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1.
PLOS Digit Health ; 2(7): e0000310, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37490430

ABSTRACT

Incidence and prevalence are key epidemiological determinants characterizing the quantum of a disease. We compared incidence and prevalence estimates derived automatically from the first ever online, essentially real-time, healthcare analytics platform-Livingstone-against findings from comparable peer-reviewed studies in order to validate the descriptive epidemiology module. The source of routine NHS data for Livingstone was the Clinical Practice Research Datalink (CPRD). After applying a general search strategy looking for any disease or condition, 76 relevant studies were first retrieved, of which 10 met pre-specified inclusion and exclusion criteria. Findings reported in these studies were compared with estimates produced automatically by Livingstone. The published reports described elements of the epidemiology of 14 diseases or conditions. Lin's concordance correlation coefficient (CCC) was used to evaluate the concordance between findings from Livingstone and those detailed in the published studies. The concordance of incidence values in the final year reported by each study versus Livingstone was 0.96 (95% CI: 0.89-0.98), whilst for all annual incidence values the concordance was 0.93 (0.91-0.94). For prevalence, concordance for the final annual prevalence reported in each study versus Livingstone was 1.00 (0.99-1.00) and for all reported annual prevalence values, the concordance was 0.93 (0.90-0.95). The concordance between Livingstone and the latest published findings was near perfect for prevalence and substantial for incidence. For the first time, it is now possible to automatically generate reliable descriptive epidemiology from routine health records, and in near-real time. Livingstone provides the first mechanism to rapidly generate standardised, descriptive epidemiology for all clinical events from real world data.

2.
Diabetes Obes Metab ; 24(11): 2222-2231, 2022 11.
Article in English | MEDLINE | ID: mdl-35791627

ABSTRACT

AIMS: Exposure to corticosteroids is known to increase the risk of developing type 2 diabetes. We estimated the risk of incident type 2 diabetes in selected patient groups exposed to systemic corticosteroids. MATERIALS AND METHODS: In a retrospective, observational cohort study, using real-world data from UK primary care, patients were selected who had at least one episode of exposure to oral or intravenous corticosteroids for any indication. Corticosteroid-exposed patients were matched with non-exposed patients. Relative dosage was estimated as a weight-based, prednisolone-equivalent dose. Crude rates of progression to type 2 diabetes were determined for patient groups defined by relevant steroid-related and phenotypic characteristics present at corticosteroid exposure. RESULTS: Overall, rates of incidence of type 2 diabetes were 12.5 and 6.7 events per thousand person-years' (pkpy) exposure, respectively, in those who received at least one dose of corticosteroids versus those never exposed. This represented a rate ratio of 1.85 (95% CI 1.74-1.97). The incidence of type 2 diabetes was found to be associated with several of the selected characteristics, both individually and multi-dimensionally. The highest rate of incident type 2 diabetes was observed in very severely obese men aged 46-55 years having had the longest corticosteroid exposure and highest corticosteroid dose (190 incident events pkpy exposure). CONCLUSIONS: Corticosteroid exposure increased the risk of incident type 2 diabetes, and there was evidence of both a dose-response and a duration response. The impact of corticosteroid exposure upon the rate of incident type 2 diabetes appeared, however, to involve a complex, multi-dimensional interaction between the selected characteristics, some of which might be impacted by reverse causality.


Subject(s)
Diabetes Mellitus, Type 2 , Adrenal Cortex Hormones/adverse effects , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/epidemiology , Glucocorticoids/adverse effects , Humans , Male , Prednisolone/adverse effects , Retrospective Studies
3.
Curr Med Res Opin ; 37(12): 2175-2184, 2021 12.
Article in English | MEDLINE | ID: mdl-34543142

ABSTRACT

OBJECTIVE: Coughing is a common symptom and responsible for a large number of healthcare visits. This study aimed to characterize healthcare resource use and associated financial costs in people with acute or chronic cough. METHODS: A retrospective cohort study using routine data from the UK National Health Service. Adults (≥18 years) were selected if they had a cough record between 1 March 2014 and 28 February 2015 and were classified by duration. RESULTS: A cohort of 150,231 patients was identified, of whom 12,513 (8.3%) had chronic cough, 38,599 (25.7%) had an acute cough with more than one cough event, and 99,119 (66.0%) had acute cough with one event in the study year. Resource use and combined costs of all healthcare contacts differed between cough groups. The healthcare cost per person-year in patients with a single record of acute cough was £739; for those with chronic cough, the cost was £3,663. CONCLUSIONS: Patients with cough represented a substantial financial burden to the NHS. It was difficult to discern the specific portion of treatment associated with cough itself. However, people with chronic cough were associated with substantially increased healthcare use and costs than were those with acute cough.


Subject(s)
Cough , State Medicine , Adult , Chronic Disease , Cough/epidemiology , Financial Stress , Humans , Retrospective Studies
4.
Clin Ther ; 43(6): 968-989, 2021 06.
Article in English | MEDLINE | ID: mdl-33931241

