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1.
BMC Health Serv Res ; 24(1): 359, 2024 Mar 20.
Article in English | MEDLINE | ID: mdl-38561766

ABSTRACT

BACKGROUND: The National Health Service in England pledged >£365 million to improve access to mental healthcare services via Community Perinatal Mental Health Teams (CPMHTs) and reduce the rate of perinatal relapse in women with severe mental illness. This study aimed to explore changes in service use patterns following the implementation of CPMHTs in pregnant women with a history of specialist mental healthcare in England, and conduct a cost-analysis on these changes. METHODS: This study used a longitudinal cohort design based on existing routine administrative data. The study population was all women residing in England with an onset of pregnancy on or after 1st April 2016 and who gave birth on or before 31st March 2018 with pre-existing mental illness (N = 70,323). Resource use and costs were compared before and after the implementation of CPMHTs. The economic perspective was limited to secondary mental health services, and the time horizon was the perinatal period (from the start of pregnancy to 1-year post-birth, ~ 21 months). RESULTS: The percentage of women using community mental healthcare services over the perinatal period was higher for areas with CPMHTs (30.96%, n=9,653) compared to areas without CPMHTs (24.72%, n=9,615). The overall percentage of women using acute care services (inpatient and crisis resolution teams) over the perinatal period was lower for areas with CPMHTs (4.94%, n=1,540 vs. 5.58%, n=2,171), comprising reduced crisis resolution team contacts (4.41%, n=1,375 vs. 5.23%, n=2,035) but increased psychiatric admissions (1.43%, n=445 vs. 1.13%, n=441). Total mental healthcare costs over the perinatal period were significantly higher for areas with CPMHTs (fully adjusted incremental cost £111, 95% CI £29 to £192, p-value 0.008). CONCLUSIONS: Following implementation of CPMHTs, the percentage of women using acute care decreased while the percentage of women using community care increased. However, the greater use of inpatient admissions alongside greater use of community care resulted in a significantly higher mean cost of secondary mental health service use for women in the CPMHT group compared with no CPMHT. Increased costs must be considered with caution as no data was available on relevant outcomes such as quality of life or satisfaction with services.


Subject(s)
Mental Health Services , Pregnant Women , Female , Humans , Pregnancy , Mental Health , Quality of Life , State Medicine , Cohort Studies , Parturition , Health Care Costs
2.
Pharmacoecon Open ; 8(2): 191-203, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38340276

ABSTRACT

BACKGROUND: Current generation large language models (LLMs) such as Generative Pre-Trained Transformer 4 (GPT-4) have achieved human-level performance on many tasks including the generation of computer code based on textual input. This study aimed to assess whether GPT-4 could be used to automatically programme two published health economic analyses. METHODS: The two analyses were partitioned survival models evaluating interventions in non-small cell lung cancer (NSCLC) and renal cell carcinoma (RCC). We developed prompts which instructed GPT-4 to programme the NSCLC and RCC models in R, and which provided descriptions of each model's methods, assumptions and parameter values. The results of the generated scripts were compared to the published values from the original, human-programmed models. The models were replicated 15 times to capture variability in GPT-4's output. RESULTS: GPT-4 fully replicated the NSCLC model with high accuracy: 100% (15/15) of the artificial intelligence (AI)-generated NSCLC models were error-free or contained a single minor error, and 93% (14/15) were completely error-free. GPT-4 closely replicated the RCC model, although human intervention was required to simplify an element of the model design (one of the model's fifteen input calculations) because it used too many sequential steps to be implemented in a single prompt. With this simplification, 87% (13/15) of the AI-generated RCC models were error-free or contained a single minor error, and 60% (9/15) were completely error-free. Error-free model scripts replicated the published incremental cost-effectiveness ratios to within 1%. CONCLUSION: This study provides a promising indication that GPT-4 can have practical applications in the automation of health economic model construction. Potential benefits include accelerated model development timelines and reduced costs of development. Further research is necessary to explore the generalisability of LLM-based automation across a larger sample of models.

