparing 25,516 patients starting GLP-1RAs and 186,752 starting DPP-4 inhibitors, GLP-1RAs were not associated with the incidence of cirrhosis (HR 0.90, 95% CI 0.68-1.19) or the secondary outcomes. In a separate cohort comparing 33,161 patients starting SGLT-2 inhibitors and 124,431 starting DPP-4 inhibitors, SGLT-2 inhibitors were associated with a reduced incidence of cirrhosis (HR 0.64, 95% CI 0.46-0.90), as also decompensated cirrhosis (HR 0.74, 95% CI 0.54-1.00), but not with a lower risk of hepatocellular carcinoma or liver-related mortality. CONCLUSIONS In patients with type 2 diabetes in the U.K., GLP-1RAs were not associated with a lower risk of cirrhosis compared with DPP-4 inhibitors in patients with type 2 diabetes. However, SGLT-2 inhibitors were associated with a lower risk of cirrhosis compared with DPP-4 inhibitors.
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Affiliation(s)
- Richeek Pradhan
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Parkville, Australia
| | - Hui Yin
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Canada
| | - Sally Lu
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Canada
| | - Giada Sebastiani
- Division of Gastroenterology and Hepatology, McGill University Health Centre, Montreal, Canada
- Division of Endocrinology, Jewish General Hospital, Montreal, Canada
| | - Oriana Yu
- Division of Endocrinology, Jewish General Hospital, Montreal, Canada
| | - Samy Suissa
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Canada
| | - Laurent Azoulay
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montreal, Canada
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11
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Rudge A, McHugh N, Tillett W, Smith T. An interpretable machine learning approach for detecting psoriatic arthritis in a UK primary care psoriasis cohort using electronic health records from the Clinical Practice Research Datalink. Ann Rheum Dis 2025:S0003-4967(25)00206-7. [PMID: 40024862 DOI: 10.1016/j.ard.2025.01.051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Revised: 01/28/2025] [Accepted: 01/31/2025] [Indexed: 03/04/2025]
Abstract
OBJECTIVES Develop an interpretable machine learning model to detect patients with newly diagnosed psoriatic arthritis (PsA) in a cohort of psoriasis patients and identify important clinical indicators of PsA in primary care. METHODS We developed models using UK primary care electronic health records from the Clinical Practice Research Datalink (CPRD). The study population consisted of a cohort of (PsA free) patients with incident psoriasis who were followed prospectively. We used Bayesian networks (BNs) to identify patients who developed PsA using primary care variables measured prior to diagnosis and compared the results to a random forest (RF). Variables included patient demographics, musculoskeletal symptoms, blood tests, and prescriptions. The importance of each variable used in the models was evaluated using permutation variable importance. Model discrimination was measured using the area under the receiver operating characteristic curve (AUC) and the area under the precision-recall curve (PRAUC). RESULTS We identified a cohort of 122,330 patients with an incident psoriasis diagnosis between 1998 and 2019 in the CPRD, of whom 2460 patients went on to develop PsA. Our best BN achieved an AUC of 0.823, and PRAUC of 0.221, compared to the AUC of 0.851 and PRAUC of 0.261 of the RF. Psoriasis duration, nonsteroidal anti-inflammatory drug prescriptions, nonspecific arthritis, nonspecific arthralgia, and C-reactive protein blood tests were all important variables in our models. CONCLUSIONS We were able to identify psoriasis patients at higher risk, and important indicators, of PsA in UK primary care. Further work is required to evaluate our model's usefulness in assisting PsA screening.
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Affiliation(s)
- Alexander Rudge
- Department of Mathematical Sciences, University of Bath, Bath, UK
| | - Neil McHugh
- Department of Life Sciences, University of Bath, Bath, UK; Royal National Hospital for Rheumatic Diseases, Royal United Hospitals, Bath, UK
| | - William Tillett
- Department of Life Sciences, University of Bath, Bath, UK; Royal National Hospital for Rheumatic Diseases, Royal United Hospitals, Bath, UK
| | - Theresa Smith
- Department of Mathematical Sciences, University of Bath, Bath, UK.
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12
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Taqi A, Gran S, Knaggs RD. Patterns of analgesic utilisation among people with knee osteoarthritis: a cohort study using UK primary care data. J Pharm Policy Pract 2025; 18:2455067. [PMID: 40028269 PMCID: PMC11869337 DOI: 10.1080/20523211.2025.2455067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 01/12/2025] [Indexed: 03/05/2025] Open
Abstract
Background Osteoarthritis (OA) is a prevalent disabling joint disease affecting more than 300 million people globally and knees are most commonly affected. It is associated with pain and functional limitation that adversely affect mental well-being and compromise quality of life. Analgesic use is common among patients with knee osteoarthritis (KOA), however, data on patterns of analgesics use at an individual patient level are sparse. The present study describes patterns of analgesic use, by determining the proportion of persistent users within one year of therapy initiation in patients with KOA. Methods A retrospective cohort study using the clinical practice research datalink. Analgesic prescriptions for adults with an incident KOA diagnosis were captured and grouped into five exposure groups including: antidepressants, antiepileptic drugs (AEDs), opioids, non-steroidal anti-inflammatory drugs (NSAIDs) and paracetamol. A persistent user was a person who used >180 defined daily doses (DDDs) per year and had prescriptions in at least three out of the four quarters of the year. Results Variable proportions of patients used respective analgesic classes persistently during the first year after prescribing; 36.8% of antidepressant users, 27.0% of NSAIDs, 23.8% of AEDs, 17.5% of paracetamol and 14.9% of opioid users were persistent users. Across classes, persistent users were slightly younger, were issued more prescriptions and used higher doses of analgesics compared to non-persistent users. Conclusion Between 14.9% and 36.8% became persistent analgesic users by the end of the first year after their initial prescription. The study applied meaningful clinical attributes to define persistence. This informs future research on clinical and adverse drug outcomes in persistent users compared to non-persistent users across five separate analgesic classes.
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Affiliation(s)
- Aqila Taqi
- Division of Pharmacy Practice and Policy, School of Pharmacy, University Park Campus, University of Nottingham, Nottingham, UK
- Pharmacy Department, Sultan Qaboos University, Sultan Qaboos University Hospital, Muscat, Sultanate of Oman
| | - Sonia Gran
- Centre of Evidence Based Dermatology, School of Medicine, University of Nottingham, Nottingham, UK
| | - Roger David Knaggs
- Division of Pharmacy Practice and Policy, School of Pharmacy, University Park Campus, University of Nottingham, Nottingham, UK
- Pain Centre versus Arthritis, University of Nottingham, Nottingham, UK
- Primary Integrated Community Solutions, Nottingham, UK
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Shapiro SB, Yin H, Yu OHY, Rej S, Suissa S, Azoulay L. Glucagon-like peptide-1 receptor agonists and risk of suicidality among patients with type 2 diabetes: active comparator, new user cohort study. BMJ 2025; 388:e080679. [PMID: 40010803 DOI: 10.1136/bmj-2024-080679] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/28/2025]
Abstract
OBJECTIVE To determine whether the use of glucagon-like peptide-1 (GLP-1) receptor agonists is associated with an increased risk of suicidal ideation, self-harm, and suicide among patients with type 2 diabetes compared with the use of dipeptidyl peptidase-4 (DPP-4) inhibitors or sodium-glucose cotransporter-2 (SGLT-2) inhibitors. DESIGN Active comparator, new user cohort study. SETTING Primary care practices contributing data to the UK Clinical Practice Research Datalink linked to the Hospital Episodes Statistics Admitted Patient Care and Office for National Statistics Death Registration databases. PARTICIPANTS Patients with type 2 diabetes. EXPOSURES Two cohorts were assembled, with the first composed of patients who started and continued on GLP-1 receptor agonists or DPP-4 inhibitors between 1 January 2007 and 31 December 2020 and the second composed of patients who started and continued on GLP-1 receptor agonists or SGLT-2 inhibitors between 1 January 1 2013 and 31 December 2020. Both cohorts were followed until 29 March 2021. MAIN OUTCOME MEASURES The primary outcome was suicidality, defined as a composite of suicidal ideation, self-harm, and suicide. Secondary outcomes were each of these events considered separately. Propensity score fine stratification weighted Cox proportional hazards models were fitted to estimate hazard ratios and 95% confidence intervals (CIs) to estimate the average treatment effect among the treated patients. RESULTS The first cohort included 36 082 GLP-1 receptor agonist users (median follow-up 1.3 years) and 234 028 DPP-4 inhibitor users (median follow-up 1.7 years). In crude analyses, GLP-1 receptor agonist use was associated with an increased incidence of suicidality compared with DPP-4 inhibitors (crude incidence rates 3.9 v 1.8 per 1000 person years, respectively; hazard ratio 2.08, 95% CI 1.83 to 2.36). This estimate decreased to a null value after confounding factors were accounted for (hazard ratio 1.02, 95% CI 0.85 to 1.23). The second cohort included 32 336 GLP-1 receptor agonist users (median follow-up 1.2 years) and 96 212 SGLT-2 inhibitor users (median follow-up 1.2 years). Similarly, GLP-1 receptor agonist use was associated with an increased risk of suicidality compared with SGLT-2 inhibitors in crude analyses (crude incidence rates 4.3 v 2.7 per 1000 person years; hazard ratio 1.60, 95% CI 1.37 to 1.87) but not after confounding factors were accounted for (0.91, 0.73 to 1.12). Similar findings were observed when suicidal ideation, self-harm, and suicide were analysed separately in both cohorts. CONCLUSIONS In this large cohort study, the use of GLP-1 receptor agonists was not associated with an increased risk of suicidality compared with the use of DPP-4 inhibitors or SGLT-2 inhibitors in patients with type 2 diabetes.
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Affiliation(s)
- Samantha B Shapiro
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, QC, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
| | - Hui Yin
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, QC, Canada
| | - Oriana Hoi Yun Yu
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
- Division of Endocrinology, Jewish General Hospital, Montreal, QC, Canada
- Division of Endocrinology & Metabolism, McGill University, Montreal, QC, Canada
| | - Soham Rej
- Department of Psychiatry, Jewish General Hospital, Montreal, QC, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Samy Suissa
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, QC, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
- Department of Medicine, McGill University, Montreal, QC, Canada
| | - Laurent Azoulay
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, QC, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montreal, QC, Canada
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14
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Kingston M, Snooks H, Watkins A, Burton C, Dale J, Davies J, Dearden A, Evans B, Santos Gomes B, Jones J, Kumar R, Porter A, Sewell B, Wallace E. Emergency admission Predictive RIsk Stratification Models: Assessment of Implementation Consequences (PRISMATIC 2): a protocol for a mixed-methods study. BJGP Open 2025:BJGPO.2024.0182. [PMID: 39284620 DOI: 10.3399/bjgpo.2024.0182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Accepted: 08/05/2024] [Indexed: 02/27/2025] Open
Abstract
BACKGROUND Emergency admissions are costly, increasingly numerous, and associated with adverse patient outcomes. Policy responses have included the widespread introduction of emergency admission risk stratification (EARS) tools in primary care. These tools generate scores that predict patients' risk of emergency hospital admission and can be used to support targeted approaches to improve care and reduce admissions. However, the impact of EARS is poorly understood and there may be unintended consequences. AIM To assess effects, mechanisms, costs, and patient and healthcare professionals' views related to the introduction of EARS tools in England. DESIGN & SETTING Quasi-experimental mixed-methods design using anonymised routine data and qualitative methods. METHOD We will apply multiple interrupted time-series analysis to data, aggregated at former clinical commissioning group (CCG) level, to look at changes in emergency admission and other healthcare use following EARS introduction across England. We will investigate GP decision making at practice level using linked general practice and secondary care data to compare case-mix, demographics, indicators of condition severity, and frailty associated with emergency admissions before and after EARS introduction. We will undertake interviews (approximately 48) with GPs and healthcare staff to understand how patient care may have changed. We will conduct focus groups (n = 2) and interviews (approximately 16) with patients to explore how they perceive that communication of individual risk scores might affect their experiences and health-seeking behaviours. CONCLUSION Findings will provide policymakers, healthcare professionals, and patients, with a better understanding of the effects, costs, and stakeholder perspectives related to the introduction of EARS tools.
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Affiliation(s)
- Mark Kingston
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Helen Snooks
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Alan Watkins
- Swansea University Medical School, Swansea University, Swansea, UK
| | | | - Jeremy Dale
- Warwick Medical School, University of Warwick, Warwick, UK
| | - Jan Davies
- PPI contributor, c/o Swansea University Medical School, Swansea, UK
| | - Alex Dearden
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Bridie Evans
- Swansea University Medical School, Swansea University, Swansea, UK
| | | | - Jenna Jones
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Rashmi Kumar
- PPI contributor, c/o Swansea University Medical School, Swansea, UK
| | - Alison Porter
- Swansea University Medical School, Swansea University, Swansea, UK
| | - Bernadette Sewell
- Swansea Centre for Health Economics (SCHE), Swansea University, Swansea, UK
| | - Emma Wallace
- School of Medicine, University College Cork, Cork, Ireland
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15
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Iyen B, Qureshi N, Kai J, Capps N, Durrington PN, Cegla J, Soran H, Schofield J, Neil HAW, Humphries SE. Cardiovascular disease morbidity is associated with social deprivation in subjects with familial hypercholesterolaemia (FH): A retrospective cohort study of individuals with FH in UK primary care and the UK Simon Broome register, linked with national hospital records. Atherosclerosis 2025; 403:119142. [PMID: 40037086 DOI: 10.1016/j.atherosclerosis.2025.119142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 02/06/2025] [Accepted: 02/10/2025] [Indexed: 03/06/2025]
Abstract
BACKGROUND Social deprivation is associated with higher cardiovascular disease (CVD) morbidity and mortality. We examined whether this is also observed in people with Familial Hypercholesterolaemia (FH). METHODS Subjects with FH and linked secondary care records in Hospital Episode Statistics (HES) were identified from UK Clinical Practice Research Datalink (CPRD) and the Simon Broome (SB) adult FH register. Cox proportional hazards regression estimated hazard ratios (HR) for composite CVD outcomes (first HES outcome of coronary heart disease, myocardial infarction, angina, stroke, transient ischaemic attack, peripheral vascular disease, heart failure, coronary revascularisation interventions (PCI and CABG)) in Index of Multiple Deprivation (IMD) quintiles. RESULTS We identified 4309 patients with FH in CPRD (1988-2020) and 2956 in the SB register. Both cohorts had considerably fewer subjects in the most deprived compared to the least deprived quintile (60 % lower in CPRD and 52 % lower in SB). In CPRD, the most deprived individuals had higher unadjusted HRs for composite CVD (HR 1.71 [CI 1.22-2.40]), coronary heart disease (HR 1.63 [1.11-2.40]) and mortality (HR 1.58 [1.02-2.47]) compared to the least deprived but these became insignificant after adjusting for age, sex, smoking and alcohol consumption. In the SB register, hazard ratios for composite CVD increased with increasing deprivation quintiles and remained significant after adjustment for age, sex, smoking and alcohol consumption (adjusted HR in quintile 5 vs quintile 1 = 1.83 [1.54-2.17]). CONCLUSIONS Strikingly fewer individuals with FH are identified from lower socioeconomic groups, though the most deprived FH patients have the highest risk of CVD and mortality. In CPRD, this risk was largely explained by smoking and alcohol consumption, but not in the SB register. More effective strategies to detect FH and optimise risk factor management, are needed in lower socioeconomic groups.