ABSTRACT

PURPOSE: Opioid use is associated with gastrointestinal adverse events, including nausea and constipation. We used a real-world dataset to characterize the health care burden associated with opioid-induced constipation (OIC) with particular emphasis on strong opioids. METHODS: This retrospective cohort study was conducted using the Clinical Practice Research Datalink, a large UK primary care dataset linked to hospital data. Patients prescribed opioids during 2016 were selected and episodes of opioid therapy constructed. Episodes with ≥84 days of exposure were classified as chronic, with date of first prescription as the index date. The main analysis focused on patients prescribed strong opioids who were laxative naive. Constipation was defined by ≥2 laxative prescriptions during the opioid episode. Patients for whom initial laxative therapy escalated by switch, augmentation, or dose were defined as OIC unstable, and the first 3 lines of OIC escalation were classified. Health care costs accrued in the first 12 months of the opioid episode were aggregated and compared. FINDINGS: A total of 27,629 opioid episodes were identified; 5916 (21.4%) involved a strong opioid for patients who were previously laxative naive. Of these patients, 2886 (48.8%) were defined as the OIC population; 941 (33.26%) were classified as stable. Of the 1945 (67.4%) episodes classified as unstable, 849 (43.7%), 360 (18.5%), and 736 (37.8%) had 1, 2, and ≥3 changes of laxative prescription, respectively. Patients without OIC had lower costs per patient year (£3822 [US$5160/€4242]) compared with OIC (£4786 [US$6461/€5312]). Costs increased as patients had multiple changes in therapy: £4696 (US$6340/€5213), £4749 (US$6411/€5271), and £4981 (US$6724/€5529) for 1, 2, and ≥3 changes, respectively. The adjusted cost ratio relative to non-OIC was 1.14 (95% CI, 1.09-1.32) for those classified as stable and 1.19 (95% CI, 1.09-1.32) for those with ≥3 laxative changes. Similar patterns were observed for patients taking anyopioid, with costs increased for those classified as having OIC (£3727 [US$5031/€4137] vs £2379 [US$3212 /€2641),and for those patients classified as unstable versus stable (£3931 [US$5307/€4363] vs £3432 [US$4633/€3810). Costs increased with each additional line of therapy from £3701 (US$4996/€4108), £3916 (US$5287/€4347), and £4318 (US$5829/€4793). IMPLICATIONS: OIC was a common adverse event of opioid treatment and was poorly controlled for a large number of patients. Poor control was associated with increased health care costs. The impact of OIC should be considered when prescribing opioids. These results should be interpreted with consideration of the caveats associated with the analysis of routine data.


Subject(s)
Analgesics, Opioid , Constipation , Analgesics, Opioid/adverse effects , Constipation/chemically induced , Constipation/drug therapy , Constipation/epidemiology , Health Care Costs , Humans , Laxatives , Retrospective Studies
5.
Clin Endocrinol (Oxf) ; 95(1): 143-152, 2021 07.
Article in English | MEDLINE | ID: mdl-33749903

ABSTRACT

CONTEXT: A lack of consensus remains about the relative importance of insulin-like growth factor-1 (IGF-1) and growth hormone (GH) in predicting adverse outcomes in patients with acromegaly. OBJECTIVE: To describe the differing association between IGF-1 and GH and major disease outcomes in acromegaly. DESIGN: Retrospective cohort study. PATIENTS: United Kingdom National Health Service patients with acromegaly who had an IGF-1 and/or a GH measurement recorded following diagnosis, prior to December 2019. MEASUREMENTS: A composite endpoint including all-cause mortality (ACM), type 2 diabetes (DM), major adverse cardiovascular events (MACE) or cancer was the primary outcome. These outcomes were also analysed individually. Follow-up period was capped at 5 years. RESULTS: A maximum of 417 cases and 332 cases were eligible for the IGF-1 and GH analyses, respectively, comprising 1041.5 and 938.9 years of follow-up. There was a direct association between increased IGF-1 concentration and adjusted event risk for the composite endpoint (hazard ratio [HR] = 1.2; 95% confidence interval [CI] = 1.02-1.5); in GH, the HR was 1.1 (1.0-1.2). For the individual endpoints in relation to IGF-1 level, the HRs were ACM (1.2; 0.93-1.5), MACE (1.2; 0.64-2.1), DM (1.53; 1.09-2.2) and cancer (1.3; 0.95-1.7). For GH, the HRs were ACM (1.1; 0.97-1.2), MACE (0.99; 0.73-1.3), DM (1.1; 0.99-1.2) and cancer (0.90; 0.66-1.2). CONCLUSIONS: In this contemporary data set with extended follow-up, IGF-1 and GH concentrations showed an association with major adverse outcomes from acromegaly.


Subject(s)
Acromegaly , Diabetes Mellitus, Type 2 , Human Growth Hormone , Growth Hormone , Humans , Insulin-Like Growth Factor I , Retrospective Studies , State Medicine
6.
Epilepsy Behav ; 110: 107137, 2020 09.
Article in English | MEDLINE | ID: mdl-32474360

ABSTRACT

PURPOSE: We compared health service utilization and costs for patients with epilepsy before and after initiation of perampanel and compared with matched controls. METHOD: Patients were selected from the Clinical Practice Research Datalink (CPRD). Patients initiating perampanel were matched to controls initiating an alternate add-on therapy for the same underlying epilepsy subtype. First prescription defined index date. Primary and secondary care contacts and associated costs were aggregated in the 12 months before and after index date. Secondary care contacts were available for a subset (~60%) of patients. RESULTS: Three hundred and forty-three patients treated with perampanel were identified. One hundred and eighty-three (53.4%) were male, mean age was 39.1 (sd: 16.0). Mean epilepsy duration was 21.1 (standard deviation (sd): 13.3) years. Two hundred and eighty-seven (83.7%) were matched to controls. Inpatient admissions with a primary diagnosis of epilepsy (0.5 versus 0.2 per patient-year (ppy), p = 0.002) and neurology specific outpatient appointments (3.2 versus 2.9 ppy, p = 0.041) were significantly reduced following initiation with perampanel. Total costs attributable to epilepsy (£1889 to 1477 ppy) and overall secondary costs (£2593 to £2102) were also significantly reduced. There was no significant difference in primary care, outpatient, or general inpatient admissions. Compared with controls, there was a significant reduction in primary epilepsy admissions (incidence rate ratio (IRR): 0.423; 95% Confidence intervals (CI): 0.198-0.835) but a significant increase in outpatient appointments (1.306; 95% CI: 1.154-1.478) and accident and emergency contacts (1.603; 95% CI: 1.081-2.390) for patients treated with perampanel. CONCLUSION: Treatment with perampanel is associated with reduced epilepsy-related inpatient admissions and accident and emergency contacts.