3.
Pharmacoecon Open ; 8(2): 205-220, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38340277

ABSTRACT

BACKGROUND: The emergence of artificial intelligence, capable of human-level performance on some tasks, presents an opportunity to revolutionise development of systematic reviews and network meta-analyses (NMAs). In this pilot study, we aim to assess use of a large-language model (LLM, Generative Pre-trained Transformer 4 [GPT-4]) to automatically extract data from publications, write an R script to conduct an NMA and interpret the results. METHODS: We considered four case studies involving binary and time-to-event outcomes in two disease areas, for which an NMA had previously been conducted manually. For each case study, a Python script was developed that communicated with the LLM via application programming interface (API) calls. The LLM was prompted to extract relevant data from publications, to create an R script to be used to run the NMA and then to produce a small report describing the analysis. RESULTS: The LLM had a > 99% success rate of accurately extracting data across 20 runs for each case study and could generate R scripts that could be run end-to-end without human input. It also produced good quality reports describing the disease area, analysis conducted, results obtained and a correct interpretation of the results. CONCLUSIONS: This study provides a promising indication of the feasibility of using current generation LLMs to automate data extraction, code generation and NMA result interpretation, which could result in significant time savings and reduce human error. This is provided that routine technical checks are performed, as recommend for human-conducted analyses. Whilst not currently 100% consistent, LLMs are likely to improve with time.

4.
Lancet Psychiatry ; 11(3): 174-182, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38278162

ABSTRACT

BACKGROUND: Women with a pre-existing severe mental disorder have an increased risk of relapse after giving birth. We aimed to evaluate associations of the gradual regional implementation of community perinatal mental health teams in England from April, 2016, with access to mental health care and with mental health, obstetric, and neonatal outcomes. METHODS: For this cohort study, we used the national dataset of secondary mental health care provided by National Health Service England, including mental health-care episodes from April 1, 2006, to March 31, 2019, linked at patient level to the Hospital Episode Statistics, and birth notifications from the Personal Demographic Service. We included women (aged ≥18 years) with an onset of pregnancy from April 1, 2016, who had given birth to a singleton baby up to March 31, 2018, and who had a pre-existing mental disorder, defined as contacts with secondary mental health care in the 10 years immediately before pregnancy. The primary outcome was acute relapse, defined as psychiatric hospital admission or crisis resolution team contact in the postnatal period (first year after birth). Secondary outcomes included any secondary mental health care in the perinatal period (pregnancy and postnatal period) and obstetric and neonatal outcomes. Outcomes were compared according to whether a community perinatal mental health team was available before pregnancy, with odds ratios (ORs) adjusted for time trends and maternal characteristics (adjORs). FINDINGS: Of 807 798 maternity episodes in England, we identified 780 026 eligible women with a singleton birth, of whom 70 323 (9·0%) had a pre-existing mental disorder. A postnatal acute relapse was found in 1117 (3·6%) of 31 276 women where a community perinatal mental health team was available and in 1745 (4·5%) of 39 047 women where one was unavailable (adjOR 0·77, 95% CI 0·64-0·92; p=0·0038). Perinatal access to any secondary mental health care was found in 9888 (31·6%) of 31 276 women where a community perinatal mental health team was available and 10 033 (25·7%) of 39 047 women where one was not (adjOR 1·35, 95% CI 1·23-1·49; p<0·0001). Risk of stillbirth and neonatal death was higher where a community perinatal mental health team was available (165 [0·5%] of 30 980 women) than where it was not (151 [0·4%] of 38 693 women; adjOR 1·34, 95% CI 1·09-1·66; p=0·0063), as was the risk of a baby small for gestational age (2227 [7·2%] of 31 030 women vs 2542 [6·6%] of 38 762 women; adjOR 1·10, 1·02-1·20; p=0·016), whereas preterm birth risk was lower (3167 [10·1%] of 31 206 women vs 4341 [11·1%] of 38 961; adjOR 0·86, 0·74-0·99; p=0·032). INTERPRETATION: The regional availability of community perinatal mental health teams reduced the postnatal risk of acute relapse and increased the overall use of secondary mental health care. Community perinatal mental health teams should have close links with maternity services to avoid intensive psychiatric support overshadowing obstetric and neonatal risks. FUNDING: The National Institute for Health and Care Research.