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Affiliation(s)
- B Iyen
- Centre for Academic Primary Care, School of Medicine, University of Nottingham, UK.
| | - N Qureshi
- Centre for Academic Primary Care, School of Medicine, University of Nottingham, UK
| | - J Kai
- Centre for Academic Primary Care, School of Medicine, University of Nottingham, UK
| | - N Capps
- Clinical Biochemistry, The Shrewsbury & Telford Hospital NHS Trust, Princess Royal Hospital, Telford, UK
| | - P N Durrington
- Cardiovascular Research Group, University of Manchester, UK
| | - J Cegla
- Division of Diabetes, Endocrinology and Metabolism, Imperial College London, UK
| | - H Soran
- Manchester University NHS Foundation Trust, Manchester, UK
| | - J Schofield
- Manchester University NHS Foundation Trust, Manchester, UK
| | - H A W Neil
- Wolfson College, University of Oxford, UK
| | - S E Humphries
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Sciences, University College London, London, UK
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16
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Swiderski M, Vinogradova Y, Knaggs RD, Harman K, Harwood RH, Prasad V, Persson MSM, Figueredo G, Layfield C, Gran S. Association between drugs and vaccines commonly prescribed to older people and bullous pemphigoid: a case-control study. Br J Dermatol 2025; 192:440-449. [PMID: 39467333 DOI: 10.1093/bjd/ljae416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 10/22/2024] [Accepted: 10/23/2024] [Indexed: 10/30/2024]
Abstract
BACKGROUND Bullous pemphigoid (BP) is an autoimmune skin disease that mainly affects older people. Based on case series and small hospital-based studies, a number of drugs have been associated with BP. More reliable and precise estimates of associations between a broad selection of drugs/vaccines and BP will enable greater awareness of any potential increased risk of BP following the administration of certain medicines and help identify clinical, histological and genomic characteristics of drug-induced BP for different culprit drugs. Greater awareness could lead to earlier recognition or suspicion of BP and referral to a dermatologist for diagnosis. Earlier diagnosis may lead to less aggressive treatment and improved wellbeing. OBJECTIVES To determine the association between drugs/vaccines commonly prescribed to older people and the risk of developing BP. METHODS We conducted a population-based nested case-control study between 1998 and 2021 using electronic primary care records from the Clinical Practice Research Datalink. We matched patients with BP with up to five controls. Exposures were drugs/vaccines commonly prescribed to older people. We used multivariable conditional logistic regression adjusting for multiple drug use. For antibiotics, in a sensitivity analysis, we considered that drugs may be prescribed for undiagnosed symptoms of BP that resemble skin infection (protopathic bias). RESULTS Antibiotics were associated with the highest risk of BP [odds ratio (OR) 4.60, 95% confidence interval (CI) 4.40-4.80]. However, after adjusting for protopathic bias, the OR decreased to 2.08 (95% CI 1.99-2.17). Also, after adjusting for protopathic bias, of all the antibiotic classes and subclasses, penicillins [OR 3.44, 95% CI 3.29-3.60 (sensitivity analysis OR 1.74, 95% CI 1.66-1.84)] and penicillinase-resistant penicillins [OR 7.56, 95% CI 7.15-8.00 (sensitivity analysis OR 2.64, 95% CI 2.45-2.85)] had the strongest associations with BP risk. Other drugs strongly associated with increased risk were gliptins (OR 2.77, 95% CI 2.37-3.23) and second-generation antipsychotics (OR 2.58, 95% CI 2.20-3.03). CONCLUSIONS Healthcare professionals need to be aware of BP risk in older people, particularly when prescribing penicillinase-resistant penicillins, gliptins and second-generation antipsychotic drugs, to recognize and manage BP early. Owing to the low disease prevalence, we do not suggest avoiding certain drugs/vaccines to prevent BP. Further research should consider recency, dosage and duration of antibiotic treatments.
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Affiliation(s)
| | | | - Roger D Knaggs
- School of Pharmacy, University of Nottingham, Nottingham, UK
| | - Karen Harman
- Department of Dermatology, University Hospitals of Leicester NHS Trust, Leicester, UK
| | - Rowan H Harwood
- School of Health Sciences, University of Nottingham, Nottingham, UK
| | - Vibhore Prasad
- School of Medicine, University of Nottingham, Nottingham, UK
- King's College London, London, UK
- NHS Nottinghamshire, Nottingham, UK
| | | | | | - Carron Layfield
- School of Medicine, University of Nottingham, Nottingham, UK
| | - Sonia Gran
- School of Medicine, University of Nottingham, Nottingham, UK
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17
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Wang J, Subramanian A, Cockburn N, Xiao J, Nirantharakumar K, Haroon S. Obstructive sleep apnoea syndrome and future risk of dementia among individuals managed in UK general practice. Thorax 2025; 80:167-174. [PMID: 39689941 DOI: 10.1136/thorax-2024-221810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Accepted: 11/15/2024] [Indexed: 12/19/2024]
Abstract
BACKGROUND Obstructive sleep apnoea syndrome (OSAS) has been recognised as a potential risk factor for cognitive decline, yet its precise relationship with dementia remains uncertain. This study aimed to determine the risk of dementia among individuals with and without OSAS. METHODS Data derived from 2.3 million adults (aged ≥18 years) were extracted from the Clinical Practice Research Datalink (2000-2022), a nationally representative primary care electronic health records database in the UK. 193 600 individuals with OSAS were propensity score-matched to 536 701 individuals without OSAS. Cox proportional hazard regression models were applied to quantify the risk of developing all-cause dementia, vascular dementia and Alzheimer's disease between individuals with and without OSAS. RESULTS With a median follow-up of 4.0 (IQR 1.8-7.5) years, 2802 and 6211 individuals developed all-cause dementia in those with and without OSAS, corresponding to crude incidence rates of 2.47 and 2.34 per 1000 person-years, respectively. The presence of OSAS was associated with higher risks of all-cause dementia (adjusted HR (aHR) 1.12, 95% CI 1.07 to 1.17), vascular dementia (1.29, 95% CI 1.19 to 1.41) and unchanged risk of Alzheimer's disease (1.07, 95% CI 0.99 to 1.16). Individuals with OSAS who had received continuous positive airway pressure (CPAP) treatment exhibited a similar risk of all-cause dementia as their matched counterparts (0.99, 95% CI 0.74 to 1.32). CONCLUSION OSAS is associated with higher risks of all-cause dementia and some of its subtypes. Further investigation is needed to investigate the clinical benefits of screening for cognitive impairment in people with OSAS and to further evaluate the impact of CPAP on cognitive decline and dementia risk.
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Affiliation(s)
- Jingya Wang
- School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
| | - Anuradhaa Subramanian
- School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
| | - Neil Cockburn
- School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
| | - Jingyi Xiao
- Health Management Centre, The First Affiliated Hospital of Sun Yat-sen University, Sun Yat-Sen University, Guangzhou, China
| | - Krishnarajah Nirantharakumar
- School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
- Health Data Research UK (HDRUK), London, UK
- NIHR Birmingham Biomedical Research Centre, Birmingham, UK
| | - Shamil Haroon
- School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK
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18
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Birnie K, Howe LD, Jones T, Madley-Dowd P, Martin FZ, Forbes H, Redaniel MT, Cornish R, Magnus MC, Davies NM, Tilling K, Hughes AD, Lawlor DA, Fraser A. Life course trajectories of maternal cardiovascular disease risk factors by obstetric history: a UK cohort study using electronic health records. BMC Med 2025; 23:91. [PMID: 39948598 PMCID: PMC11827161 DOI: 10.1186/s12916-025-03937-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2024] [Accepted: 02/07/2025] [Indexed: 02/16/2025] Open
Abstract
BACKGROUND Women who experience adverse pregnancy outcomes (APOs; gestational hypertension, preeclampsia (PE), gestational diabetes (GD), preterm birth (PTB), small or large for gestational age, miscarriage, multiple miscarriages, stillbirth, and offspring with major congenital anomalies) have increased risk of developing cardiovascular disease (CVD). We aimed to compare cardiometabolic health trajectories across the life course between women with and without APOs. METHODS We studied 187,186 women with a registered pregnancy in the UK Clinical Practice Research Datalink (CPRD) GOLD linked to Hospital Episode Statistics. Fractional polynomial multilevel models were used to compare trajectories of cardiometabolic risk factors (body mass index [BMI], blood pressure [BP], cholesterol, and glucose) between women with and without a history of APOs (individual APOs in any pregnancy and number of APOs). We explored two underlying time axes: (1) time relative to first pregnancy (from 10 years before first pregnancy to 15 years after) and (2) age. Models controlled for age at first pregnancy, residential area deprivation, non-singleton pregnancy, parity, smoking status, ethnicity, and medications use. RESULTS Women with a history of PE, gestational hypertension, or GD had higher BMI, BP, and glucose 10 years before first pregnancy compared to women without these APOs. These differences persisted 15 years post-first pregnancy. Women with a history of GD had a steeper post-partum rise in glucose. Women who experienced multiple (3 +) miscarriage, stillbirth, and/or medically indicated PTB had higher BP and BMI before and after pregnancy, with BP trajectories converging 15 years after first pregnancy. Women who experienced multiple APOs had the most adverse measurements across all cardiometabolic risk factors, with more unfavourable mean levels with each additional APO. There was little difference in cardiometabolic trajectories between women with and without a history of 1 or 2 miscarriages or congenital anomalies. CONCLUSIONS Women with APOs had adverse cardiometabolic profiles before first pregnancy, persisting up to 15 years post-pregnancy. Findings highlight the potential for targeted public health interventions to promote good cardiometabolic health in young adults transitioning from contraceptive use to planning pregnancies. APOs may identify young women who could benefit from monitoring CVD risk factors and interventions to improve cardiometabolic health.
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Affiliation(s)
- Kate Birnie
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK.
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK.
| | - Laura D Howe
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
| | - Timothy Jones
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
- The National Institute for Health Research and Applied Research Collaboration West (NIHR ARC West), University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
- Bristol Medical School, Translational Health Sciences, University of Bristol, Bristol, UK
| | - Paul Madley-Dowd
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
- NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston NHS Foundation Trust and University of Bristol, Bristol, UK
| | - Florence Z Martin
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
| | - Harriet Forbes
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
- Faculty of Epidemiology and Population HealthandDepartment of Non-Communicable Disease EpidemiologySchool of Hygiene and Tropical Medicine, London, UK
| | - Maria Theresa Redaniel
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
- The National Institute for Health Research and Applied Research Collaboration West (NIHR ARC West), University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
- National Cancer Registry Ireland, Cork, Ireland
| | - Rosie Cornish
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
| | - Maria C Magnus
- Centre for Fertility and Health, Norwegian Institute of Public Health, Oslo, Norway
| | - Neil M Davies
- Division of Psychiatry, University College London, London, UK
- Department of Statistical Sciences, University College London, London, UK
- K.G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Norway
| | - Kate Tilling
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
| | - Alun D Hughes
- MRC Unit for Lifelong Health and Ageing at University College London, London, UK
- Department of Population Science and Experimental Medicine, Institute of Cardiovascular Science, University College London, London, UK
| | - Deborah A Lawlor
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
| | - Abigail Fraser
- MRC Integrative Epidemiology Unitat the , University of Bristol, Bristol, UK
- Bristol Medical School, Population Health Sciences, University of Bristol, Bristol, UK
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Desai RJ, Varma VR, Mahesri M, Lee SB, Freedman A, Gerhard T, Segal J, Vine S, Ritchey MBE, Horton DB, Thambisetty M. Population-Based Validation Results From the Drug Repurposing for Effective Alzheimer's Medicines (DREAM) Study. Clin Pharmacol Ther 2025. [PMID: 39935003 DOI: 10.1002/cpt.3583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Accepted: 01/21/2025] [Indexed: 02/13/2025]
Abstract
We evaluated whether drugs approved for other indications that also target metabolic drivers of Alzheimer's disease and related dementia (ADRD) pathogenesis are associated with delayed onset of ADRD. Using routinely collected healthcare data from two population-based data sources from the US (Medicare) and UK (CPRD), we conducted active comparator, new-user cohort studies. Four alternate analytic and design specifications were implemented: (1) an as-treated follow-up approach, (2) an as-started follow-up approach incorporating a 6-month induction period, (3) incorporating a 6-month symptom to diagnosis period to account for misclassification of ADRD onset, and (4) identifying ADRD through symptomatic prescriptions and diagnosis codes. Of the 10 drug pairs evaluated, hydrochlorothiazide vs. dihydropyridine CCBs showed meaningful reductions in 3 out of 4 analyses that addressed specific biases including informative censoring, reverse causality, and outcome misclassification (pooled hazard ratios [95% confidence intervals] across Medicare and CPRD: 0.81 [0.75-0.88] in Analysis 1, 0.98 [0.92-1.06] in Analysis 2, 0.83 [0.75-0.91] in Analysis 3, 0.75 [0.65-0.85] in Analysis 4). Amiloride vs. triamterene, although less precise, also suggested a potential reduction in risk in 3 out of 4 analyses (0.86 [0.66-1.11] in Analysis 1, 0.98 [0.79-1.23] in Analysis 2, 0.74 [0.54-1.00] in Analysis 3, 0.61 [0.36-1.05] in Analysis 4). Other analyses suggested likely no major differences in risk (probenecid, salbutamol, montelukast, propranolol/carvedilol, and anastrozole) or had limited precision precluding a definitive conclusion (semaglutide, ciloztozol, levetiracetam). Future replication studies should be considered to validate our findings.