Subject(s)
Anticonvulsants/therapeutic use , Epilepsy/drug therapy , Health Care Costs/trends , Patient Acceptance of Health Care , Pyridones/therapeutic use , Adult , Anticonvulsants/economics , Epilepsy/economics , Female , Health Services/economics , Health Services/trends , Hospitalization/economics , Humans , Male , Middle Aged , Nitriles , Pyridones/economics , Retrospective Studies
7.
Curr Med Res Opin ; 36(1): 139-150, 2020 01.
Article in English | MEDLINE | ID: mdl-31558053

ABSTRACT

Objective: To investigate patterns of presentation of cough in primary care and develop an algorithm to identify probable and possible chronic cough (CC).Methods: This retrospective observational study used routine English primary care data and linked hospital data. Patients with ≥1 cough event in the study period (March 2014-February 2015) were selected. Index date was that of the earliest cough event in this period. Adults (aged ≥18 years) were classified as having probable CC if they had an explicit CC diagnosis; as having possible CC if they had ≥3 cough events recorded over 8-26 weeks; or, otherwise, as having acute cough. Underlying conditions associated with CC were identified.Results: 198,151 people were identified. 56.5% were female; median age was 47.0 years. The prevalence of cough in the study year was 17.6%. Of the 150,213 identified adults, 1600 (1.1%), 10,913 (7.3%) and 137,718 (91.7%) were classified as having probable CC, possible CC or acute cough, respectively. Compared with probable CC and acute cough, a higher percentage of possible CC cases had a record on or prior to index date indicative of chronic obstructive pulmonary disease (30.6% versus 10.1% and 9.7%), gastro-esophageal reflux disease (32.6% versus 24.9% and 21.1%) or asthma (45.9% versus 27.6% and 27.9%). Prevalences of probable and possible CC were 0.18% and 1.2%, respectively.Conclusions: The prevalence of CC was lower than reported in previous studies. People with possible CC had higher rates of underlying conditions associated with CC. These observations may suggest poor recognition and/or under-recording of CC in primary care.


Subject(s)
Asthma/complications , Cough/epidemiology , Gastroesophageal Reflux/complications , Adult , Aged , Chronic Disease , Female , Humans , Male , Middle Aged , Prevalence , Primary Health Care , Probability , Retrospective Studies , Young Adult
8.
PLoS One ; 14(8): e0221044, 2019.
Article in English | MEDLINE | ID: mdl-31461449

ABSTRACT

Diabetes plays an important role in the complex relationship between chronic kidney disease (CKD) and cardiovascular disease. This retrospective observational study compared the influence of estimated glomerular filtration rate (eGFR) and proteinuria on the risk of major adverse cardiovascular event (MACE; myocardial infarction or stroke) in CKD patients with and without diabetes. Data were from a linked database of UK electronic health records. Individuals with CKD and no prior MACE were classified as type 1 diabetes (T1DM; n = 164), type 2 diabetes (T2DM; n = 9,711), and non-diabetes (non-DM; n = 75,789). Monthly updated time-dependent Cox proportional hazard models were constructed to calculate adjusted hazard ratios (aHRs) for progression to MACE from first record of abnormal eGFR or proteinuria (index date). In non-DM, aHRs (95% CIs) by baseline eGFR category (referent G2) were G1: 0.70 (0.55-0.90), G3a: 1.28 (1.20-1.35), G3b: 1.64 (1.52-1.76), G4: 2.19 (1.98-2.43), and G5: 3.12 (2.44-3.99), and by proteinuria category (referent A1) were A2: 1.13 (1.00-1.28), A2/3 (severity indeterminable): 1.58 (1.28-1.95), and A3: 1.64 (1.38-1.95). In T2DM, aHRs were G1: 0.98 (0.72-1.32), G3a: 1.18 (1.03-1.34), G3b: 1.31 (1.12-1.54), G4: 1.87 (1.53-2.29), G5: 2.87 (1.82-4.52), A2: 1.22 (1.04-1.42), A2/3: 1.45 (1.17-1.79), and A3: 1.82 (1.53-2.16). Low numbers in T1DM precluded analysis. Modelling T2DM and non-DM together, aHRs were, respectively, G1: 3.23 (2.38-4.40) and 0.70 (0.55-0.89); G2: 3.18 (2.73-3.70) and 1.00 (referent); G3a: 3.65 (3.13-4.25) and 1.28 (1.21-1.36); G3b: 4.01 (3.40-4.74) and 1.65 (1.54-1.77); G4: 5.78 (4.70-7.10) and 2.21 (2.00-2.45); G5: 9.00 (5.71-14.18) and 3.14 (2.46-4.00). In conclusion, reduced eGFR and proteinuria were independently associated with increased risk of MACE regardless of diabetes status. However, the risk of MACE in the same eGFR state was 4.6-2.4 times higher in T2DM than in non-DM.