Subject(s)
Pregnant Women , Premature Birth , Pregnancy , Female , Infant, Newborn , Humans , Adolescent , Adult , Cohort Studies , Mental Health , State Medicine , Parturition , England/epidemiology , Recurrence
5.
Lancet Psychiatry ; 10(10): 748-759, 2023 10.
Article in English | MEDLINE | ID: mdl-37591294

ABSTRACT

BACKGROUND: Pregnant women with pre-existing mental illnesses have increased risks of adverse obstetric and neonatal outcomes compared with pregnant women without pre-existing mental illnesses. We aimed to estimate these differences in risks according to the highest level of pre-pregnancy specialist mental health care, defined as psychiatric hospital admission, crisis resolution team (CRT) contact, or specialist community care only, and the timing of the most recent care episode in the 7 years before pregnancy. METHODS: Hospital and birth registration records of women with singleton births between April 1, 2014, and March 31, 2018 in England were linked to records of babies and records from specialist mental health services provided by the England National Health Service, a publicly funded health-care system. We compared the risks of adverse pregnancy outcomes, including fetal and neonatal death, preterm birth, and babies being born small for gestational age (SGA; birthweight <10th percentile), and composite indicators for neonatal adverse outcomes and maternal morbidity, between women with and without a history of contact with specialist mental health care. We calculated odds ratios adjusted for maternal characteristics (aORs), using logistic regression. FINDINGS: Of 2 081 043 included women (mean age 30·0 years; range 18-55 years; 77·7% White, 11·4% South Asian, 4·7% Black, and 6·2% mixed or other ethnic background), 151 770 (7·3%) had at least one pre-pregnancy specialist mental health-care contact. 7247 (0·3%) had been admitted to a psychiatric hospital, 29 770 (1·4%) had CRT contact, and 114 753 (5·5%) had community care only. With a pre-pregnancy mental health-care contact, risk of stillbirth or neonatal death within 7 days of birth was not significantly increased (0·45-0·49%; aOR 1·11, 95% CI 0·99-1·24): risk of preterm birth (<37 weeks) increased (6·5-9·8%; aOR 1·53, 1·35-1·73), as did risk of SGA (6·2- 7·5%; aOR 1·34, 1·30-1·37) and neonatal adverse outcomes (6·4-8·4%; aOR 1·37, 1·21-1·55). With a pre-pregnancy mental health-care contact, risk of maternal morbidity increased slightly from 0·9% to 1·0% (aOR 1·18, 1·12-1·25). Overall, risks were highest for women who had a psychiatric hospital admission any time or a mental health-care contact in the year before pregnancy. INTERPRETATION: Information about the level and timing of pre-pregnancy specialist mental health-care contacts helps to identify women at increased risk of adverse obstetric and neonatal outcomes. These women are most likely to benefit from dedicated community perinatal mental health teams working closely with maternity services to provide integrated care. FUNDING: National Institute for Health Research.


Subject(s)
Perinatal Death , Premature Birth , Infant , Pregnancy , Female , Infant, Newborn , Humans , Adult , Premature Birth/epidemiology , Pregnant Women , Cohort Studies , Routinely Collected Health Data , Mental Health , State Medicine , Pregnancy Outcome/epidemiology
6.
Rheumatol Ther ; 10(5): 1167-1182, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37400682