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Affiliation(s)
- Rishi J Desai
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts, USA
| | - Vijay R Varma
- Clinical & Translational Neuroscience Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, Maryland, USA
| | - Mufaddal Mahesri
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts, USA
| | - Su Been Lee
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts, USA
| | - Ariel Freedman
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts, USA
| | - Tobias Gerhard
- Center for Pharmacoepidemiology and Treatment Science, Institute for Health, Healthcare Policy and Aging Research, Ernest Mario School of Pharmacy, Rutgers University, New Brunswick, New Jersey, USA
| | - Jodi Segal
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Seanna Vine
- Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital & Harvard Medical School, Boston, Massachusetts, USA
| | - Mary Beth E Ritchey
- Center for Pharmacoepidemiology and Treatment Science, Institute for Health, Healthcare Policy and Aging Research, Ernest Mario School of Pharmacy, Rutgers University, New Brunswick, New Jersey, USA
| | - Daniel B Horton
- Center for Pharmacoepidemiology and Treatment Science, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, New Jersey, USA
| | - Madhav Thambisetty
- Clinical & Translational Neuroscience Section, Laboratory of Behavioral Neuroscience, National Institute on Aging, Baltimore, Maryland, USA
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Plumb L, Sinha MD, Jones T, Redaniel MT, Ridd MJ, Owen-Smith A, Caskey FJ, Ben-Shlomo Y. Identifying children who develop severe chronic kidney disease using primary care records. PLoS One 2025; 20:e0314084. [PMID: 39928602 PMCID: PMC11809798 DOI: 10.1371/journal.pone.0314084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Accepted: 11/05/2024] [Indexed: 02/12/2025] Open
Abstract
BACKGROUND Understanding whether symptoms suggestive of chronic kidney disease (CKD) are reported to primary care before diagnosis may provide opportunities for earlier detection, thus supporting strategies to prevent progression and improve long-term outcomes. Our aim was to determine whether symptoms/signs or consultation frequency recorded in primary care could predict a subsequent diagnosis of chronic kidney disease in children. METHODS We undertook a case-control study within Clinical Practice Research Datalink. Cases were children <21 years with an incident code for severe CKD during the study period (January 2000-September 2018). Controls were matched on age (+/-3 years), sex, and practice-level kidney function testing rate. Conditional logistic regression modelling was used to identify symptoms predictive of severe CKD and differences in consultation frequency in 24- and 6-month timeframes before the index date. RESULTS Symptoms predictive of severe CKD in the 24 months before the index date included growth concerns (OR 7.4, 95% CI 3.5, 15.4), oedema (OR 5.7, 95% CI 2.9, 11.2) and urinary tract infection (OR 3.3, 95% CI 2.1, 5.4); within 6 months of the index date, effect estimates and specificity strengthened although sensitivity decreased. Overall, positive predictive value of symptoms was low. Cases consulted more frequently than controls in both timeframes. In combination, symptoms and consultation frequency demonstrated modest discrimination for CKD (c-statistic after bootstrapping 0.70, 95% CI 0.66, 0.73). CONCLUSION Despite increased consultation frequency and several symptoms being associated with severe chronic kidney disease, the positive predictive value of symptoms is low given disease rarity making earlier diagnosis challenging.
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Affiliation(s)
- Lucy Plumb
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
- UK Renal Registry, UK Kidney Association, Bristol, United Kingdom
| | - Manish D. Sinha
- Department of Paediatric Nephrology, Evelina London Children’s Hospital, London, United Kingdom
| | - Timothy Jones
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
- NIHR Applied Research Collaboration West (ARC West), University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, United Kingdom
| | - M. Theresa Redaniel
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
- NIHR Applied Research Collaboration West (ARC West), University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, United Kingdom
| | - Matthew J. Ridd
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
| | - Amanda Owen-Smith
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
| | - Fergus J. Caskey
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
| | - Yoav Ben-Shlomo
- Population Health Sciences, University of Bristol Medical School, Bristol, United Kingdom
- NIHR Applied Research Collaboration West (ARC West), University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, United Kingdom
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21
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Gouia I, Joulain F, Zhang Y, Morgan CL, Khan AH. Clinical Burden and Healthcare Resource Use of Asthma in Children in the UK. J Asthma Allergy 2025; 18:161-171. [PMID: 39931538 PMCID: PMC11809225 DOI: 10.2147/jaa.s452747] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 09/10/2024] [Indexed: 02/13/2025] Open
Abstract
Background UK pediatric asthma prevalence is among the highest in Europe, and although the clinical and economic burden of asthma in UK adults is well described, childhood asthma data is lacking. We assessed the clinical and economic burden of asthma in children in the UK to better understand the impact of pediatric asthma. Methods This was a retrospective, case-matched, longitudinal analysis using the Clinical Practice Research Datalink GOLD database and linked patient-level data (Hospital Episode Statistics and Office for National Statistics datasets) of selected patient (aged 6-11 years) records in 2017. Severe exacerbation and re-exacerbation rates per patient-year (PPY), all-cause healthcare resource utilization (HCRU), and HCRU-related costs were assessed in asthma patients versus matched non-asthma controls, stratified by severity. Results Among 5950 patients, severe exacerbation rate was 0.06, 0.17 and 0.31 PPY for mild, moderate, and severe asthma, respectively. Incident rate of severe exacerbations were higher for moderate asthma (incident rate ratios [IRR; 95% CI] 2.87 [2.30-3.56], P<0.0001) and severe asthma (5.19 [4.20-6.41], P<0.0001) versus mild asthma. Risk of re-exacerbation was significantly increased for severe versus mild asthma (hazard ratio [95% CI]: 2.98 [1.90-4.65], P<0.001). All-cause HCRU (IRR [95% CI]) was higher in severe asthma patients versus controls (primary care: 3.81 [3.54-4.09], P<0.0001; inpatient admissions: 3.23 [2.31-4.62], P<0.0001]); total-cost ratios relative to controls for mild, moderate, and severe asthma were 1.58 (1.39-1.78, P<0.0001), 2.56 (1.97-3.33, P<0.0001), and 3.42 (2.54-4.61, P<0.0001), respectively. Asthma-related costs increased with severity (total-cost ratios: moderate versus mild, 1.68 [1.45-1.97], P<0.0001; severe versus mild, 2.67 [2.21-3.25], P<0.0001). Conclusion In children with asthma in the UK, increasing disease severity was associated with increased risk of severe exacerbations, re-exacerbations, and increased HCRU and costs.
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Affiliation(s)
- Imène Gouia
- HEVA (Health Economics and Value Assessment), Sanofi, Gentilly, France
| | - Florence Joulain
- HEVA (Health Economics and Value Assessment), Sanofi, Gentilly, France
| | - Yi Zhang
- Medical Affairs, Regeneron Pharmaceuticals Inc, Tarrytown, NY, USA
| | | | - Asif H Khan
- Global Medical, Sanofi, Bridgewater, NJ, USA
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22
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Hamilton E, Shone L, Reynolds C, Wu J, Nadarajah R, Gale C. Perceptions of healthcare professionals on the use of a risk prediction model to inform atrial fibrillation screening: qualitative interview study in English primary care. BMJ Open 2025; 15:e091675. [PMID: 39909527 PMCID: PMC11800197 DOI: 10.1136/bmjopen-2024-091675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Accepted: 01/10/2025] [Indexed: 02/07/2025] Open
Abstract
OBJECTIVES There is increasing interest in guiding atrial fibrillation (AF) screening by risk rather than age. The perceptions of healthcare professionals (HCPs) towards the implementation of risk prediction models to target AF screening are unknown. We aimed to explore HCP perceptions about using risk prediction models for this purpose, and how models could be implemented. DESIGN Semistructured interviews with HCPs engaged in the Future Innovations in Novel Detection of AF (FIND-AF) study. Data were thematically analysed and synthesised to understand barriers and facilitators to AF screening and guiding screening using risk assessment. SETTING Five primary care practices in England taking part in the FIND-AF study. PARTICIPANTS 15 HCPs (doctors, nurses/nurse practitioners, healthcare assistants, receptionists and practice managers). RESULTS Participants knew the health implications of AF and were supportive of the risk prediction models for AF screening. Four main themes developed: (1) health implications of AF, (2) positives and negatives of risk prediction in AF screening, (3) strategies to implement a risk prediction model and (4) barriers and facilitators to risk-guided AF screening. HCPs thought risk-guided AF screening would improve patient outcomes by reducing AF-related stroke, and this outweighed concerns over health anxiety and the impact on workload. Pop-up notifications and practice worklists were the main suggestions for risk-guided screening implementation and for this to be predominantly run by administrative staff. Many recommended the need for educating staff on AF and the prediction models to help aid the implementation of a clear protocol for longitudinal follow-up of high-risk patients and communication of risk. CONCLUSIONS Overall, HCPs participating in the FIND-AF study were supportive of using risk prediction to guide AF screening and willing to take on extra workload to facilitate risk-guided AF screening. The best pathway design and the method of how risk is communicated to patients require further consideration. TRIAL REGISTRATION NUMBER NCT05898165.
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Affiliation(s)
- Ellen Hamilton
- Faculty of Medicine and Health, University of Leeds, Leeds, UK
| | - Lydia Shone
- Faculty of Medicine and Health, University of Leeds, Leeds, UK
| | - Catherine Reynolds
- Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Jianhua Wu
- Queen Mary University of London, Queen Mary University of London, London, UK
| | - Ramesh Nadarajah
- Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
- Department of Cardiology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Chris Gale
- Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
- Department of Cardiology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
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23
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Delord M, Douiri A. Multiple states clustering analysis (MSCA), an unsupervised approach to multiple time-to-event electronic health records applied to multimorbidity associated with myocardial infarction. BMC Med Res Methodol 2025; 25:32. [PMID: 39905310 PMCID: PMC11792209 DOI: 10.1186/s12874-025-02476-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 01/17/2025] [Indexed: 02/06/2025] Open
Abstract
Multimorbidity is characterized by the accrual of two or more long-term conditions (LTCs) in an individual. This state of health is increasingly prevalent and poses public health challenges. Adapting approaches to effectively analyse electronic health records is needed to better understand multimorbidity. We propose a novel unsupervised clustering approach to multiple time-to-event health records denoted as multiple state clustering analysis (MSCA). In MSCA, patients' pairwise dissimilarities are computed using patients' state matrices which are composed of multiple censored time-to-event indicators reflecting patients' health history. The use of state matrices enables the analysis of an arbitrary number of LTCs without reducing patients' health trajectories to a particular sequence of events. MSCA was applied to analyse multimorbidity associated with myocardial infarction using electronic health records of 26 LTCs, including conventional cardiovascular risk factors (CVRFs) such as diabetes and hypertension, collected from south London general practices between 2005 and 2021 in 5087 patients using the MSCA R library. We identified a typology of 11 clusters, characterised by age at onset of myocardial infarction, sequences of conventional CVRFs and non-conventional risk factors including physical and mental health conditions. Interestingly, multivariate analysis revealed that clusters were also associated with various combinations of socio-demographic characteristics including gender and ethnicity. By identifying meaningful sequences of LTCs associated with myocardial infarction and distinct socio-demographic characteristics, MSCA proves to be an effective approach to the analysis of electronic health records, with the potential to enhance our understanding of multimorbidity for improved prevention and management.
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Affiliation(s)
- Marc Delord
- School of Life Course & Population Sciences, Department of Population Health Sciences, King's College London, London, UK.
| | - Abdel Douiri
- School of Life Course & Population Sciences, Department of Population Health Sciences, King's College London, London, UK
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24
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Lasys T, Santa‐Ana‐Tellez Y, Siiskonen SJ, Groenwold RHH, Gardarsdottir H. Impact of Pharmacovigilance Interventions Targeting Fluoroquinolones on Antibiotic Use in the Netherlands and the United Kingdom. Pharmacoepidemiol Drug Saf 2025; 34:e70081. [PMID: 39821460 PMCID: PMC11739677 DOI: 10.1002/pds.70081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 11/21/2024] [Accepted: 12/06/2024] [Indexed: 01/19/2025]
Abstract
PURPOSE Fluoroquinolones are antibiotics associated with adverse events that prompted the European Medicines Agency to implement risk minimization measures (RMMs) in 2018/19 and 2020. Our aim is to assess the RMMs' impact on antibiotic prescriptions in primary care during 2014-2023. METHODS We assessed antibiotic prescriptions using CPRD GOLD (the United Kingdom, UK) and PHARMO (the Netherlands, NL). Prescriptions were assessed for fluoroquinolones and alternative antibiotics. The impact of RMMs on prescribing was assessed with interrupted time series (ITS) using monthly prescription rates per 10 000 person-years (MPTPY). RESULTS Between 2014 and 2023, we identified cohorts of 4.0 (UK) and 0.9 million (NL) antibiotic users. Fluoroquinolones were prescribed to initiate 1.5% (UK) to 5.8% (NL) of the treatment episodes. Fluoroquinolone prescribing before the RMMs slowly decreased in the UK and was stable in the NL. The 2018/19 RMMs were associated with a steady downward post-RMMs trend in incident use of fluoroquinolones (MPTPY -0.7 [UK] and -0.8 [NL]) and opposite changes after 2020 RMMs (MPTPY 0.6 [UK] and 1.8 [NL]). The 2018/2019 RMMs were linked with increasing trends for other antibacterials (J01XX) in both countries and other beta-lactam antibacterials in the UK, but most antibiotics had decreasing trends post-RMMs in both countries. After the 2020 RMMs, some antibiotic groups showed upward trends. CONCLUSION The risk minimization measures in 2018/2019 were associated with a moderate decrease in fluoroquinolone prescribing, with no further decrease after 2020 RMMs. There was no sustained increase in other antibiotic prescribing, suggesting that overprescribing was negligible as an unintended impact of RMMs.