Subject(s)
Cardiovascular Abnormalities/epidemiology , Diabetes Mellitus, Type 1/epidemiology , Diabetes Mellitus, Type 2/complications , Renal Insufficiency, Chronic/epidemiology , Aged , Cardiovascular Abnormalities/complications , Cardiovascular Abnormalities/physiopathology , Cardiovascular System/physiopathology , Diabetes Mellitus, Type 1/complications , Diabetes Mellitus, Type 1/physiopathology , Diabetes Mellitus, Type 2/epidemiology , Diabetes Mellitus, Type 2/physiopathology , Disease Progression , Female , Glomerular Filtration Rate/physiology , Humans , Kidney/physiopathology , Male , Middle Aged , Proportional Hazards Models , Renal Insufficiency, Chronic/complications , Renal Insufficiency, Chronic/physiopathology , Risk Factors , Severity of Illness Index
9.
Br J Gen Pract ; 69(686): e638-e646, 2019 Sep.
Article in English | MEDLINE | ID: mdl-31405831

ABSTRACT

BACKGROUND: Childhood antibiotic exposure has important clinically relevant implications. These include disruption to the microbiome, antibiotic resistance, and clinical workload manifesting as treatment 'failure'. AIM: To examine the relationship between the number of antibiotic courses prescribed to preschool children for acute respiratory tract infections (RTI), in the preceding year, and subsequent RTIs that failed to respond to antibiotic treatment ('response failures'). DESIGN AND SETTING: A cohort study using UK primary care data from the Clinical Practice Research Datalink, 2009 to 2016. METHOD: Children aged 12 to 60 months (1 to 5 years) who were prescribed an antibiotic for an acute RTI (upper and lower RTI or otitis media) were included. One random index antibiotic course for RTI per child was selected. Exposure was the number of antibiotic prescriptions for acute RTI up to 12 months before the index antibiotic prescription. The outcome was 'response failure' up to 14 days after index antibiotic prescription, defined as: subsequent antibiotic prescription; referral; hospital admission; death; or emergency department attendance within 3 days. The authors used logistic regression models to estimate the odds between antibiotic exposure and response failure. RESULTS: Out of 114 329 children who were prescribed an antibiotic course for acute RTI, children who received ≥2 antibiotic courses for acute RTIs in the preceding year had greater odds of response failure; one antibiotic course: adjusted odds ratio (OR) 1.03 (95% confidence interval [CI] = 0.88 to 1.21), P = 0.67, n = 230 children; ≥2 antibiotic courses: adjusted OR 1.32 (CI = 1.04 to 1.66), P = 0.02, n = 97. CONCLUSION: Childhood antibiotic exposure for acute RTI may be a good predictor for subsequent response failure (but not necessarily because of antibiotic treatment failure). Further research is needed to improve understanding of the mechanisms underlying response failure.


Subject(s)
Anti-Bacterial Agents/therapeutic use , Respiratory Tract Infections/drug therapy , Acute Disease , Child, Preschool , Cohort Studies , Drug Resistance, Bacterial , Female , Hospitalization , Humans , Infant , Male , Odds Ratio , Referral and Consultation , Retreatment , Risk Factors , Treatment Failure
10.
Adv Ther ; 36(6): 1412-1425, 2019 06.
Article in English | MEDLINE | ID: mdl-30963513

ABSTRACT

INTRODUCTION: This study compared adverse outcomes and resource use for patients with a diagnosis of pain treated with tapentadol prolonged-release (PR) versus those treated with morphine controlled-release (CR) and oxycodone CR. METHODS: Data were sourced from the Clinical Practice Research Datalink (CPRD), a database derived from UK primary care. Patients prescribed tapentadol PR between May 2011 and December 2016 were selected and matched to two groups of controls treated with either morphine CR or oxycodone CR on gender, age, pain duration, pain site, pain aetiology, Charlson index and prior analgesia. Times to first adverse event (constipation or nausea/vomiting) were compared within a Cox proportional hazards model. Rates of primary care contacts, accident and emergency contacts and, for a subset of patients linked to Hospital Episode Statistics (HES), inpatient admissions and outpatient contacts were compared using incidence rate ratios (IRRs) derived from Poisson regression. RESULTS: A total of 1907 patients prescribed tapentadol PR were identified and 1791 (93.9%) had a pain diagnosis. Of these 1246 (65.3%) were matched to morphine controls and 829 (43.4%) to oxycodone controls. Compared to controls, gastrointestinal adverse events with tapentadol PR treatment were reduced; aHR = 0.532 (0.402-0.703; p < 0.001) versus morphine CR and 0.517 (0.363-0.735; p < 0.001) versus oxycodone CR. Compared with morphine CR, primary care contacts [IRR = 0.831 (0.802-0.861)], accident and emergency attendance [0.739 (0.572-0.951)], outpatient contacts [0.917 (0.851-0.989)] and inpatients contacts [0.789 (0.664-0.938)] were reduced. For oxycodone, the respective figures were 0.735 (0.703-0.768), 0.971 (0.699-1.352), 0.877 (0.799-0.962) and 0.748 (0.601-0.932). CONCLUSION: Tapentadol PR was associated with significantly fewer adverse gastrointestinal events than morphine CR and oxycodone CR in patients with a diagnosis of pain. There was also significantly reduced primary and secondary care resource use. As with all observational studies, potential bias due to residual confounding and confounding by indication should be considered. FUNDING: Grünenthal Ltd.


Subject(s)
Analgesics, Opioid/therapeutic use , Chronic Pain/drug therapy , Delayed-Action Preparations/therapeutic use , Morphine/therapeutic use , Oxycodone/therapeutic use , Pain Management/methods , Tapentadol/therapeutic use , Adult , Aged , Analgesics, Opioid/administration & dosage , Female , Humans , Male , Middle Aged , Morphine/administration & dosage , Oxycodone/administration & dosage , Tapentadol/administration & dosage , United Kingdom
11.
Diabetes Obes Metab ; 20(9): 2140-2147, 2018 09.
Article in English | MEDLINE | ID: mdl-29732718