ABSTRACT

INTRODUCTION: This analysis was conducted to assess the incidence of adverse clinical outcomes, healthcare resource use (HCRU), and the costs associated with systemic corticosteroid (SCS) use in adults with systemic lupus erythematosus (SLE) in the UK. METHODS: We identified incident SLE cases using the Clinical Practice Research Datalink GOLD, Hospital Episode Statistics-linked healthcare, and Office for National Statistics mortality databases from January 1, 2005, to June 30, 2019. Adverse clinical outcomes, HCRU, and costs were captured for patients with and without prescribed SCS. RESULTS: Of 715 patients, 301 (42%) had initiated SCS use (mean [standard deviation (SD)] 3.2 [6.0] mg/day) and 414 (58%) had no recorded SCS use post-SLE diagnosis. Cumulative incidence of any adverse clinical outcome over 10-year follow-up was 50% (SCS group) and 22% (non-SCS group), with osteoporosis diagnosis/fracture most frequently reported. SCS exposure in the past 90 days was associated with an adjusted hazard ratio of 2.41 (95% confidence interval 1.77-3.26) for any adverse clinical outcome, with increased hazard for osteoporosis diagnosis/fracture (5.26, 3.61-7.65) and myocardial infarction (4.52, 1.16-17.71). Compared to low-dose SCS (< 7.5 mg/day), patients on high-dose SCS (≥ 7.5 mg/day) had increased hazard for myocardial infarction (14.93, 2.71-82.31), heart failure (9.32, 2.45-35.43), osteoporosis diagnosis/fracture (5.14, 2.82-9.37), and type 2 diabetes (4.02 1.13-14.27). Each additional year of SCS use was associated with increased hazard for any adverse clinical outcome (1.15, 1.05-1.27). HCRU and costs were greater for SCS users than non-SCS users. CONCLUSIONS: Among patients with SLE, there is a higher burden of adverse clinical outcomes and greater HCRU in SCS versus non-SCS users.

7.
Rheumatol Ther ; 10(5): 1183-1197, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37400683

ABSTRACT

INTRODUCTION: This analysis compared healthcare resource use (HCRU) and costs associated with incident organ damage in a cohort of adult patients with systemic lupus erythematosus (SLE). METHODS: Incident SLE cases were identified (Clinical Practice Research Datalink [CPRD] and Hospital Episode Statistics-linked healthcare databases; January 1, 2005-June 30, 2019). Annual incidence of 13 organ damage domains was calculated from SLE diagnosis through follow-up. Annualized HCRU and costs were compared between organ damage and non-organ damage patient groups using generalized estimating equations. RESULTS: A total of 936 patients met the inclusion criteria for SLE. Mean age was 48.0 (standard deviation [SD] 15.7) years and 88% were female. Over a median follow-up period of 4.3 (interquartile range [IQR] 1.9-7.0) years, 59% (315/533) had evidence of post-SLE diagnosis incident organ damage (≥ 1 type), which was greatest for musculoskeletal (146/819 [18%]), cardiovascular (149/842 [18%]), and skin (148/856 [17%]) domains. Patients with organ damage had greater resource use for all organ systems, excluding gonadal, versus those without it. Overall, mean (SD) annualized all-cause HCRU was greater in patients with organ damage versus those without it (inpatient, 1.0 versus 0.2; outpatient, 7.3 versus 3.5; accident and emergency, 0.5 versus 0.2 days; primary care contacts, 28.7 versus 16.5; prescription medications, 62.3 versus 22.9). Adjusted mean annualized all-cause costs were significantly greater in both post- and pre-organ damage index periods for patients with organ damage versus those without it (all P < 0.05, excluding gonadal). Overall organ damage was associated with significantly increased adjusted mean annualized per-patient cost (£4442 greater [P < 0.0001]) ranging between £2709 and £7150 greater depending on the organ damage type. CONCLUSION: Organ damage was associated with higher HCRU and healthcare costs, before and after SLE diagnosis. More effective SLE management may slow disease progression, prevent organ damage onset, improve clinical outcomes, and reduce healthcare costs.