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Affiliation(s)
- Tomas Lasys
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS)Utrecht UniversityUtrechtThe Netherlands
| | - Yared Santa‐Ana‐Tellez
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS)Utrecht UniversityUtrechtThe Netherlands
| | - Satu J. Siiskonen
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS)Utrecht UniversityUtrechtThe Netherlands
| | - Rolf H. H. Groenwold
- Department of Clinical EpidemiologyLeiden University Medical CentreLeidenThe Netherlands
| | - Helga Gardarsdottir
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS)Utrecht UniversityUtrechtThe Netherlands
- Department of Pharmaceutical Sciences, School of Health SciencesUniversity of IcelandReykjavikIceland
- Department of Clinical PharmacyUniversity Medical Centre UtrechtUtrechtThe Netherlands
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25
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Cipolletta E, Nakafero G, Richette P, Avery AJ, Mamas MA, Tata LJ, Abhishek A. Short-Term Risk of Cardiovascular Events in People Newly Diagnosed With Gout. Arthritis Rheumatol 2025; 77:202-211. [PMID: 39279144 PMCID: PMC11782110 DOI: 10.1002/art.42986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Revised: 07/25/2024] [Accepted: 08/30/2024] [Indexed: 09/18/2024]
Abstract
OBJECTIVE To investigate the temporal association between the first diagnosis of gout and cardiovascular events in the short term. METHODS We performed a self-controlled case series analysis and a cohort study using data from linked primary care, hospitalization, and mortality records from the United Kingdom's Clinical Practice Research Database-GOLD. We included individuals with a new diagnosis of gout either in the primary care or secondary care between January 1, 1997 and December 31, 2020. The first consultation at which gout was diagnosed was the exposure of interest. The main outcome consisted of cardiovascular events (ie, a composite of fatal and nonfatal myocardial infarction, ischemic or hemorrhagic stroke, and transient ischemic attack). RESULTS The 4,398 patients (66.9% male, mean age 74.6 years) had a cardiovascular event within at least two years of their first recorded diagnosis of gout. The incidence of cardiovascular events was significantly higher in the 30 days after the first diagnosis of gout compared to baseline (adjusted incidence rate ratio 1.55, 95% confidence interval [CI] 1.33-1.83). Among 76,440 patients (72.9% male, mean age 63.2 years) included in the cohort study, the incidence of cardiovascular events in the 30 days after the first gout diagnosis (31.2 events per 1,000 person-years, 95% CI 27.1-35.9) was significantly higher than in days 31 to 730 after gout diagnosis (21.6 events per 1,000 person-years, 95% CI 20.8-22.4) with a rate difference of -9.6 events per 1,000 person-years (95% CI -14.0 to -5.1). CONCLUSION Individuals had a short-term increased risk of cardiovascular events in the 30 days following the first consultation at which gout was diagnosed.
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Affiliation(s)
- Edoardo Cipolletta
- University of Nottingham, Nottingham, United Kingdom, and Polytechnic University of MarcheAnconaItaly
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26
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Syed S, Howe LD, Lacey RE, Deighton J, Qummer Ul Arfeen M, Feder G, Gilbert R. Adverse childhood experiences in firstborns and mental health risk and health-care use in siblings: a population-based birth cohort study of half a million children in England. Lancet Public Health 2025; 10:e111-e123. [PMID: 39909686 DOI: 10.1016/s2468-2667(24)00301-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Revised: 12/09/2024] [Accepted: 12/10/2024] [Indexed: 02/07/2025]
Abstract
BACKGROUND Adverse childhood experiences (ACEs) often affect multiple children within families, yet studies tend to focus on the health outcomes of individual children, underestimating the needs of affected families. We aimed to examine the association between firstborns exposed to ACEs between 1 year before and 2 years after birth (the first 1000 days) and the risks of mental health problems, mental health-related health-care contacts, and all-cause hospital admissions in multiple children from the same mother, compared to firstborns without ACEs. METHODS We derived a population-based birth cohort in England using linked electronic health records for first-time mothers (aged 14-55 years) with their children (born 2002-18). We followed up the cohort from 1 year before birth up to 18 years after birth across the Clinical Practice Research Datalink GOLD and Aurum databases (primary care), Hospital Episode Statistics (secondary care), and the Office of National Statistics (death registrations) between April 1, 2001, and March 31, 2020. We included six different ACE domains, including child maltreatment, intimate partner violence, maternal substance misuse, maternal mental health problems, adverse family environments, and high-risk presentations of child maltreatment, in the records of the mother or the firstborn in the first 1000 days. The primary outcome was the number of children (aged 5-18 years) with recorded mental health problems per mother. We used adjusted and weighted negative binomial regression models to estimate incidence rate ratios. FINDINGS Of 333 048 firstborns and their mothers, 123 573 (37·1%) had any ACEs between 1 year before and 2 years after birth, and 65 941 (19·8%) of all mothers had at least one child with a mental health problem between ages 5 years and 18 years (median follow-up 11·4 years [IQR 9·2-14·1]). Mothers with firstborns with ACEs had 1·71 (95% CI 1·68-1·73) times as many children in total with mental health problems (mean 29·8 children per 100 mothers, 29·4-30·1) compared with mothers without firstborns with ACEs (mean 17·4 children per 100 mothers, 17·3-17·6), translating into a mean difference of 12·3 (95% CI 11·9-12·7) additional children with mental health problems per 100 mothers. These mothers also had increased incidence rates of children with all-cause emergency admissions and mental health-related contacts. There was no significant difference in the risk of mental health problems between firstborn and later-born children. INTERPRETATION ACEs in firstborns during the first 1000 days were associated with increased mental health problems and health-care needs in multiple children in the same family. The findings highlight the importance of early identification of vulnerable first-time parents and firstborns and increased policy focus on sustained support beyond the first 1000 days to promote healthier long-term family outcomes. Future evaluations of interventions should include the health outcomes of multiple children within families. FUNDING NIHR Policy Research Programme.
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Affiliation(s)
- Shabeer Syed
- Population, Policy and Practice Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK.
| | - Laura D Howe
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK; Centre for Academic Mental Health, Bristol Medical School, University of Bristol, Bristol, UK
| | - Rebecca E Lacey
- Population Health Research Institute, St George's University of London, London, UK; Department of Epidemiology and Public Health, University College London, London, UK
| | - Jessica Deighton
- Evidence Based Practice Unit, Anna Freud National Centre for Children and Families and University College London, London, UK
| | | | - Gene Feder
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK; Centre for Academic Primary Care, Bristol Medical School, University of Bristol, Bristol, UK
| | - Ruth Gilbert
- Population, Policy and Practice Research and Teaching Department, University College London Great Ormond Street Institute of Child Health, London, UK
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de Jong AJ, Zuidgeest MGP, Santa-Ana-Tellez Y, Hallgreen CE, van Sloten TT, de Boer A, Gardarsdottir H. The impact of operational trial approaches on representativeness: Comparison of decentralized clinical trial participants, conventional trial participants, and patients in daily practice. Drug Discov Today 2025; 30:104304. [PMID: 39884338 DOI: 10.1016/j.drudis.2025.104304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Revised: 01/10/2025] [Accepted: 01/23/2025] [Indexed: 02/01/2025]
Abstract
Decentralized clinical trial (DCT) approaches - in which trial activities are conducted at participants' homes - have the potential to improve representativeness. We present a study that compared the demographics and cardiovascular risk factors of participants from a DCT (ASCEND) and a conventional trial with a similar trial objective (POPADAD) to those of patients in daily practice. We adjudicate that there are relevant differences when comparing the participants of the conventional trial and the DCT, with the latter providing better representativeness in terms of age, insulin use, smoking status, and body mass index, whereas conventional trial participants were more representative in terms of biological sex. Differences in these characteristics were not explained by the eligibility criteria, but are considered attributable to the operational trial approach.
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Affiliation(s)
- Amos J de Jong
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Mira G P Zuidgeest
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Yared Santa-Ana-Tellez
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Christine E Hallgreen
- Copenhagen Centre for Regulatory Science, University of Copenhagen, Copenhagen, Denmark
| | - Thomas T van Sloten
- Department of Vascular Medicine, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Anthonius de Boer
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Dutch Medicines Evaluation Board, Utrecht, the Netherlands
| | - Helga Gardarsdottir
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands; Department of Clinical Pharmacy Division Laboratory and Pharmacy, University Medical Center Utrecht, Utrecht, the Netherlands; Faculty of Pharmaceutical Sciences, University of Iceland, Reykjavik, Iceland.
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28
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Yu YH, Platt RW, Reynier P, Yu OHY, Filion KB. Metformin and risk of adverse pregnancy outcomes among pregnant women with gestational diabetes in the United Kingdom: A population-based cohort study. Diabetes Obes Metab 2025; 27:976-986. [PMID: 39676749 DOI: 10.1111/dom.16115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Revised: 10/23/2024] [Accepted: 11/01/2024] [Indexed: 12/17/2024]
Abstract
AIMS Metformin is increasingly used off-label as the treatment of gestational diabetes (GDM). Our objective was to determine if metformin versus insulin initiation is associated with the adverse pregnancy outcomes. MATERIALS AND METHODS We conducted a retrospective cohort study using data from the Clinical Practice Research Datalink, its pregnancy register, and Hospital Episode Statistics from 1998 to 2018. We included pregnancies of women who initiated metformin or insulin between 20 weeks gestation and pregnancy end. The primary outcome was a composite outcome of large for gestational age (LGA) and macrosomia. The secondary outcomes included small for gestational age (SGA), preterm birth, caesarean delivery, and hypertensive disorders during pregnancy (HDP). Inverse probability weighted-Cox proportional hazards models were to estimate adjusted hazard ratios (HRs) and 95% confidence intervals (CI), comparing those who initiated metformin versus insulin at cohort entry, accounting for baseline covariates. RESULTS Our cohort included pregnancies of 1297 women initiating metformin and of 895 women initiating insulin. Compared to insulin initiation, metformin initiation was associated with a decreased risk of LGA or macrosomia (HR 0.64, 95% CI 0.49, 0.78), Caesarean delivery (HR 0.83, 95% CI 0.69, 0.98), and preterm birth (HR 0.83, 95% CI 0.58, 1.08). The HRs for HDP and SGA were 0.92 (95% CI 0.57, 1.27) and 1.33 (95% CI 0.67, 2.00), respectively. CONCLUSIONS Our study suggests that, compared to initiating insulin, initiating metformin is associated with decreased risks of adverse pregnancy outcomes among women with GDM. These findings provide important real-world evidence regarding the use of metformin for GDM.
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Affiliation(s)
- Ya-Hui Yu
- Department of Epidemiology, Emory University, Atlanta, Georgia, USA
| | - Robert W Platt
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
- Department of Pediatrics, McGill University, Montreal, Quebec, Canada
| | - Pauline Reynier
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Quebec, Canada
| | - Oriana H Y Yu
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Quebec, Canada
- Division of Endocrinology, Jewish General Hospital, Montreal, Quebec, Canada
| | - Kristian B Filion
- Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
- Department of Medicine, McGill University, Montreal, Quebec, Canada
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Coton S, Welburn S, Williams R, Campbell J. The Clinical Practice Research Datalink (CPRD) Mother-Baby Links: A Data Resource Profile. Pharmacoepidemiol Drug Saf 2025; 34:e70091. [PMID: 39902667 PMCID: PMC11792100 DOI: 10.1002/pds.70091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 11/27/2024] [Accepted: 12/12/2024] [Indexed: 02/06/2025]
Abstract
PURPOSE Maternal exposures before, during and after pregnancy can affect the infant. It is therefore important that researchers study mothers and their children. The CPRD GOLD Mother-Baby Link (MBL) algorithm was applied to the CPRD Aurum database, to extend the useful tool. Here, we present the algorithm and data resource profiles of the CPRD MBLs. METHODS Records of female patients registered with a CPRD practice between the 1st January 1987 and the 1st June 2023 were searched for evidence of delivery. Infants born and registered between 1st January 1987 and 1st June 2023 were matched to mothers on practice and household indicators. The resulting MBLs were characterised. RESULTS The CPRD MBL algorithm was applied to the CPRD databases resulting in nearly four-million mother-baby pairs: 2.4-million in CPRD Aurum. Mothers in the CPRD GOLD and CPRD Aurum MBL's were similar in terms of age; mean age 29.6 years (SD = 5.7) vs. 30.2 years (SD = 5.7), and length of GP registration; mean = 14.4 years (SD = 10.9) vs. mean = 13.7 (SD = 10.9). The median number of matches was slightly higher in the CPRD GOLD MBL; 2 (IQR = 1, 2) vs. 1 (IQR = 1, 2). The number of matches in both databases peaked in 2008-2011, followed by a steady decline to 2023. CONCLUSION The CPRD MBL's offer a valuable tool for researchers to study the mother-infant relationship. Extending the CPRD MBL algorithm to CPRD Aurum has increased the capacity for researchers to investigate rarer exposures and outcomes.
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Affiliation(s)
- Sonia Coton
- Clinical Practice Research Datalink (CPRD) Medicines and Healthcare Products Regulatory AgencyLondonUK
| | - Stephen Welburn
- Clinical Practice Research Datalink (CPRD) Medicines and Healthcare Products Regulatory AgencyLondonUK
| | - Rachael Williams
- Clinical Practice Research Datalink (CPRD) Medicines and Healthcare Products Regulatory AgencyLondonUK
| | - Jennifer Campbell
- Clinical Practice Research Datalink (CPRD) Medicines and Healthcare Products Regulatory AgencyLondonUK
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Somathilake G, Ford E, Armes J, Moschoyiannis S, Collins M, Francsics P, Lemanska A. Evaluating the quality of prostate cancer diagnosis recording in CPRD GOLD and CPRD Aurum primary care databases for observational research: A study using linked English electronic health records. Cancer Epidemiol 2025; 94:102715. [PMID: 39616870 DOI: 10.1016/j.canep.2024.102715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2024] [Revised: 11/08/2024] [Accepted: 11/17/2024] [Indexed: 01/22/2025]
Abstract
BACKGROUND Primary care data in the UK are widely used for cancer research, but the reliability of recording key events like diagnoses remains uncertain. Although data linkage can improve reliability, its costs, time requirements, and sample size constraints may discourage its use. We evaluated accuracy, completeness, and date concordance of prostate cancer (PCa) diagnosis recording in Clinical Practice Research Datalink (CPRD) GOLD and Aurum compared to linked Cancer Registry (CR) and Hospital Episode Statistics (HES) Admitted Patient Care (APC) in England. METHODS Incident PCa diagnoses (2000-2016) for males aged ≥46 at diagnosis who remained registered with their General Practitioner (GP) by age 65 and were recorded in at least one data source were analysed. Accuracy was the proportion of diagnoses recorded in GOLD or Aurum with a corresponding record in CR or HES. Completeness was the proportion of CR or HES diagnoses with a corresponding record in GOLD or Aurum. RESULTS The final cohorts for comparisons included 29,500 records for GOLD and 26,475 for Aurum. Compared to CR, GOLD was 86 % accurate and 65 % complete, while Aurum was 87 % accurate and 77 % complete. Compared to HES, GOLD was 76 % accurate and 60 % complete, and Aurum was 79 % accurate and 70 % complete. Concordance in diagnosis dates improved over time in both GOLD and Aurum, with 93 % of diagnoses recorded within a year compared to CR, and 66 % (GOLD) and 71 % (Aurum) compared to HES. Delays of 2-3 weeks in primary care diagnosis recording were observed compared to CR, whereas most diagnoses appeared at least 3 months earlier in primary care than in HES. CONCLUSIONS Aurum demonstrated better accuracy and completeness for PCa diagnosis recording than GOLD. However, linkage to HES or CR is recommended for improved case capture. Researchers should address the limitations of each data source to ensure research validity.