ABSTRACT

AIMS: Randomized controlled trials have reported an association between pioglitazone and reduced incidence of stroke in type 2 diabetic (T2DM) and insulin-resistant populations. We investigated this association within a real-world database. MATERIALS AND METHODS: T2DM patients who initiated pioglitazone between 2000 and 2012 were extracted from the Clinical Practice Research Datalink (CPRD), a UK routine data source. Two non-exposed control cohorts were matched according to age, gender, HbA1c, diabetes duration, stroke history, co-morbidities and prior T2DM regimen. Control cohort-1 comprised patients initiating a new T2DM therapy as their respective case initiated pioglitazone. Control cohort-2 maintained the same T2DM regimen as their respective case prior to the case initiating pioglitazone. Primary outcome was incident stroke; other outcomes included mortality, length of hospital stay and stroke recurrence. RESULTS: A total of 4234 patients initiating pioglitazone were matched to controls in cohort-1 and 3604 in cohort-2. For the primary outcome there were significantly reduced hazard ratios (HRs) for cases: controls. For cohort 1, the HR was 0.666 (95% CI, 0.466-0.952) during the therapy period and was 0.750 (0.612-0.919) over the entire observation period; for cohort 2, respective HRs were 0.516 (0.336-0.794) and 0.773 (0.611-0.978). There was no significant difference in 30-day mortality rate or rate of recurrent stroke. For stroke events that required hospitalization, there was a significant difference in length of stay for patients discharged to usual residence (median, 3.0 days vs 7.0 days; P = .008) for control cohort-2 while undergoing treatment. CONCLUSIONS: In support of evidence from 2 large randomized trials, these observational data show that pioglitazone has a potent effect in reducing stroke events in patients with type 2 diabetes.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/therapeutic use , Pioglitazone/therapeutic use , Stroke/prevention & control , Cohort Studies , Databases, Factual , Diabetes Mellitus, Type 2/complications , Female , Hospitalization/statistics & numerical data , Humans , Incidence , Male , Middle Aged , Proportional Hazards Models , Stroke/epidemiology , Stroke/etiology , Treatment Outcome , United Kingdom/epidemiology
12.
Diabetes Ther ; 9(1): 269-283, 2018 Feb.
Article in English | MEDLINE | ID: mdl-29318537

ABSTRACT

INTRODUCTION: The aim of the study was to compare glycemic and weight change outcomes for type 2 diabetes patients treated with either exenatide once-weekly (EQW) or exenatide twice-daily (EBID) with those patients treated with basal insulin (BI). METHODS: Retrospective data (2010-2014) were extracted from the Clinical Practice Research Datalink, a UK primary care database. Patients previously naïve to injectable therapy initiating EQW, EBID, or BI were extracted and matched by propensity score within two analyses (EQW vs BI and EBID vs BI). Absolute and relative change in HbA1c and weight from baseline and the proportion of patients achieving HbA1c ≤ 7.0% (53 mmol/mol) combined with weight reduction targets of (1) any weight loss or (2) ≥ 5.0% from baseline were compared at 6 and 12-24 months. RESULTS: A total of 485 patients initiated EQW, 3573 EBID, and 13,503 BI. In the propensity matched EQW versus BI analysis, mean HbA1c decreased with changes of - 1.33% (- 14.5 mmol/mol) and - 1.24% (- 13.5 mmol/mol) at 6 months and - 1.19% (- 13.0 mmol/mol) and - 1.17% (- 12.8 mmol/mol) at 12-24 months, respectively. Respective weight change was - 3.7 kg versus + 1.2 kg (p < 0.001) and - 3.2 kg versus + 2.5 kg (p < 0.001). Significantly more EQW patients achieved the combined HbA1c ≤ 7.0% (53 mmol/mol) and weight loss target (22.4% versus 9.9% at 6 months and 18.2% versus 8.0% at 12-24 months, respectively) and HbA1c ≤ 7.0% (53 mmol/mol) and minimum 5% weight loss (11.8% versus 3.7% at 6 months, and 8.0% versus 0.0% at 12-24 months). For EBID versus BI, similar results were found. CONCLUSION: In this real-world data analysis, exenatide QW and exenatide BID were associated with similar glycemic control and greater weight reduction compared with basal insulin.

13.
Eur J Endocrinol ; 178(4): 309-320, 2018 Apr.
Article in English | MEDLINE | ID: mdl-29371334

ABSTRACT

OBJECTIVES: To evaluate the risks of depression and all-cause mortality, healthcare utilisation costs and treatment adherence in congenital adrenal hyperplasia (CAH) in the United Kingdom. DESIGN AND METHODS: A retrospective, matched-cohort study using UK primary-care data from the Clinical Practice Research Datalink linked to hospital and death certification data. Patients diagnosed with CAH and having ≥1 corticosteroid prescription were matched 1:10 to reference subjects. Risk of death and lifetime prevalence of depression were compared using Cox regression models. Direct financial costs were estimated for healthcare contacts. Treatment adherence was measured by medical possession ratio (MPR). RESULTS: 605 patients with CAH were identified; 562 were matched. 270 CAH patients (2700 controls) were linkable to death-certificate data, with adjusted hazard ratio for all-cause mortality 5.17 (95% CI 2.81-9.50). Mean (s.d.) age at death in CAH patients was 54.8 (23.9) vs 72.8 (18.0) years in control patients. The prevalence ratio of depression in CAH vs control patients was 1.28 (95% CI 1.13-1.45). Mean (s.d.) annual healthcare costs were higher in CAH than controls: at age 0-6 years, £7038 (£14 846) vs £2879 (£13 972, P < 0.001); 7-17 years, £3766 (£7494) vs £1232 (£2451, P < 0.001); 18-40 years, £1539 (£872) vs £1344 (£1620, P = 0.007) and ≥41 years, £4204 (£4863) vs £1651 (£2303, P < 0.001). Treatment adherence was lowest in adults, with 141 (36%) of 396 eligible patients having an MPR <80%. CONCLUSIONS: This first analysis of CAH in routine UK healthcare suggests that patients with CAH have increased mortality, depression and healthcare utilisation and low treatment adherence.