8.
Semin Arthritis Rheum ; 51(6): 1230-1241, 2021 Dec.
Article in English | MEDLINE | ID: mdl-34710720

ABSTRACT

BACKGROUND: Malignancy is a potential comorbidity in patients with systemic lupus erythematosus (SLE). However, risk by malignancy type remains to be fully elucidated. We evaluated the risk of malignancy type in SLE patients in a systematic review and meta-analysis. METHODS: MEDLINE and EMBASE were searched from inception to July 2018 to identify observational studies that evaluated malignancy risk in adult SLE patients compared with the general population. Random-effects models were used to calculate pooled risk ratios (RRs) and 95% confidence intervals (CIs). Heterogeneity was quantified using the I2 test. FINDINGS: Forty-one studies reporting on 40 malignancies (one overall, 39 site-specific) were included in the meta-analysis. The pooled RR for all malignancies from 3694 events across 80 833 patients was 1.18 (95% CI: 1.00-1.38). The risk of 24 site-specific malignancies (62%) was increased in SLE patients. For malignancies with ≥6 studies, non-Hodgkin lymphoma and Hodgkin lymphoma risk was increased >3-fold; myeloma and liver >2-fold; cervical, lung, bladder, and thyroid ≥1.5-fold; stomach and brain >1.3-fold. The risk of four malignancies (breast, uterine, melanoma, prostate) was decreased, whereas risk of 11 other malignancies did not differ between SLE patients and the general population. Heterogeneity ranged between 0% and 96%, and 63% were non-significant. INTERPRETATION: The risk of overall and some site-specific malignancies is increased in SLE compared with the general population. However, the risk for some site-specific malignancies is decreased or did not differ. Further examination of risk profiles and SLE patient phenotypes may support guidelines aimed at reducing malignancy risk. FUNDING: AstraZeneca. SYSTEMATIC REVIEW REGISTRATION: PROSPERO number: CRD42018110433.


Subject(s)
Lupus Erythematosus, Systemic , Neoplasms , Humans , Lupus Erythematosus, Systemic/complications , Lupus Erythematosus, Systemic/epidemiology , Lupus Erythematosus, Systemic/pathology , Male , Neoplasms/epidemiology , Neoplasms/etiology , Odds Ratio , Risk , Risk Factors
9.
Rheumatol Adv Pract ; 5(3): rkab071, 2021.
Article in English | MEDLINE | ID: mdl-34622127

ABSTRACT

OBJECTIVE: The aim was to describe direct health-care costs for adults with SLE in the UK over time and by disease severity and encounter type. METHODS: Patients aged ≥18 years with SLE were identified using the linked Clinical Practice Research Datalink-Hospital Episode Statistics database from January 2005 to December 2017. Patients were classified as having mild, moderate or severe disease using an adapted claims-based algorithm based on prescriptions and co-morbid conditions. We estimated all-cause health-care costs and incremental costs associated with each year of follow-up compared with a baseline year, adjusting for age, sex, disease severity and co-morbid conditions (2017 UK pounds). RESULTS: We identified 802 patients; 369 (46.0%) with mild, 345 (43.0%) moderate and 88 (11.0%) severe disease. The mean all-cause cost increased in the 3 years before diagnosis, peaked in the first year after diagnosis and remained high. The adjusted total mean annual increase in costs per patient was £4476 (95% CI: £3809, £5143) greater in the year of diagnosis compared with the baseline year (P < 0.0001). The increase in costs per year was 4.7- and 1.6-fold higher among patients with severe SLE compared with those with mild and moderate SLE, respectively. Primary care utilization was the leading component of costs during the first year after diagnosis. CONCLUSION: The health-care costs for patients with SLE in the UK are substantial, remain high after diagnosis and increase with increasing severity. Future research should assess whether earlier diagnosis and treatment might reduce disease severity and associated high health-care costs.