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Affiliation(s)
- Gayasha Somathilake
- School of Health Sciences, Faculty of Health and Medical Sciences, University of Surrey, UK.
| | - Elizabeth Ford
- Department of Primary Care and Public Health, Brighton and Sussex Medical School, UK
| | - Jo Armes
- School of Health Sciences, Faculty of Health and Medical Sciences, University of Surrey, UK
| | - Sotiris Moschoyiannis
- Computer Science Research Centre, Faculty of Engineering and Physical Sciences, University of Surrey, UK
| | | | | | - Agnieszka Lemanska
- School of Health Sciences, Faculty of Health and Medical Sciences, University of Surrey, UK; Data Science, National Physical Laboratory, Teddington, UK
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Whitfield E, White B, Barclay ME, Rafiq M, Renzi C, Rous B, Denaxas S, Lyratzopoulos G. Differences in recording of cancer diagnosis between datasets in England: A population-based study of linked cancer registration, hospital, and primary care data. Cancer Epidemiol 2025; 94:102703. [PMID: 39612750 DOI: 10.1016/j.canep.2024.102703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 11/06/2024] [Accepted: 11/10/2024] [Indexed: 12/01/2024]
Abstract
BACKGROUND Differences in the recording of cancer case status and diagnosis date have been observed between cancer registry (CR) - the reference standard - and electronic health records (EHRs); such differences may affect estimates of cancer risk or misclassify diagnostic pathways. This study aims to quantify differences in recording of case status and date of cancer diagnosis between cancer registry and EHRs. METHODS Linked primary care (Clinical Practice Research Datalink (CPRD)), secondary care (Hospital Episode Statistics (HES)) and national Cancer Registry (CR) data, were used to identify 14,301 patients with a recorded diagnosis of brain, colon, lung, ovarian, or pancreatic cancer between 1999 and 2018. Agreement in case status between datasets, differences in recorded diagnosis dates, and change in agreement over time were investigated for each cancer site. RESULTS Between 84 % (ovary) to 92 % (colon) of diagnoses in cancer registry were also recorded in combined CPRD-HES data. Agreement with cancer registry was slightly lower in HES (78 % (ovary) to 86 % (colon)) and CPRD (61 % (ovary, pancreas) to 72 % (brain)). The proportion of CPRD-HES diagnoses confirmed in CR varied by cancer site (50 % (brain) to 86 % (lung)). Agreement between CR and HES was relatively stable within cancer sites over time. Concordance between CR and CPRD was more heterogeneous between cancer sites and over time. Best agreement in diagnosis date was observed between CR and HES (median difference 0 or 1 days, all cancer sites). CONCLUSION Agreement between CR and EHR data is heterogeneous across cancer sites. Concordance does not appear to have improved over time. Combined data from primary and secondary care may be sufficient to approximate case status in CR in some circumstances, but the date we consider to represent the diagnosis may impact study outcomes.
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Affiliation(s)
- Emma Whitfield
- ECHO (Epidemiology of Cancer Healthcare & Outcomes), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, UCL (University College London), 1-19 Torrington Place, London WC1E 7HB, UK; Institute of Health Informatics, UCL, London, UK.
| | - Becky White
- ECHO (Epidemiology of Cancer Healthcare & Outcomes), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, UCL (University College London), 1-19 Torrington Place, London WC1E 7HB, UK.
| | - Matthew E Barclay
- ECHO (Epidemiology of Cancer Healthcare & Outcomes), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, UCL (University College London), 1-19 Torrington Place, London WC1E 7HB, UK.
| | - Meena Rafiq
- ECHO (Epidemiology of Cancer Healthcare & Outcomes), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, UCL (University College London), 1-19 Torrington Place, London WC1E 7HB, UK.
| | - Cristina Renzi
- ECHO (Epidemiology of Cancer Healthcare & Outcomes), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, UCL (University College London), 1-19 Torrington Place, London WC1E 7HB, UK; Faculty of Medicine, University Vita-Salute San Raffaele, Milan, Italy.
| | - Brian Rous
- National Cancer Registration and Analysis Service, NHS England, London, UK.
| | - Spiros Denaxas
- Institute of Health Informatics, UCL, London, UK; British Heart Foundation Data Science Centre, London, UK; Health Data Research UK, London, UK; UCL Hospitals Biomedical Research Centre, London, UK.
| | - Georgios Lyratzopoulos
- ECHO (Epidemiology of Cancer Healthcare & Outcomes), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, UCL (University College London), 1-19 Torrington Place, London WC1E 7HB, UK.
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Goldney J, Barker MM, Sargeant JA, Daynes E, Papamargaritis D, Shabnam S, Goff LM, Khunti K, Henson J, Davies MJ, Zaccardi F. Burden of vascular risk factors by age, sex, ethnicity and deprivation in young adults with and without newly diagnosed type 2 diabetes. Diabetes Res Clin Pract 2025; 220:112002. [PMID: 39800277 DOI: 10.1016/j.diabres.2025.112002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2024] [Revised: 01/07/2025] [Accepted: 01/08/2025] [Indexed: 01/15/2025]
Abstract
AIMS Do associations between age at diagnosis of type 2 diabetes and vascular risk factors vary by ethnicity and deprivation? METHODS Utilising the Clinical Practice Research Datalink, we matched 16-50-year-old individuals with newly diagnosed type 2 diabetes to ∼10 individuals without using sex, age and primary care practice. Differences in BMI, obesity, LDL-cholesterol, HbA1c, and hypertension between individuals with vs without type 2 diabetes across sex, age, ethnicity and deprivation quintiles were explored using generalised linear models. RESULTS We included 108,061 individuals (45.6% women) with newly diagnosed type 2 diabetes and 829,946 controls. BMI, obesity, LDL-cholesterol, and hypertension were higher in individuals with vs without type 2 diabetes. Across both sexes, all ethnic groups and deprivation quintiles, these differences were larger with an earlier age, particularly for BMI and obesity. Association between age and HbA1c were variable across subgroups. Differences in BMI, obesity, and hypertension (individuals with vs without diabetes) were largest in White individuals and with less deprivation. CONCLUSIONS The increased vascular risk phenotype associated with an earlier age of diagnosis of type 2 diabetes was consistent across ethnic and deprivation groups. Population-based strategies are needed to address the risk associated with early-onset type 2 diabetes, especially weight-management-based strategies.
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Affiliation(s)
- Jonathan Goldney
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK.
| | - Mary M Barker
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; Unit of Integrative Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Sweden
| | - Jack A Sargeant
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Diabetes Centre, University Hospitals of Leicester NHS Trust, Leicester LE5 4PW UK
| | - Enya Daynes
- NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Department of Respiratory Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP UK
| | - Dimitris Papamargaritis
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK
| | - Sharmin Shabnam
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK
| | - Louise M Goff
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK
| | - Kamlesh Khunti
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Applied Research Collaboration East Midlands (ARC-EM), Leicester Diabetes Centre, University of Leicester LE5 4PW UK
| | - Joseph Henson
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK
| | - Melanie J Davies
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Diabetes Centre, University Hospitals of Leicester NHS Trust, Leicester LE5 4PW UK
| | - Francesco Zaccardi
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK
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Panchal K, Lawson C, Shabnam S, Khunti K, Zaccardi F. Incidence trends in ischaemic and non-ischaemic heart failure in people with and without type 2 diabetes, 2000-2019: An observational study in England. Diabetes Res Clin Pract 2025; 220:111980. [PMID: 39742923 DOI: 10.1016/j.diabres.2024.111980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Revised: 12/13/2024] [Accepted: 12/23/2024] [Indexed: 01/04/2025]
Abstract
AIM To investigate trends in ischaemic and non-ischaemic heart failure (HF) in adults with type 2 diabetes and without diabetes between 1st January 2000 and 31st December 2019 in England. METHODS We used the Clinical Practice Research Datalink datasets, linked to the Hospital Episode Statistics and Office for National Statistics, to estimate sex-specific crude and age-standardised rates of incident ischaemic and non-ischaemic HF up to 10 years per calendar year of diabetes diagnosis and diabetes status. RESULTS In a cohort of 735,810 individuals, 5,073 ischaemic (2,038 in people with type 2 diabetes and 3,035 in those without) and 16,501 non-ischaemic (6,358 and 10,143, respectively) HF events were recorded during a median follow-up of 10 years. From 2000 to 2004 to 2005-2009, the age-standardised rates of ischaemic HF marginally declined, while rates remained stable for non-ischaemic HF and were consistently higher for non-ischaemic than ischaemic HF, regardless of diabetes status or sex. Adjusted incidence rate ratios demonstrated negligible impact on trends after accounting for differences in demographics, comorbidities and medications. CONCLUSIONS Improving HF prevention and management strategies remains crucial to decrease the risk of HF in the general population and reduce the persistent risk-gap associated with type 2 diabetes in England.
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Affiliation(s)
- Kajal Panchal
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, UK.
| | - Claire Lawson
- Department of Cardiovascular Sciences, University of Leicester, UK
| | - Sharmin Shabnam
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, UK
| | - Kamlesh Khunti
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, UK
| | - Francesco Zaccardi
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, UK
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Mehrabadi A, Yu Y, Grandi SM, Platt RW, Filion KB. Gestational diabetes mellitus and subsequent cardiovascular disease in a period of rising diagnoses: Cohort study. Acta Obstet Gynecol Scand 2025; 104:331-341. [PMID: 39744821 PMCID: PMC11782068 DOI: 10.1111/aogs.15022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 11/01/2024] [Accepted: 11/10/2024] [Indexed: 02/01/2025]
Abstract
INTRODUCTION Evidence suggests that gestational diabetes mellitus (GDM) is associated with subsequent cardiovascular disease; however, it is unclear what impact changes in screening and diagnostic criteria have had on the association of GDM with long-term outcomes such as cardiovascular disease. The purpose of this study was to determine the association between GDM and subsequent cardiovascular disease during a period of rising gestational diabetes diagnosis in England. Specifically, associations were compared before and after 2008, when national guidelines supporting risk factor-based screening were introduced. MATERIAL AND METHODS We conducted a cohort study using routinely collected data from the Clinical Practice Research Datalink linked to the Hospital Episode Statistics and Office for National Statistics databases. The study consisted of persons aged 15-45 years with a livebirth or stillbirth between 1998 and 2017 and without a history of cardiovascular disease or pre-pregnancy diabetes mellitus. Cox proportional hazards models, with propensity score weighting using matching weights, were used to estimate adjusted hazard ratios (aHRs) with 95% confidence intervals (CIs) for the association of GDM diagnosis in the first recorded pregnancy with subsequent cardiovascular disease. RESULTS Among 232 315 individuals, the incidence of cardiovascular disease was 6.6 per 1000 person-years among those with GDM and 2.2 per 1000 person-years among those without GDM over a mean follow-up duration of 5.8 years. The overall aHR, 95% CI was 1.91 (1.41, 2.60). Diagnosis of GDM increased over the study period, from 0.7% in 1998-99 to 5.3% in 2017. The effect size was not markedly different in the years before (1998-2007: adjusted HR 2.05, 95% CI 2.05 1.35, 3.12) and after 2008 (2008-2017: adjusted HR 1.79, 95% CI 1.15, 2.80). CONCLUSIONS There was a strong association of GDM with cardiovascular disease after accounting for social and demographic factors and multiple comorbidities, and this association was present both before and after 2008, when national gestational diabetes screening criteria were established.
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Affiliation(s)
- Azar Mehrabadi
- Department of Obstetrics & Gynecology and PediatricsDalhousie UniversityHalifaxNova ScotiaCanada
| | - Ya‐Hui Yu
- Rollins School of Public Health, Department of EpidemiologyEmory UniversityAtlantaGeorgiaUSA
| | - Sonia M. Grandi
- Dalla Lana School of Public HealthUniversity of Toronto Department of Epidemiology, and Child Health Evaluative Sciences Program, The Hospital for Sick ChildrenTorontoOntarioCanada
| | - Robert W. Platt
- Department of Epidemiology, Biostatistics and Occupational HealthMcGill UniversityMontrealQuebecCanada
- Centre for Clinical Epidemiology, Lady Davis InstituteJewish General HospitalMontrealQuebecCanada
- Department of Pediatrics and Research Institute of the McGill University Health CentreMcGill UniversityMontrealQuebecCanada
| | - Kristian B. Filion
- Department of Epidemiology, Biostatistics and Occupational HealthMcGill UniversityMontrealQuebecCanada
- Centre for Clinical Epidemiology, Lady Davis InstituteJewish General HospitalMontrealQuebecCanada
- Department of MedicineMcGill UniversityMontrealQuebecCanada
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Abhishek A, Nakafero G, Card T, Taal MW, Grainge MJ, Aithal GP, Mallen CD, Stevenson MD, Riley RD. Monitoring for 5-aminosalicylate nephrotoxicity in adults with inflammatory bowel disease: prognostic model development and validation using data from the Clinical Practice Research Datalink. BMJ Open Gastroenterol 2025; 12:e001627. [PMID: 39863289 PMCID: PMC11784381 DOI: 10.1136/bmjgast-2024-001627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Accepted: 01/07/2025] [Indexed: 01/27/2025] Open
Abstract
OBJECTIVE To develop and validate a prognostic model for risk-stratified monitoring of 5-aminosalicylate nephrotoxicity. METHODS This UK retrospective cohort study used data from the Clinical Practice Research Datalink Aurum and Gold for model development and validation respectively. It included adults newly diagnosed with inflammatory bowel disease and established on 5-aminosalicylic acid (5-ASA) treatment between 1 January 2007 and 31 December 2019. Drug discontinuation associated with 5-ASA nephrotoxicity defined as a prescription gap of ≥90 days with decline in kidney function was the outcome. Patients prescribed 5-ASAs for ≥6 months were followed-up for up to 5 years. Penalised Cox regression was used to develop the risk equation with bootstrapping for internal validation and optimism adjustment. Model performance was assessed in terms of calibration and discrimination. RESULTS 13 728 and 7318 participants who contributed 40 378 and 20 679 person-years follow-up formed the development and validation cohorts with 170 (1.2%) and 98 (1.3%) outcome events respectively. Nine predictors were included in the final model, including chronic kidney disease stage 3 and hazardous alcohol use as strong predictors. Age and Body Mass Index were weak predictors. The optimism-adjusted calibration slope, C and D statistics in the development and validation data were 0.90, 0.64 and 0.98, and 1.01, 0.66 and 0.94 respectively. CONCLUSION This prognostic model used information from routine clinical care and performed well in an independent validation cohort. It can be used to risk-stratify blood test monitoring during established 5-ASA treatment. A key limitation is that the decline in kidney function could have been due to factors other than 5-ASA nephrotoxicity.