Subject(s)
Adrenal Hyperplasia, Congenital/complications , Depression/etiology , Health Care Costs/statistics & numerical data , Patient Compliance/statistics & numerical data , Adolescent , Adrenal Cortex Hormones/therapeutic use , Adrenal Hyperplasia, Congenital/economics , Adrenal Hyperplasia, Congenital/mortality , Adult , Age Factors , Aged , Child , Child, Preschool , Depression/epidemiology , Depression/psychology , Female , Humans , Infant , Male , Middle Aged , Prevalence , Primary Health Care/economics , Primary Health Care/statistics & numerical data , Retrospective Studies , Risk Assessment , United Kingdom/epidemiology , Young Adult
14.
Diabetes Obes Metab ; 20(4): 821-830, 2018 04.
Article in English | MEDLINE | ID: mdl-29119713

ABSTRACT

AIMS: To characterize survival in relation to achieved glycated haemoglobin (HbA1c) level within alternative glucose-lowering regimens with differing risks of hypoglycaemia. METHODS: Data were extracted from the UK Clinical Practice Research Datalink and the corresponding Hospital Episode Statistics. Patients with type 2 diabetes prescribed glucose-lowering therapy in monotherapy or dual therapy with metformin between 2004 and 2013 were identified. Risk of all-cause mortality within treatment cohorts was evaluated using the Cox proportional hazards model, introducing mean HbA1c as a quarterly updated, time-dependent covariable. RESULTS: There were 6646 deaths in a total follow-up period of 374 591 years. Survival for lower (<7%) vs moderate HbA1c levels (≥7%, <8.5%) differed by cohort: metformin, adjusted hazard ratio (aHR) 1.03 (95% confidence interval [CI] 0.95-1.12); sulphonylurea, aHR 1.11 (95% CI 0.99-1.25); insulin, aHR 1.47 (95% CI 1.25-1.72); combined regimens with low hypoglycaemia risk, aHR 1.02 (95% CI 0.94-1.10); and combined regimens with higher hypoglycaemia risk excluding insulin, aHR 1.24 (95% CI 1.13-1.35) and including insulin, aHR 1.28 (95% CI 1.18-1.37). Higher HbA1c levels were associated with increased mortality in regimens with low hypoglycaemia risk. Post hoc analysis by HbA1c deciles revealed an elevated risk of all-cause mortality for the lowest deciles across all cohorts, but particularly in those regimens associated with hypoglycaemia. High HbA1c was associated with no difference, or a small increase in mortality risk in regimens with increased risk of hypoglycaemia. CONCLUSIONS: The pattern of mortality risk across the range of HbA1c differed by glucose-lowering regimen. Lower HbA1c was associated with increased mortality risk compared with moderate control, especially in those regimens associated with hypoglycaemia. High levels of HbA1c were associated with the expected elevated mortality risk in regimens with low hypoglycaemia risk.


Subject(s)
Blood Glucose/metabolism , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/mortality , Hypoglycemic Agents/classification , Hypoglycemic Agents/therapeutic use , Aged , Aged, 80 and over , Blood Glucose/drug effects , Cardiovascular Diseases/etiology , Cardiovascular Diseases/mortality , Diabetes Mellitus, Type 2/complications , Diabetic Angiopathies/drug therapy , Diabetic Angiopathies/mortality , Female , Humans , Male , Middle Aged , Retrospective Studies , Risk Factors , Survival Analysis , United Kingdom/epidemiology
15.
Endocrinol Diabetes Metab ; 1(4): e00029, 2018 Oct.
Article in English | MEDLINE | ID: mdl-30815560

ABSTRACT

BACKGROUND: Immunosuppressive agents are being investigated for the treatment of chronic kidney disease (CKD) but may increase risk of infection. This was a retrospective observational study intended to evaluate the risk of hospitalized infection in patients with CKD, by estimated glomerular filtration rate (eGFR) and proteinuria status, aiming to identify the most appropriate disease stage for immunosuppressive intervention. METHODS: Routine UK primary-care and linked secondary-care data were extracted from the Clinical Practice Research Datalink. Patients with a record of CKD were identified and grouped into type 2, type 1 and nondiabetes cohorts. Time-dependent, Cox proportional hazard models were used to determine the likelihood of hospitalized infection. RESULTS: We identified 97 839 patients with a record of CKD, of these 11 719 (12%) had type 2 diabetes. In these latter patients, the adjusted hazard ratios (aHR) were 1.00 (95% CI: 0.80-1.25), 1.00, 1.03 (95% CI: 0.92-1.15), 1.36 (95% CI: 0.20-1.54), 1.82 (95% CI: 1.54-2.15) and 2.41 (95% CI: 1.60-3.63) at eGFR stages G1, G2 (reference), G3a, G3b, G4 and G5, respectively; and 1.00, 1.45 (95% CI: 1.29-1.63) and 1.91 (95% CI: 1.67-2.20) at proteinuria stages A1 (reference), A2 and A3, respectively. All aHRs (except G1 and G3a) were significant, with similar patterns observed within the non-DM and overall cohorts. CONCLUSIONS: eGFR and degree of albuminuria were independent markers of hospitalized infection in both patients with and without diabetes. The same patterns of hazard ratios of eGFR and proteinuria were seen in CKD patients regardless of diabetes status, with the risk of each outcome increasing with a decreasing eGFR and increasing proteinuria. Infection risk increased significantly from eGFR stage G3b and proteinuria stage A2 in type 2 diabetes. Treating type 2 DM patients with CKD at eGFR stages G1-G3a with immunosuppressive therapy may therefore provide a favourable risk-benefit ratio (G1-G3a in type 2 diabetes; G1-G2 in nondiabetes and overall cohorts) although the degree of proteinuria needs to be considered.