10.
Rheumatol Adv Pract ; 5(3): rkab061, 2021.
Article in English | MEDLINE | ID: mdl-34557623

ABSTRACT

OBJECTIVES: The aim was to characterize disease severity, clinical manifestations, treatment patterns and flares in a longitudinal cohort of adults with SLE in the UK. METHODS: Adults with SLE were identified in the Clinical Practice Research Datalink-Hospital Episode Statistics database (1 January 2005-31 December 2017). Patients were required to have ≥12 months of data before and after the index date (earliest SLE diagnosis date available). SLE disease severity and flares were classified using adapted claims-based algorithms, which are based on SLE-related conditions, medications and health-service use. RESULTS: Of 802 patients, 369 had mild, 345 moderate and 88 severe SLE at baseline. A total of 692 initiated treatment in the first year after diagnosis. Five hundred and fifty-seven received antimalarials, 203 immunosuppressants and 416 oral CSs. Information on biologic use in hospitals was unavailable. The mean (S.d.) time to initiating any medication was 177 (385.3) days. The median time to first flare was 63 days (95% CI: 57, 71). At least one flare was experienced by 750 of 802 patients during follow-up; the first flare was mild for 549 of 750, moderate for 116 of 750 and severe for 85 of 750. The mean (S.d.) annual overall flare rate (year 1) was 3.5 (2.5). A shorter median time to first flare was significantly associated with moderate/severe disease (P < 0.001) and clinical manifestations (P < 0.001). CONCLUSION: Our findings suggest some delay in the initiation of SLE treatment. Most patients experience a flare within 2 months of diagnosis. Early treatment might delay or reduce the severity of the first SLE flare and might translate to slower disease progression, lower accrual of organ damage and better outcomes.

11.
Rheumatology (Oxford) ; 60(1): 60-72, 2021 01 05.
Article in English | MEDLINE | ID: mdl-33099651

ABSTRACT

OBJECTIVES: We conducted a systematic review and meta-analysis to determine the magnitude of infection risk in patients with SLE and evaluate the effect of general and SLE-related factors on infection risk. METHODS: We searched MEDLINE and Embase from inception to July 2018, screening for observational studies that evaluated infection risk in patients with SLE compared with the general population/healthy controls. Outcomes of interest included overall severe infection, herpes zoster infection/reactivation, opportunistic infections, pneumonia and tuberculosis. Random-effects models were used to calculate pooled risk ratios (RRs) for each type of infection. Sensitivity analysis assessed the impact of removing studies with high risk of bias. RESULTS: Eleven retrospective or prospective cohort studies were included in the meta-analysis: overall severe infection (n = 4), pneumonia (n = 6), tuberculosis (n = 3) and herpes zoster (n = 2). Pooled RRs for overall severe infection significantly increased for patients with SLE compared with the general population/healthy controls [RR 2.96 (95% CI 1.28, 6.83)]. Pooled RRs for pneumonia, herpes zoster and tuberculosis showed significantly increased risk compared with the general population/healthy controls [RR 2.58 (1.80, 3.70), 2.50 (2.36, 2.65) and 6.11 (3.61, 10.33), respectively]. Heterogeneity and evidence of publication bias were present for all analyses, except herpes zoster. Sensitivity analyses confirmed robustness of the results. CONCLUSION: Patients with SLE have significantly higher risk of infection compared with the general population/healthy controls. Efforts to strengthen strategies aimed at preventing infections in SLE are needed. PROTOCOL REGISTRATION: PROSPERO number: CRD42018109425.


Subject(s)
Lupus Erythematosus, Systemic/complications , Opportunistic Infections/etiology , Herpes Zoster/etiology , Hospitalization/statistics & numerical data , Humans , Tuberculosis/etiology
12.
RMD Open ; 6(2)2020 09.
Article in English | MEDLINE | ID: mdl-32900883

ABSTRACT

OBJECTIVE: To evaluate the risk of stroke and myocardial infarction (MI) in adult patients with systemic lupus erythematosus (SLE) through a systematic review and meta-analysis. METHODS: We searched MEDLINE and EMBASE from inception to May 2020 to identify observational studies (cohort and cross-sectional) that evaluated risk of stroke and MI in adult patients with SLE compared with the general population or healthy controls. Studies were included if they reported effect-size estimates that could be used for calculating pooled-effect estimates. Random-effects models were used to calculate pooled risk ratios (RRs) and 95% CIs for stroke and MI. Heterogeneity quantified by the I2 test and sensitivity analyses assessed bias. RESULTS: In total, 26 studies were included in this meta-analysis: 14, 5 and 7 studies on stroke, MI and both stroke and MI, respectively. The pooled RR for ischaemic stroke was 2.18 (95% CI 1.78 to 2.67; I2 75%), intracerebral haemorrhage 1.84 (95% CI 1.16 to 2.90; I2 67%), subarachnoid haemorrhage 1.95 (95% CI 0.69 to 5.52; I2 94%), composite stroke 2.13 (95% CI 1.73 to 2.61; I2 88%) and MI 2.99 (95% CI 2.34 to 3.82; I2 85%). There was no evidence for publication bias, and sensitivity analyses confirmed the robustness of the results. CONCLUSIONS: Overall, patients with SLE were identified to have a twofold to threefold higher risk of stroke and MI. Future research on the interaction between known SLE-specific modifiable risk factors and risk of stroke and MI to support development of prevention and treatment strategies are needed. PROSPERO REGISTRATION NUMBER: CRD42018098690.