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Affiliation(s)
- Abhishek Abhishek
- Academic Rheumatology, University of Nottingham, Nottingham, East Midlands, UK
- Nottingham NIHR BRC, Nottingham, UK
| | - Georgina Nakafero
- Academic Rheumatology, University of Nottingham, Nottingham, East Midlands, UK
- Nottingham NIHR BRC, Nottingham, UK
| | - Tim Card
- Lifespan and Population Health, School of Medicine, University of Nottingham, Nottingham, UK
| | - Maarten W Taal
- Centre for Kidney Research and Innovation, Translational Medical Sciences, University of Nottingham, Nottingham, UK
| | - Matthew J Grainge
- Lifespan and Population Health, School of Medicine, University of Nottingham, Nottingham, UK
| | - Guruprasad P Aithal
- Nottingham NIHR BRC, Nottingham, UK
- Nottingham Digestive Diseases Centre, Translational Medical Sciences, School of Medicine, University of Nottingham, Nottingham, UK
| | | | - Matthew D Stevenson
- School of Health and Related Research, University of Sheffield, Sheffield, UK
| | - Richard D Riley
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
- NIHR, Birmingham Biomedical Research Centre, Birmingham, UK
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Spedale V, Mazzola P. High risk of fall after a fracture persists but declines over time. Evid Based Nurs 2025; 28:31. [PMID: 38485213 DOI: 10.1136/ebnurs-2023-103924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/01/2024] [Indexed: 01/26/2025]
Affiliation(s)
- Valentina Spedale
- School of Medicine and Surgery, Universita degli Studi di Milano-Bicocca, Monza, Italy
- Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy
| | - Paolo Mazzola
- School of Medicine and Surgery, Universita degli Studi di Milano-Bicocca, Monza, Italy
- Acute Geriatrics Unit, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy
- Clinical Neurosciences Research Area, Università degli Studi di Milano-Bicocca Milan Center for Neuroscience, Milano, Italy
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Launders N, Jackson CA, Hayes JF, John A, Stewart R, Iveson MH, Bramon E, Guthrie B, Mercer SW, Osborn DPJ. Prevalence and patient characteristics associated with cardiovascular disease risk factor screening in UK primary care for people with severe mental illness: an electronic healthcare record study. BMJ MENTAL HEALTH 2025; 28:e301409. [PMID: 39819835 PMCID: PMC11751913 DOI: 10.1136/bmjment-2024-301409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2024] [Accepted: 12/23/2024] [Indexed: 01/19/2025]
Abstract
BACKGROUND People with severe mental illness (SMI) are at increased risk of cardiovascular disease (CVD), and initiatives for CVD risk factor screening in the UK have not reduced disparities. OBJECTIVES To describe the annual screening prevalence for CVD risk factors in people with SMI from April 2000 to March 2018, and to identify factors associated with receiving no screening and regular screening. METHODS We identified adults with a diagnosis of SMI (schizophrenia, bipolar disorder or 'other psychosis') from UK primary care records in Clinical Practice Research Datalink. We calculated the annual prevalence of screening for blood pressure, cholesterol, glucose, body mass index, alcohol consumption and smoking status using multinomial logistic regression to identify factors associated with receiving no screening and complete screening. RESULTS Of 216 136 patients with SMI, 55% received screening for all six CVD risk factors at least once during follow-up and 35% received all six within a 1-month period. Our findings suggest that patient characteristics and financial incentivisation influence screening prevalence of individual CVD risk factors, the likelihood of receiving screening for all six CVD risk factors annually and risk of receiving no screening. CONCLUSIONS The low proportion of people with SMI receiving regular comprehensive CVD risk factor screening is concerning. Screening needs to be embedded as part of broad physical health checks to ensure the health needs of people with SMI are being met. If we are to improve cardiovascular health, interventions are needed where risk of receiving no screening or not receiving regular screening is highest.
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Affiliation(s)
- Naomi Launders
- Division of Psychiatry, University College London, London, UK
| | | | - Joseph F Hayes
- Division of Psychiatry, University College London, London, UK
- Camden and Islington NHS Foundation Trust, London, UK
| | | | - Robert Stewart
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Matthew H Iveson
- Division of Psychiatry, The University of Edinburgh Centre for Clinical Brain Sciences, Edinburgh, UK
| | - Elvira Bramon
- Division of Psychiatry, University College London, London, UK
- Camden and Islington NHS Foundation Trust, London, UK
| | - Bruce Guthrie
- The University of Edinburgh Usher Institute, Edinburgh, UK
| | | | - David P J Osborn
- Division of Psychiatry, University College London, London, UK
- Camden and Islington NHS Foundation Trust, London, UK
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Li X, Peng L, Wang YP, Zhang W. Open challenges and opportunities in federated foundation models towards biomedical healthcare. BioData Min 2025; 18:2. [PMID: 39755653 DOI: 10.1186/s13040-024-00414-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Accepted: 12/09/2024] [Indexed: 01/06/2025] Open
Abstract
This survey explores the transformative impact of foundation models (FMs) in artificial intelligence, focusing on their integration with federated learning (FL) in biomedical research. Foundation models such as ChatGPT, LLaMa, and CLIP, which are trained on vast datasets through methods including unsupervised pretraining, self-supervised learning, instructed fine-tuning, and reinforcement learning from human feedback, represent significant advancements in machine learning. These models, with their ability to generate coherent text and realistic images, are crucial for biomedical applications that require processing diverse data forms such as clinical reports, diagnostic images, and multimodal patient interactions. The incorporation of FL with these sophisticated models presents a promising strategy to harness their analytical power while safeguarding the privacy of sensitive medical data. This approach not only enhances the capabilities of FMs in medical diagnostics and personalized treatment but also addresses critical concerns about data privacy and security in healthcare. This survey reviews the current applications of FMs in federated settings, underscores the challenges, and identifies future research directions including scaling FMs, managing data diversity, and enhancing communication efficiency within FL frameworks. The objective is to encourage further research into the combined potential of FMs and FL, laying the groundwork for healthcare innovations.
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Affiliation(s)
- Xingyu Li
- Department of Computer Science, Tulane University, New Orleans, LA, USA
| | - Lu Peng
- Department of Computer Science, Tulane University, New Orleans, LA, USA.
| | - Yu-Ping Wang
- Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA
| | - Weihua Zhang
- School of Computer Science, Fudan University, Shanghai, China
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Lugo‐Palacios DG, Bidulka P, O’Neill S, Carroll O, Basu A, Adler A, DíazOrdaz K, Briggs A, Grieve R. Going beyond randomised controlled trials to assess treatment effect heterogeneity across target populations. HEALTH ECONOMICS 2025; 34:85-104. [PMID: 39327529 PMCID: PMC11631826 DOI: 10.1002/hec.4903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Revised: 08/07/2024] [Accepted: 09/02/2024] [Indexed: 09/28/2024]
Abstract
Methods have been developed for transporting evidence from randomised controlled trials (RCTs) to target populations. However, these approaches allow only for differences in characteristics observed in the RCT and real-world data (overt heterogeneity). These approaches do not recognise heterogeneity of treatment effects (HTE) according to unmeasured characteristics (essential heterogeneity). We use a target trial design and apply a local instrumental variable (LIV) approach to electronic health records from the Clinical Practice Research Datalink, and examine both forms of heterogeneity in assessing the comparative effectiveness of two second-line treatments for type 2 diabetes mellitus. We first estimate individualised estimates of HTE across the entire target population defined by applying eligibility criteria from national guidelines (n = 13,240) within an overall target trial framework. We define a subpopulation who meet a published RCT's eligibility criteria ('RCT-eligible', n = 6497), and a subpopulation who do not ('RCT-ineligible', n = 6743). We compare average treatment effects for pre-specified subgroups within the RCT-eligible subpopulation, the RCT-ineligible subpopulation, and within the overall target population. We find differences across these subpopulations in the magnitude of subgroup-level treatment effects, but that the direction of estimated effects is stable. Our results highlight that LIV methods can provide useful evidence about treatment effect heterogeneity including for those subpopulations excluded from RCTs.
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Affiliation(s)
- David G. Lugo‐Palacios
- Department of Health Services Research and PolicyLondon School of Hygiene & Tropical MedicineLondonUK
| | - Patrick Bidulka
- Department of Non‐Communicable Disease EpidemiologyLondon School of Hygiene & Tropical MedicineLondonUK
| | - Stephen O’Neill
- Department of Health Services Research and PolicyLondon School of Hygiene & Tropical MedicineLondonUK
| | - Orlagh Carroll
- Department of Health Services Research and PolicyLondon School of Hygiene & Tropical MedicineLondonUK
| | - Anirban Basu
- The Comparative Health Outcomes, Policy & Economics (CHOICE) InstituteUniversity of Washington School of PharmacySeattleWashingtonUSA
| | - Amanda Adler
- Diabetes Trials UnitThe Oxford Centre for Diabetes, Endocrinology and MetabolismUniversity of OxfordOCDEM Building Churchill HospitalHeadingtonUK
| | - Karla DíazOrdaz
- Department of Statistical ScienceUniversity College LondonLondonUK
| | - Andrew Briggs
- Department of Health Services Research and PolicyLondon School of Hygiene & Tropical MedicineLondonUK
| | - Richard Grieve
- Department of Health Services Research and PolicyLondon School of Hygiene & Tropical MedicineLondonUK
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Krentz A, Fournier L, Castiglione T, Curcin V, Hamdane C, Liu T, Jaun A. Optimising the therapeutic response of statins using real-world evidence and machine learning: Personalised precision dosing recommends lower statin doses for some patients. Diabetes Obes Metab 2025; 27:432-434. [PMID: 39513324 PMCID: PMC11618245 DOI: 10.1111/dom.16029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 10/09/2024] [Accepted: 10/10/2024] [Indexed: 11/15/2024]
Affiliation(s)
- Andrew Krentz
- MetadviceLausanneSwitzerland
- School of Life Course & Population SciencesKing's College LondonLondonUK
| | - Lisa Fournier
- MetadviceLausanneSwitzerland
- School of Life Course & Population SciencesKing's College LondonLondonUK
- Ecole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Thomas Castiglione
- MetadviceLausanneSwitzerland
- Ecole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Vasa Curcin
- School of Life Course & Population SciencesKing's College LondonLondonUK
| | - Camil Hamdane
- MetadviceLausanneSwitzerland
- School of Life Course & Population SciencesKing's College LondonLondonUK
- Ecole Polytechnique Fédérale de LausanneLausanneSwitzerland
| | - Tianyi Liu
- School of Life Course & Population SciencesKing's College LondonLondonUK
| | - André Jaun
- MetadviceLausanneSwitzerland
- School of Life Course & Population SciencesKing's College LondonLondonUK
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Zakkak N, Barclay M, Gonzalez-Izquierdo A, Schmidt AF, Lip GYH, Lyratzopoulos G, Providencia R. Cancer incidence and mortality among patients with new-onset atrial fibrillation: A population-based matched cohort study. Neoplasia 2025; 59:101080. [PMID: 39514960 PMCID: PMC11584679 DOI: 10.1016/j.neo.2024.101080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Accepted: 10/24/2024] [Indexed: 11/16/2024]
Abstract
BACKGROUND Understanding the risk of cancer after the diagnosis of another condition can present opportunities for earlier diagnosis. We examined the risk of cancer diagnosis conditional on prior diagnosis of atrial fibrillation (AF). METHODS Linked electronic health records were used to identify patients aged ≥18 with new-onset AF and age-sex-matched controls. Cumulative incidence of and mortality from cancer (overall and cancer-site specific) within three months, three months to five years and beyond five years from diagnosis of AF were examined. Findings were further validated using Mendelian randomisation (MR). RESULTS The cohort included 117,173 patients with new-onset AF and 117,173 matched controls (median age 78). In the first three months, 2.2% of AF patients were diagnosed with cancer vs. 0.47% in controls (relative risk: 4.7 [95%CI 4.2-5.4] in men and 4.4 [95%CI 3.8-5.0] in women). Nearly 80% of cancers related to thoracic or abdominal organs. Differences in cumulative incidence were only evident in women between three months and five years (subdistribution hazard ratio=1.1 [95%CI 1.01-1.12]) and absent in all patients beyond five years. MR analysis did not support the presence of a causal association between AF and major cancer subtypes. CONCLUSION There is a large short-term increase in cancer incidence and mortality following new-onset AF. The findings may reflect incidental identification of AF or paraneoplastic manifestation. New-onset AF confers high short-term risk of cancer diagnosis, at levels comparable with symptomatic risk threshold mandating urgent assessment for suspected cancer.