16.
Diabetes Obes Metab ; 19(8): 1097-1105, 2017 08.
Article in English | MEDLINE | ID: mdl-28218819

ABSTRACT

AIMS: Type 2 diabetes is a major health problem placing increasing demands on healthcare systems. Our objective was to estimate healthcare resource use and related financial costs following treatment with exenatide-based regimens prescribed as once-weekly (EQW) or twice-daily (EBID) formulations, compared with regimens based on basal insulin (BI). MATERIALS AND METHODS: This retrospective cohort study used data from the UK Clinical Practice Research Datalink (CPRD) linked to Hospital Episode Statistics (HES). Patients with type 2 diabetes who received exenatide or BI between 2009 and 2014 as their first recorded exposure to injectable therapy were selected. Costs were attributed to primary care contacts, diabetes-related prescriptions and inpatient admissions using standard UK healthcare costing methods (2014 prices). Frequency and costs were compared between cohorts before and after matching by propensity score using Poisson regression. RESULTS: Groups of 8723, 218 and 2180 patients receiving BI, EQW and EBID, respectively, were identified; 188 and 1486 patients receiving EQW and EBID, respectively, were matched 1:1 to patients receiving BI by propensity score. Among unmatched cohorts, total crude mean costs per patient-year were £2765 for EQW, £2549 for EBID and £4080 for BI. Compared with BI, the adjusted annual cost ratio (aACR) was 0.92 (95% CI, 0.91-0.92) for EQW and 0.82 (95% CI, 0.82-0.82) for EBID. Corresponding costs for the propensity-matched subgroups were £2646 vs £3283 (aACR, 0.80, 0.80-0.81) for EQW vs BI and £2532 vs £3070 (aACR, 0.84, 0.84-0.84) for EBID vs BI. CONCLUSION: Overall, exenatide once-weekly and twice-daily-based regimens were associated with reduced healthcare resource use and costs compared with basal-insulin-based regimens.


Subject(s)
Cost of Illness , Diabetes Mellitus, Type 2/drug therapy , Health Care Costs , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Patient Acceptance of Health Care , Peptides/therapeutic use , Venoms/therapeutic use , Cohort Studies , Combined Modality Therapy/economics , Costs and Cost Analysis , Diabetes Mellitus, Type 2/economics , Diabetes Mellitus, Type 2/therapy , Drug Administration Schedule , Drug Costs , Exenatide , Female , Follow-Up Studies , Humans , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/economics , Insulin/administration & dosage , Insulin/economics , Male , Middle Aged , Peptides/administration & dosage , Peptides/economics , Primary Health Care/economics , Retrospective Studies , Secondary Care/economics , State Medicine , United Kingdom , Venoms/administration & dosage , Venoms/economics
17.
BMJ Open ; 7(1): e013398, 2017 01 23.
Article in English | MEDLINE | ID: mdl-28115334

ABSTRACT

OBJECTIVE: To determine whether treatment with clarithromycin for respiratory tract infections was associated with an increased risk of cardiovascular (CV) events, arrhythmias or all-cause mortality compared with other antibiotics. DESIGN: Retrospective cohort design comparing clarithromycin monotherapy for lower (LRTI) or upper respiratory tract infection (URTI) with other antibiotic monotherapies for the same indication. SETTING: Routine primary care data from the UK Clinical Practice Research Datalink and inpatient data from the Hospital Episode Statistics (HES). PARTICIPANTS: Patients aged ≥35 years prescribed antibiotic monotherapy for LRTI or URTI 1998-2012 and eligible for data linkage to HES. MAIN OUTCOME MEASURES: The main outcome measures were: adjusted risk of first-ever CV event, within 37 days of initiation, in commonly prescribed antibiotics compared with clarithromycin. Secondarily, adjusted 37-day risks of first-ever arrhythmia and all-cause mortality. RESULTS: Of 700 689 treatments for LRTI and eligible for the CV analysis, there were 2071 CV events (unadjusted event rate: 29.6 per 10 000 treatments). Of 691 998 eligible treatments for URTI, there were 688 CV events (9.9 per 10 000 treatments). In LRTI and URTI, there were no significant differences in CV risk between clarithromycin and all other antibiotics combined: OR=1.00 (95% CI 0.82 to 1.22) and 0.82 (0.54 to 1.25), respectively. Adjusted CV risk in LRTI versus clarithromycin ranged from OR=1.42 (cefalexin; 95% CI 1.08 to 1.86) to 0.92 (doxycycline; 0.64 to 1.32); in URTI, from 1.17 (co-amoxiclav; 0.68 to 2.01) to 0.67 (erythromycin; 0.40 to 1.11). Adjusted mortality risk versus clarithromycin in LRTI ranged from 0.42 to 1.32; in URTI, from 0.75 to 1.43. For arrhythmia, adjusted risks in LRTI ranged from 0.68 to 1.05; in URTI, from 0.70 to 1.22. CONCLUSIONS: CV events were more likely after LRTI than after URTI. When analysed by specific indication, CV risk associated with clarithromycin was no different to other antibiotics.


Subject(s)
Anti-Bacterial Agents/adverse effects , Clarithromycin/adverse effects , Respiratory Tract Infections/drug therapy , Aged , Amoxicillin-Potassium Clavulanate Combination/adverse effects , Arrhythmias, Cardiac/chemically induced , Arrhythmias, Cardiac/mortality , Cardiovascular Diseases/chemically induced , Cardiovascular Diseases/mortality , Cause of Death , Doxycycline/adverse effects , Erythromycin/adverse effects , Female , Humans , Male , Middle Aged , Respiratory Tract Infections/mortality , Risk Factors , United Kingdom
18.
Antibiotics (Basel) ; 5(3)2016 Jul 04.
Article in English | MEDLINE | ID: mdl-27384588