Subject(s)
Lupus Erythematosus, Systemic/complications , Lupus Erythematosus, Systemic/epidemiology , Myocardial Infarction/epidemiology , Myocardial Infarction/etiology , Stroke/epidemiology , Stroke/etiology , Biomarkers , Diagnosis, Differential , Disease Susceptibility , Humans , Myocardial Infarction/diagnosis , Odds Ratio , Risk Assessment , Risk Factors , Stroke/diagnosis
13.
Respir Res ; 20(1): 242, 2019 Nov 04.
Article in English | MEDLINE | ID: mdl-31684965

ABSTRACT

BACKGROUND: Guidelines recommend that treatment with a long-acting ß2 agonist (LABA), a long-acting muscarinic antagonist (LAMA), and inhaled corticosteroids (ICS), i.e. triple therapy, is reserved for a select group of symptomatic patients with chronic obstructive pulmonary disease (COPD) who continue to exacerbate despite treatment with dual therapy (LABA/LAMA). A number of single-inhaler triple therapies are now available and important clinical questions remain over their role in the patient pathway. We compared the efficacy and safety of single-inhaler triple therapy to assess the magnitude of benefit and to identify patients with the best risk-benefit profile for treatment. We also evaluated and compared study designs and population characteristics to assess the strength of the evidence base. METHODS: We conducted a systematic search, from inception to December 2018, of randomised controlled trials (RCTs) of single-inhaler triple therapy in patients with COPD. The primary outcome was the annual rate of moderate and severe exacerbations. RESULTS: We identified 523 records, of which 15 reports/abstracts from six RCTs were included. Triple therapy resulted in the reduction of the annual rate of moderate or severe exacerbations in the range of 15-52% compared with LAMA/LABA, 15-35% compared to LABA/ICS and 20% compared to LAMA. The patient-based number needed to treat for the moderate or severe exacerbation outcome ranged between approximately 25-50 (preventing one patient from having an event) and the event-based number needed to treat of around 3-11 (preventing one event). The absolute benefit appeared to be greater in patients with higher eosinophil counts or historical frequency of exacerbations and ex-smokers. In the largest study, there was a significantly higher incidence of pneumonia in the triple therapy arm. There were important differences in study designs and populations impacting the interpretation of the results and indicating there would be significant heterogeneity in cross-trial comparisons. CONCLUSION: The decision to prescribe triple therapy should consider patient phenotype, magnitude of benefit and increased risk of adverse events. Future research on specific patient phenotype thresholds that can support treatment and funding decisions is now required from well-designed, robust, clinical trials. TRIAL REGISTRATION: PROSPERO #CRD42018102125 .


Subject(s)
Adrenal Cortex Hormones/administration & dosage , Adrenergic beta-2 Receptor Agonists/administration & dosage , Bronchodilator Agents/administration & dosage , Lung/drug effects , Muscarinic Antagonists/administration & dosage , Pulmonary Disease, Chronic Obstructive/drug therapy , Administration, Inhalation , Adrenal Cortex Hormones/adverse effects , Adrenergic beta-2 Receptor Agonists/adverse effects , Aged , Bronchodilator Agents/adverse effects , Disease Progression , Drug Therapy, Combination , Female , Humans , Lung/physiopathology , Male , Middle Aged , Muscarinic Antagonists/adverse effects , Nebulizers and Vaporizers , Pulmonary Disease, Chronic Obstructive/diagnosis , Pulmonary Disease, Chronic Obstructive/physiopathology , Randomized Controlled Trials as Topic , Recovery of Function , Treatment Outcome
14.
Ann Clin Transl Neurol ; 5(6): 697-709, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29928653