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Affiliation(s)
- Nadine Zakkak
- Epidemiology of Cancer Healthcare and Outcomes Group (ECHO), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom; Cancer intelligence, Cancer Research UK, London, United Kingdom.
| | - Matthew Barclay
- Epidemiology of Cancer Healthcare and Outcomes Group (ECHO), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom
| | - Arturo Gonzalez-Izquierdo
- Centre for Health Data Science, Institute of Applied Health Research, University of Birmingham, United Kingdom; Institute of Health Informatics, University College London, United Kingdom
| | - Amand Floriaan Schmidt
- Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, United Kingdom; UCL British Heart Foundation Research Accelerator, London, United Kingdom; Department of Cardiology, Amsterdam Cardiovascular Sciences, Amsterdam University Medical Centres, University of Amsterdam, Amsterdam UMC, the Netherlands; Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Gregory Y H Lip
- Liverpool Centre for Cardiovascular Science at University of Liverpool, Liverpool John Moores University and Liverpool Heart & Chest Hospital, Liverpool, United Kingdom; Danish Center for Health Services Research, Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Georgios Lyratzopoulos
- Epidemiology of Cancer Healthcare and Outcomes Group (ECHO), Department of Behavioural Science and Health, Institute of Epidemiology and Health Care, University College London, London, United Kingdom
| | - Rui Providencia
- Institute of Health Informatics, University College London, United Kingdom; Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
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Bonar K, Boudiaf N, Zaremba P, Tarancón T, Zhou J, Jacob S. Disease burden, healthcare resource utilisation, and treatment patterns in patients with newly diagnosed myasthenia gravis in England: A retrospective cohort study. J Neuromuscul Dis 2025; 12:22143602241308194. [PMID: 39973446 DOI: 10.1177/22143602241308194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
BACKGROUND Myasthenia gravis (MG), a chronic and unpredictable autoimmune disease, is associated with multiple comorbidities and high disease burden. OBJECTIVE To assess the disease burden, healthcare resource utilisation (HCRU), and treatment patterns of patients with newly diagnosed MG in England. METHODS Data from Clinical Practice Research Datalink GP practices linked to the Hospital Episode Statistics database were used. Eligible patients had ≥1 diagnostic code for MG, with the first MG diagnostic code recorded between 01 January 2010 and 31 December 2019. Non-MG controls were selected if they had no recorded MG diagnosis and ≥12 months of data. Controls were matched for age, sex and GP practice in a maximum ratio of 5:1. RESULTS Mean follow-up duration was 2.8 and 3.1 years for the MG and non-MG cohorts, respectively. In the MG cohort, 56% of patients were male, with a mean age of 67 years at baseline. Incidence rates of all comorbidities assessed during follow-up were higher in the MG cohort than in controls. Almost two-thirds of MG patients experienced ≥1 myasthenic exacerbation during follow-up; incidence rates (95% confidence interval) of MG exacerbations and crises were 50.0 (44.7-55.9) and 1.3 (0.8-2.0) per 100 person-years, respectively. Visits to non-neurology specialists and outpatient clinics were the most common instances of HCRU overall, each being more frequent in the MG cohort than for controls. In the first year of follow-up, acetylcholinesterase inhibitors (AChEIs) and corticosteroids were used by 56.0% and 50.2% of MG patients, respectively; the use of AChEIs declined thereafter. CONCLUSIONS Despite treatment, there is a high disease burden for patients with newly diagnosed MG in England, with high rates of MG exacerbation and HCRU use. Thus, there is a need for targeted treatments with sustained efficacy and improved safety to adequately manage MG symptoms and reduce MG-related disease burden.
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Affiliation(s)
| | | | | | | | | | - Saiju Jacob
- Department of Neurology and Centre for Rare Diseases, Institute of Immunology and Immunotherapy, University Hospitals Birmingham and University of Birmingham, Birmingham, UK
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Persson R, Hagberg KW, Pranschke E, Vasilakis-Scaramozza C, Jick S. Treatment for osteoporosis and risk of osteonecrosis of the jaw among female patients in the United Kingdom Clinical Practice Research Datalink. Osteoporos Int 2025; 36:47-60. [PMID: 39400702 DOI: 10.1007/s00198-024-07262-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 09/16/2024] [Indexed: 10/15/2024]
Abstract
Osteonecrosis of the jaw (ONJ) is an adverse effect of antiresorptives. Among female patients treated for osteoporosis, ONJ risk was threefold higher after 2-3 years of treatment and eightfold after 10 years compared with past use. Absolute risks remained low (~ 0.05% after 5 years) and diminished after discontinuation. PURPOSE Osteonecrosis of the jaw (ONJ) is a rare adverse effect of antiresorptive drug use; however, the magnitude of risk in osteoporosis patients has not been clearly described. METHODS We conducted a cohort study among cancer-free female patients aged 40-89 with, or at risk for, osteoporosis in United Kingdom Clinical Practice Research Datalink (CPRD) Aurum. We followed patients from first osteoporosis treatment until first of osteonecrosis diagnosis, age 90, record end, or other prespecified censoring event, and accumulated person-time by osteoporosis treatment. ONJ cases were selected from CPRD Aurum and linked Hospital Episode Statistics data using an algorithm and manual review. We estimated incidence rates (IR) of ONJ by current treatment type and post discontinuation. We conducted a nested case-control analysis to further describe risk by cumulative dose and duration of antiresorptive therapies. RESULTS Among 467,654 eligible patients, there were 208 ONJ cases. IR among patients currently treated with antiresorptives (primarily alendronate) was 1.2 (95% confidence interval [CI] 1.0-1.4) per 10,000 person-years. Compared with past use of antiresorptives, odds ratios of ONJ were 3.0 (95% CI 1.5-5.7) after 2-3 years of treatment and 8.1 (95% CI 4.4-15) after 10 years. However, absolute risks remained low (~ 0.05% after 5 years and ~ 0.18% after 10 years) and elevated risks diminished to near zero within 6 to 9 months of discontinuation. CONCLUSION Risk of ONJ increased after 2-3 years of treatment with antiresorptives; however, the absolute risk was low and returned to baseline shortly after treatment discontinuation.
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Affiliation(s)
- Rebecca Persson
- BCDSP, Boston Collaborative Drug Surveillance Program, Lexington, MA, USA.
| | | | - Emma Pranschke
- BCDSP, Boston Collaborative Drug Surveillance Program, Lexington, MA, USA
| | | | - Susan Jick
- BCDSP, Boston Collaborative Drug Surveillance Program, Lexington, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
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Nemlander E, Abedi E, Ljungman P, Hasselström J, Carlsson AC, Rosenblad A. The Stockholm early detection of cancer study (STEADY-CAN): rationale, design, data collection, and baseline characteristics for 2.7 million participants. Eur J Epidemiol 2025; 40:123-136. [PMID: 39755982 PMCID: PMC11799118 DOI: 10.1007/s10654-024-01192-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2024] [Accepted: 12/09/2024] [Indexed: 01/07/2025]
Abstract
The Stockholm Early Detection of Cancer Study (STEADY-CAN) cohort was established to investigate strategies for early cancer detection in a population-based context within Stockholm County, the capital region of Sweden. Utilising real-world data to explore cancer-related healthcare patterns and outcomes, the cohort links extensive clinical and laboratory data from both inpatient and outpatient care in the region. The dataset includes demographic information, detailed diagnostic codes, laboratory results, prescribed medications, and healthcare utilisation data. Since its inception, STEADY-CAN has collected longitudinal data on 2,732,005 individuals aged ≥ 18 years old living in or having access to health care in Stockholm County during the years 2011-2021. Focusing on cancer, the cohort includes 140,042 (5.1%) individuals with incident cancer and a control group of 2,591,963 (94.9%) cancer-free individuals. The cohort's diverse adult population enables robust analyses of early symptom detection, incidental findings, and the impact of comorbidities on cancer diagnoses. Utilizing the wide range of available laboratory data and clinical variables allow for advanced statistical analyses and adjustments for important confounding factors. The cohort's primary focus is to improve understanding of the early diagnostic phase of cancer, offering a crucial resource for studying cancer detection in clinical practice. Its comprehensive data collection provides unique opportunities for research into comorbidities and cancer outcomes, making the cohort a useful resource for ongoing cancer surveillance and public health strategies. The present study gives a detailed description of the rationale for creating the STEADY-CAN cohort, its design, the data collection procedure, and baseline characteristics of collected data.
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Affiliation(s)
- Elinor Nemlander
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden.
- Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden.
- Regional Cancer Centre Stockholm-Gotland, Region Stockholm, Stockholm, Sweden.
| | - Eliya Abedi
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
- Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden
- Regional Cancer Centre Stockholm-Gotland, Region Stockholm, Stockholm, Sweden
| | - Per Ljungman
- Department of Cellular Therapy and Allogeneic Stem Cell Transplantation, Karolinska Comprehensive Cancer Centre, Karolinska University Hospital, and Division of Haematology, Department of Medicine Huddinge,, Karolinska Institutet, Stockholm, Sweden
| | - Jan Hasselström
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
- Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden
| | - Axel C Carlsson
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
- Academic Primary Health Care Centre, Region Stockholm, Stockholm, Sweden
| | - Andreas Rosenblad
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
- Regional Cancer Centre Stockholm-Gotland, Region Stockholm, Stockholm, Sweden
- Department of Statistics, Uppsala University, Uppsala, Sweden
- Department of Medical Sciences, Division of Clinical Diabetology and Metabolism, Uppsala University, Uppsala, Sweden
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Tse G, Ariti C, Bafadhel M, Papi A, Carter V, Zhou J, Skinner D, Xu X, Müllerová H, Emmanuel B, Price D. Oral Corticosteroid-Related Healthcare Resource Utilization and Associated Costs in Patients with COPD. Adv Ther 2025; 42:375-394. [PMID: 39560897 PMCID: PMC11782346 DOI: 10.1007/s12325-024-03024-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 10/04/2024] [Indexed: 11/20/2024]
Abstract
INTRODUCTION Oral corticosteroids (OCS) are used to manage chronic obstructive pulmonary disease (COPD) exacerbations but are associated with adverse outcomes that may increase healthcare resource utilization and costs. We compared attendance/costs associated with OCS-related adverse outcomes in patients who ever used OCS versus those who never used OCS and examined associations between cumulative OCS exposure and attendance/costs. METHODS This direct matched observational cohort study used the UK Clinical Practice Research Datalink GOLD database (data range 1987-2019). Patients with a COPD diagnosis on/after April 1, 2003, and Hospital Episode Statistics linkage were included. Emergency room, specialist or primary care outpatient, and inpatient attendance were analyzed. Costs, estimated using Health and Social Care 2019 and National Health Service Reference Costs 2019-2020 reports, were adjusted for sex, age, exacerbation number, and inhaler type used in the 12 months before index date. RESULTS The OCS cohort had higher annualized disease-specific (excluding respiratory) total attendance/costs versus the non-OCS cohort (adjusted incidence rate ratio [aIRR] with 95% confidence intervals [CIs]) ranging from 37% (1.37 [1.31, 1.43]) for emergency room attendances to 149% (2.49 [2.36, 2.63]) for specialist consultations. Disease-specific (excluding respiratory) attendance/costs increased in a positive dose-response relationship for most attendance categories versus the < 0.5 g reference dose. For the 0.5 to < 1.0 g cumulative dose category, the greatest increases in disease-specific (excluding respiratory) attendance/costs occurred for primary care consultations (aIRR [95% CI] 1.38 [1.32, 1.44]). For the ≥ 10 g cumulative dose category, the greatest increases were observed for primary care consultations (aIRR [95% CI] 2.83 [2.66, 3.00]), non-elective long stays (≥ 2 days; 2.54 [2.15, 2.99]), and non-elective short stays (≤ 1 day; 2.51 [2.12, 2.98]). Similar findings were observed for all-cause attendance/costs. CONCLUSION Among patients with COPD, OCS-related adverse outcomes were associated with higher attendance and costs, with a positive dose-response relationship. A graphical abstract is available with this article.
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Affiliation(s)
- Gary Tse
- Observational and Pragmatic Research Institute, Singapore, Singapore
- School of Nursing and Health Studies, Hong Kong Metropolitan University, Hong Kong, China
| | - Cono Ariti
- Observational and Pragmatic Research Institute, Singapore, Singapore
| | - Mona Bafadhel
- King's Centre for Lung Health, School of Immunology and Microbial Sciences, Faculty of Life Sciences and Medicine, King's College London, London, UK
| | - Alberto Papi
- Respiratory Medicine, Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Victoria Carter
- Observational and Pragmatic Research Institute, Singapore, Singapore
| | - Jiandong Zhou
- Observational and Pragmatic Research Institute, Singapore, Singapore
| | - Derek Skinner
- Observational and Pragmatic Research Institute, Singapore, Singapore
| | - Xiao Xu
- AstraZeneca, Gaithersburg, MD, USA
| | | | | | - David Price
- Observational and Pragmatic Research Institute, Singapore, Singapore.
- Centre of Academic Primary Care, Division of Applied Health Sciences, University of Aberdeen, Aberdeen, UK.
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Richards-Belle A, Launders N, Hardoon S, Richards A, Man KK, Davies NM, Bramon E, Hayes JF, Osborn DP. Comparative cardiometabolic safety and effectiveness of aripiprazole in people with severe mental illness: A target trial emulation. PLoS Med 2025; 22:e1004520. [PMID: 39847591 PMCID: PMC11778676 DOI: 10.1371/journal.pmed.1004520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 01/29/2025] [Accepted: 01/07/2025] [Indexed: 01/25/2025] Open
Abstract
BACKGROUND There is limited and conflicting evidence on the comparative cardiometabolic safety and effectiveness of aripiprazole in the management of severe mental illness. We investigated the hypothesis that aripiprazole has a favourable cardiometabolic profile, but similar effectiveness when compared to olanzapine, quetiapine, and risperidone. METHODS AND FINDINGS We conducted an observational emulation of a head-to-head trial of aripiprazole versus olanzapine, quetiapine, and risperidone in UK primary care using data from the Clinical Practice Research Datalink. We included adults diagnosed with severe mental illness (i.e., bipolar disorder, schizophrenia, and other non-organic psychoses) who were prescribed a new antipsychotic between 2005 and 2017, with a 2-year follow-up to 2019. The primary outcome was total cholesterol at 1 year (cardiometabolic safety). The main secondary outcome was psychiatric hospitalisation (effectiveness). Other outcomes included body weight, blood pressure, all-cause discontinuation, and mortality. Analyses adjusted for baseline confounders, including sociodemographics, diagnoses, concomitant medications, and cardiometabolic parameters. We included 26,537 patients (aripiprazole, n = 3,573, olanzapine, n = 8,554, quetiapine, n = 8,289, risperidone, n = 6,121). Median (IQR) age was 53 (42-67) years, 55.4% were female, 82.3% White, and 18.0% were diagnosed with schizophrenia. Patients prescribed aripiprazole had similar total cholesterol levels after 1 year to those prescribed olanzapine (adjusted mean difference [aMD], -0.03, 95% CI, -0.09 to 0.02, p = 0.261), quetiapine (aMD, -0.03, 95% CI, -0.09 to 0.03, p = 0.324), and risperidone (aMD, -0.01, 95% CI, -0.08 to 0.05, p = 0.707). However, there was evidence that patients prescribed aripiprazole had better outcomes on other cardiometabolic parameters, such as body weight and blood pressure, especially compared to olanzapine. After additional adjustment for prior hospitalisation, patients prescribed aripiprazole had similar rates of psychiatric hospitalisation as those prescribed olanzapine (adjusted hazard ratio [aHR], 0.91, 95% CI, 0.82 to 1.01, p = 0.078), quetiapine (aHR, 0.94, 95% CI, 0.85 to 1.04, p = 0.230), or risperidone (aHR, 1.01, 95% CI, 0.91 to 1.12, p = 0.854). CONCLUSIONS Data from our large, powered, diverse, real-world target trial emulation sample, followed over 2 years, suggest that adults diagnosed with severe mental illness prescribed aripiprazole have similar total cholesterol 1 year after first prescription compared to those prescribed olanzapine, quetiapine, and risperidone. However, patients prescribed aripiprazole had better outcomes on some other cardiometabolic parameters, and there was little evidence of differences in effectiveness. Our findings inform a common clinical dilemma and contribute to the evidence base for real-world clinical decision-making on antipsychotic choice for patients diagnosed with severe mental illness.