ABSTRACT

We studied non-response rates to antibiotics in the under-reported subgroup of adolescents aged 12 to 17 years old, using standardised criteria representing antibiotic treatment failure. Routine, primary care data from the UK Clinical Practice Research Datalink (CPRD) were used. Annual, non-response rates by antibiotics and by indication were determined. We identified 824,651 monotherapies in 415,468 adolescents: 368,900 (45%) episodes for upper respiratory tract infections (URTIs), 89,558 (11%) for lower respiratory tract infections (LRTIs), 286,969 (35%) for skin/soft tissue infections (SSTIs) and 79,224 (10%) for acute otitis media (AOM). The most frequently prescribed antibiotics were amoxicillin (27%), penicillin-V (24%), erythromycin (11%), flucloxacillin (11%) and oxytetracycline (6%). In 1991, the overall non-response rate was 9.3%: 11.9% for LRTIs, 9.5% for URTIs, 7.1% for SSTIs, 9.7% for AOM. In 2012, the overall non-response rate was 9.2%. Highest non-response rates were for AOM in 1991-1999 and for LRTIs in 2000-2012. Physicians generally prescribed antibiotics to adolescents according to recommendations. Evidence of antibiotic non-response was less common among adolescents during this 22-year study period compared with an all-age population, where the overall non-response rate was 12%.

19.
PLoS One ; 11(5): e0153594, 2016.
Article in English | MEDLINE | ID: mdl-27152598

ABSTRACT

AIMS: To determine if concomitant metformin reduced the risk of death, major adverse cardiac events (MACE), and cancer in people with type 2 diabetes treated with insulin. METHODS: For this retrospective cohort study, people with type 2 diabetes who progressed to insulin with or without metformin from 2000 onwards were identified from the UK Clinical Practice Research Datalink (≈7% sample of the UK population). The risks of all-cause mortality, MACE and incident cancer were evaluated using multivariable Cox models comparing insulin monotherapy with insulin plus metformin. We accounted for insulin dose. RESULTS: 12,020 subjects treated with insulin were identified, including 6,484 treated with monotherapy. There were 1,486 deaths, 579 MACE (excluding those with a history of large vessel disease), and 680 cancer events (excluding those in patients with a history of cancer). Corresponding event rates were 41.5 (95% CI 39.4-43.6) deaths, 20.8 (19.2-22.5) MACE, and 21.6 (20.0-23.3) cancer events per 1,000 person-years. The adjusted hazard ratios (aHRs) for people prescribed insulin plus metformin versus insulin monotherapy were 0.60 (95% CI 0.52-0.68) for all-cause mortality, 0.75 (0.62-0.91) for MACE, and 0.96 (0.80-1.15) for cancer. For patients who were propensity-score matched, the corresponding aHRs for all-cause mortality and cancer were 0.62 (0.52-0.75) and 0.99 (0.78-1.26), respectively. For MACE, the aHR was 1.06 (0.75-1.49) prior to 1,275 days and 1.87 (1.22-2.86) after 1,275 days post-index. CONCLUSIONS: People with type 2 diabetes treated with insulin plus concomitant metformin had a reduced risk of death and MACE compared with people treated with insulin monotherapy. There was no statistically significant difference in the risk of cancer between people treated with insulin as monotherapy or in combination with metformin.


Subject(s)
Cause of Death , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Metformin/therapeutic use , Aged , Drug Therapy, Combination , Female , Humans , Hypoglycemic Agents/administration & dosage , Insulin/administration & dosage , Male , Metformin/administration & dosage , Middle Aged , Retrospective Studies , Risk Factors
20.
Curr Med Res Opin ; 32(6): 1023-32, 2016 06.
Article in English | MEDLINE | ID: mdl-26907677

ABSTRACT

Purpose To compare the estimated effectiveness of seven frequently prescribed antibiotic classes as initial and secondary treatments of upper respiratory tract infections (URTIs) and lower respiratory tract infections (LRTIs) 1991-2012. The main outcome measure was a surrogate for estimated antibiotic effectiveness. Methods Routine, primary care data from the UK Clinical Practice Research Datalink (CPRD) were used. Having established standardized criteria representing antibiotic treatment failure, estimated treatment effectiveness rates were calculated as one minus the treatment failure rate. For each year from 1991 to 2012, estimated effectiveness rates by treatment line, indication, and sub-indication were calculated. These were presented by antibiotic class, with a sub-analysis for the macrolide clarithromycin. Findings From approximately 58 million antibiotic prescriptions in CPRD, we analyzed 8,654,734 courses of antibiotic monotherapy: 4,825,422 courses (56%) were associated with URTI; 3,829,312 (44%) were associated with LRTI. Amino-penicillins (4,148,729 [56%]), penicillins (1,304,561 [18%]), and macrolides (944,622 [13%]) predominated as initial treatments; macrolides (375,903 [32%]), aminopenicillins (275,866 [23%]), and cephalosporins (159,954 [14%]) as secondary treatments. Macrolides and aminopenicillins had estimated effectiveness rates ≥80% across the study period as initial treatments of URTI and LRTI. In secondary use, only macrolides maintained these rates: 80.7% vs. 79.8% in LRTI, 85.1% vs. 84.5% in throat infections, 80.7% vs. 82.3% in nasal infections, 83.5% vs. 83.8% in unspecified URTI in 1991 and 2012, respectively. Implications After more than two decades, macrolides remained amongst the most effective antibiotic classes for both URTI and LRTI in initial and secondary antibiotic treatment when a further antibiotic course was prescribed. Limitations Antibiotic treatments were classified as intention to treat. It is unknown whether the prescription was redeemed or taken correctly. We do not know the etiology of these infections, therefore evidence of antibiotic non-response may relate to sub-optimal diagnosis and inappropriate treatment rather than antibiotic effectiveness for true bacterial infections.


Subject(s)
Anti-Bacterial Agents/therapeutic use , Primary Health Care , Respiratory Tract Infections/drug therapy , Adult , Aged , Aged, 80 and over , Female , Humans , Longitudinal Studies , Male , Middle Aged , Young Adult
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