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Affiliation(s)
| | - Naomi Launders
- Division of Psychiatry, University College London, London, United Kingdom
| | - Sarah Hardoon
- Division of Psychiatry, University College London, London, United Kingdom
| | | | - Kenneth K.C. Man
- Research Department of Practice and Policy, School of Pharmacy, University College London, London, United Kingdom
- Centre for Medicines Optimisation Research and Education, University College London Hospitals NHS Foundation Trust, London, United Kingdom
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, University of Hong Kong, Hong Kong
- Laboratory of Data Discovery for Health (D24H), Hong Kong Science Park, Pak Shek Kok, Hong Kong
| | - Neil M. Davies
- Division of Psychiatry, University College London, London, United Kingdom
- Department of Statistical Sciences, University College London, London, United Kingdom
- Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Norway
| | - Elvira Bramon
- Division of Psychiatry, University College London, London, United Kingdom
- Camden and Islington NHS Foundation Trust, London, United Kingdom
| | - Joseph F. Hayes
- Division of Psychiatry, University College London, London, United Kingdom
- Camden and Islington NHS Foundation Trust, London, United Kingdom
| | - David P.J. Osborn
- Division of Psychiatry, University College London, London, United Kingdom
- Camden and Islington NHS Foundation Trust, London, United Kingdom
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Tenison E, McGrogan A, Ben‐Shlomo Y, Henderson EJ. Identifying and Predicting Risk for Hospital Admission among Patients with Parkinsonism. Mov Disord Clin Pract 2025; 12:43-56. [PMID: 39503271 PMCID: PMC11736886 DOI: 10.1002/mdc3.14257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 10/08/2024] [Accepted: 10/12/2024] [Indexed: 11/08/2024] Open
Abstract
BACKGROUND Patients with parkinsonism are more likely than age-matched controls to be admitted to hospital. It may be possible to reduce the cost and negative impact by identifying patients at highest risk and intervening to reduce hospital-related costs. Predictive models have been developed in nonparkinsonism populations. OBJECTIVES The aims were to (1) describe the reasons for admission, (2) describe the rates of hospital admission/emergency department attendance over time, and (3) use routine data to risk stratify unplanned hospital attendance in people with parkinsonism. METHODS This retrospective cohort study used Clinical Practice Research Datalink GOLD, a large UK primary care database, linked to hospital admission and emergency department attendance data. The primary diagnoses for nonelective admissions were categorized, and the frequencies were compared between parkinsonism cases and matched controls. Multilevel logistic and negative binomial regression models were used to estimate the risk of any and multiple admissions, respectively, for patients with parkinsonism. RESULTS There were 9189 patients with parkinsonism and 45,390 controls. The odds of emergency admission more than doubled from 2010 to 2019 (odds ratio [OR] 2.33; 95% confidence interval [CI] 1.96, 2.76; P-value for trend <0.001). Pneumonia was the most common reason for admission among cases, followed by urinary tract infection. Increasing age, multimorbidity, parkinsonism duration, deprivation, and care home residence increased the odds of admission. Rural location was associated with reduced OR for admission (OR 0.79; 95% CI 0.70, 0.89). CONCLUSIONS Our risk stratification tool may enable empirical targeting of interventions to reduce admission risk for parkinsonism patients.
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Affiliation(s)
- Emma Tenison
- Department of Population Health SciencesBristol Medical School, University of BristolBristolUnited Kingdom
- Older People's UnitRoyal United Hospitals Bath NHS Foundation TrustBathUnited Kingdom
| | - Anita McGrogan
- Department of Life SciencesUniversity of Bath, Claverton DownBathUnited Kingdom
| | - Yoav Ben‐Shlomo
- Department of Population Health SciencesBristol Medical School, University of BristolBristolUnited Kingdom
- The National Institute for Health and Care Research Applied Research Collaboration West (NIHR ARC West) at University Hospitals Bristol and Weston NHS Foundation TrustBathUnited Kingdom
| | - Emily J. Henderson
- Department of Population Health SciencesBristol Medical School, University of BristolBristolUnited Kingdom
- Older People's UnitRoyal United Hospitals Bath NHS Foundation TrustBathUnited Kingdom
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Tachkov K, Somolinos-Simón F, Tapia-Galisteo J, Hernando ME, García-Sáez G, Dimitrova M, Kamusheva M, Mitkova Z, Petyko Z, Nemeth B, Kalo Z, Tesar T, Paveliu MS, Piniazhko O, Lipska I, Turcu-Stiolica A, Savova A, Manova M, Hren R, Došenović Bonča P, Knies S, Stanak M, Doležal T, Vitezic D, Petrova G. Transferability of new methods for health technology assessment in the field of diabetes between early and late adopters’ countries. BIOTECHNOL BIOTEC EQ 2024; 38. [DOI: 10.1080/13102818.2024.2371354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 06/19/2024] [Indexed: 11/29/2024] Open
Affiliation(s)
- Konstantin Tachkov
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
| | - Francisco Somolinos-Simón
- Centre for Biomedical Technology (CTB), ETSI de Telecomunicación, Universidad Politécnica de Madrid, Madrid, Spain
| | - Jose Tapia-Galisteo
- Centre for Biomedical Technology (CTB), ETSI de Telecomunicación, Universidad Politécnica de Madrid, Madrid, Spain
- CIBER-BBN, ISCIII, Madrid, Spain
| | - Maria Elena Hernando
- Centre for Biomedical Technology (CTB), ETSI de Telecomunicación, Universidad Politécnica de Madrid, Madrid, Spain
- CIBER-BBN, ISCIII, Madrid, Spain
| | - Gema García-Sáez
- Centre for Biomedical Technology (CTB), ETSI de Telecomunicación, Universidad Politécnica de Madrid, Madrid, Spain
- CIBER-BBN, ISCIII, Madrid, Spain
| | - Maria Dimitrova
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
| | - Maria Kamusheva
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
| | - Zornitsa Mitkova
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
| | - Zsuzsanna Petyko
- SYREON Research Institute, Budapest, Hungary
- Center for Health Technology Assessment, Semmelweis University, Budapest, Hungary
| | | | - Zoltan Kalo
- SYREON Research Institute, Budapest, Hungary
- Center for Health Technology Assessment, Semmelweis University, Budapest, Hungary
| | - Tomas Tesar
- Department of Organisation and Management in Pharmacy, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Marian-Sorin Paveliu
- Farmacologie Clinica/Farmacoeconomie, Titu Maiorescu University, Bucharest, Romania
| | - Oresta Piniazhko
- HTA Department of State Expert Centre of Ministry of Health, Ukraine
| | - Iga Lipska
- Health Policy Institute, Warsaw, Poland
- Medical Department, Academy for Medical and Social Applied Sciences, Elbląg, Poland
| | - Adina Turcu-Stiolica
- Faculty of Pharmacy, University of Medicine and Pharmacy of Craiova, Craiova, Romania
| | - Alexandra Savova
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
- National Council on Prices and Reimbursement of Medicinal Products, Sofia, Bulgaria
| | - Manoela Manova
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
- National Council on Prices and Reimbursement of Medicinal Products, Sofia, Bulgaria
| | - Rok Hren
- SYREON Research Institute, Budapest, Hungary
- Institute of Mathematics, Physics, and Mechanics, Ljubljana, Slovenia
- Faculty of Mathematics and Physics, Ljubljana, Slovenia
| | | | - Saskia Knies
- National Institute for Value and Technologies in Healthcare, Slovakia
| | - Michal Stanak
- National Institute for Value and Technologies in Healthcare, Bratislava, Slovakia
| | - Tomáš Doležal
- Institute of Health Economics and Technology Assessment, Praga, Czechia
| | - Dinko Vitezic
- University of Rijeka Medical School and University Hospital Centre, Rijeka, Rijeka, Croatia
| | - Guenka Petrova
- Department of Organization and Economics of Pharmacy, Faculty of Pharmacy, Medical University Sofia, Sofia, Bulgaria
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49
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Li Y, Geng S, Yuan H, Ge J, Li Q, Chen X, Zhu Y, Liu Y, Guo X, Wang X, Jiang H. Multimorbidity in elderly patients with or without T2DM: A real-world cross-sectional analysis based on primary care and hospitalisation data. J Glob Health 2024; 14:04263. [PMID: 39700381 DOI: 10.7189/jogh.14.04263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2024] Open
Abstract
Background Shanghai's high level of ageing has given rise to a considerable number of elderly patients with type 2 diabetes mellitus (T2DM) who are confronted with the challenge of managing multimorbidity. We aimed to determine the prevalence of multimorbidity in elderly T2DM patients in a representative Pudong New Area community and critically evaluate current guidelines' inclusiveness in addressing major comorbidities. Methods Through the Shanghai Health Cloud platform, we extracted medical records of residents in the Huamu community (Pudong New Area, Shanghai) to screen elderly patients with at least three outpatient visits or one hospitalisation per year between 2019 and 2022. According to International Classification of Disease, 10th edition codes and personal identification number, we identified the status of T2DM and 12 other common chronic diseases, matched T2DM patients and non-T2DM patients 1:1 by age and gender, and then calculated the prevalence of multimorbidity status and annual prevalence of each comorbidity. We analysed associations between T2DM and specific chronic diseases using logistic regression models. Results More than 90% of elderly T2DM patients had at least one additional chronic disease. Multimorbidity was more frequent in women and older patients. Hyperlipidemia, hypertension, and ischaemic heart disease were the most prevalent comorbidities. The diagnosis of T2DM was significantly associated with both cardiovascular-kidney-metabolic and neuropsychiatric diseases. In addition, a higher prevalence and risk of chronic obstructive pulmonary disease (COPD) were consistently detected in elderly patients with T2DM, regardless of age and gender. Conclusions Multimorbidity in elderly patients with T2DM needs broader acknowledgement. Current guidelines focus more on cardiovascular-kidney-metabolic and neuropsychiatric diseases with inadequate guidance on COPD management. Hence, the pleiotropic effects of glucose-lowering drugs on COPD should be further investigated to optimise the comprehensive management strategy for this population.
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Affiliation(s)
- Yang Li
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Shasha Geng
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Huixiao Yuan
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Jianli Ge
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Qingqing Li
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xin Chen
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Yingqian Zhu
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Yue Liu
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xiaotong Guo
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xiaoli Wang
- Pudong Institute for Health Development, Shanghai, China
| | - Hua Jiang
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
- Department of Geriatrics, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
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50
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Johnson K, Beradid S, Brophy JM, Platt RW, Renoux C. Impact of the COVID-19 pandemic on primary care for hypertension in the UK: a population-based cohort study. BMJ Open 2024; 14:e089834. [PMID: 39806680 PMCID: PMC11667485 DOI: 10.1136/bmjopen-2024-089834] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Accepted: 11/15/2024] [Indexed: 01/16/2025] Open
Abstract
OBJECTIVES To describe the impact of the COVID-19 pandemic on hypertension diagnosis and management in UK primary care. DESIGN Population-based cohort study. SETTING Over 2000 general practices across the UK contributing to the Clinical Practice Research Datalink. PARTICIPANTS A cohort of 23 076 390 patients over 18 years of age and registered with their general practice for at least 1 year between 2011 and 2022, who did not have a previous diagnosis of hypertension. From these patients, a subcohort of 712 461 patients diagnosed with hypertension between 2011 and 2022 was selected. PRIMARY AND SECONDARY OUTCOME MEASURES Coprimary outcomes included rates of hypertension diagnosis and rates of antihypertensive treatment initiation, treatment change and blood pressure measurement in patients newly diagnosed with hypertension. RESULTS In April 2020, the first month of lockdown, incident hypertension diagnosis rates fell by 65% (95% CI 64% to 67%) compared with historical trends and remained depressed until November 2021, leading to 51 000 fewer diagnoses than expected by March 2022. However, by March 2022, there were 2.6% fewer diagnoses than expected in Scotland, compared with 20%-30% fewer in other UK Nations. Rates of treatment initiation and change fell by 47% (95% CI 43% to 51%) and 36% (95% CI 33% to 38%), respectively, in April 2020. However, initiation rates rebounded above expectations and remained elevated until March 2022. Blood pressure measurements fell by 69% (95% CI 65% to 72%) in April 2020, recovering in February 2021. CONCLUSIONS Hypertension diagnosis and management in UK primary care were significantly disrupted during the COVID-19 pandemic. Future studies should investigate the potential clinical implications for the cardiovascular health of the UK population.
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Affiliation(s)
- Kyle Johnson
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Québec, Canada
- Lady Davis Institute for Medical Research Centre for Clinical Epidemiology, Montreal, Québec, Canada
| | - Sarah Beradid
- Lady Davis Institute for Medical Research Centre for Clinical Epidemiology, Montreal, Québec, Canada
| | - James M. Brophy
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Québec, Canada
- Department of Medicine, McGill University, Montreal, Québec, Canada
| | - Robert W. Platt
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Québec, Canada
- Lady Davis Institute for Medical Research Centre for Clinical Epidemiology, Montreal, Québec, Canada
- Department of Pediatrics, McGill University, Montreal, Québec, Canada
| | - Christel Renoux
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Québec, Canada
- Lady Davis Institute for Medical Research Centre for Clinical Epidemiology, Montreal, Québec, Canada
- Department of Medicine, McGill University, Montreal, Québec, Canada
- Department of Neurology and Neurosurgery, McGill University, Montreal, Québec, Canada
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