ABSTRACT

OBJECTIVE: Deficits in spatial navigation are characteristic and disabling features of typical Alzheimer's disease (tAD) and posterior cortical atrophy (PCA). Visual cues have been proposed to mitigate such deficits; however, there is currently little empirical evidence for their use. METHODS: The effect of visual cues on visually guided navigation was assessed within a simplified real-world setting in individuals with tAD (n = 10), PCA (n = 8), and healthy controls (n = 12). In a repeated-measures design comprising 36 trials, participants walked to a visible target destination (an open door within a built environment), with or without the presence of an obstacle. Contrast and motion-based cues were evaluated; both aimed to facilitate performance by applying perceptual changes to target destinations without carrying explicit information. The primary outcome was completion time; secondary outcomes were measures of fixation position and walking path directness during consecutive task phases, determined using mobile eyetracking and motion capture methods. RESULTS: Results illustrate marked deficits in patients' navigational ability, with patient groups taking an estimated two to three times longer to reach target destinations than controls and exhibiting tortuous walking paths. There were no significant differences between tAD and PCA task performance. Overall, patients took less time to reach target destinations under cue conditions (contrast-cue: 11.8%; 95% CI: [2.5, 20.3]) and were more likely initially to fixate on targets. INTERPRETATION: The study evaluated navigation to destinations within a real-world environment. There is evidence that introducing perceptual changes to the environment may improve patients' navigational ability.

15.
PLoS One ; 10(8): e0133832, 2015.
Article in English | MEDLINE | ID: mdl-26309023

ABSTRACT

UNLABELLED: The World Health Organization recommends that malaria be confirmed by parasitological diagnosis before treatment using Artemisinin-based Combination Therapy (ACT). Despite this, many health workers in malaria endemic countries continue to diagnose malaria based on symptoms alone. This study evaluates interventions to help bridge this gap between guidelines and provider practice. A stratified cluster-randomized trial in 42 communities in Enugu state compared 3 scenarios: Rapid Diagnostic Tests (RDTs) with basic instruction (control); RDTs with provider training (provider arm); and RDTs with provider training plus a school-based community intervention (provider-school arm). The primary outcome was the proportion of patients treated according to guidelines, a composite indicator requiring patients to be tested for malaria and given treatment consistent with the test result. The primary outcome was evaluated among 4946 (93%) of the 5311 patients invited to participate. A total of 40 communities (12 in control, 14 per intervention arm) were included in the analysis. There was no evidence of differences between the three arms in terms of our composite indicator (p = 0.36): stratified risk difference was 14% (95% CI -8.3%, 35.8%; p = 0.26) in the provider arm and 1% (95% CI -21.1%, 22.9%; p = 0.19) in the provider-school arm, compared with control. The level of testing was low across all arms (34% in control; 48% provider arm; 37% provider-school arm; p = 0.47). Presumptive treatment of uncomplicated malaria remains an ingrained behaviour that is difficult to change. With or without extensive supporting interventions, levels of testing in this study remained critically low. Governments and researchers must continue to explore alternative ways of encouraging providers to deliver appropriate treatment and avoid the misuse of valuable medicines. TRIAL REGISTRATION: ClinicalTrials.gov NCT01350752.


Subject(s)
Health Personnel/education , Malaria/diagnosis , Malaria/drug therapy , Outcome Assessment, Health Care , Residence Characteristics , Adolescent , Adult , Antimalarials/therapeutic use , Child , Child, Preschool , Female , Health Knowledge, Attitudes, Practice , Humans , Malaria/economics , Malaria/epidemiology , Male , Nigeria/epidemiology , Practice Guidelines as Topic , Schools , Young Adult
16.
BMJ ; 346: f1936, 2013 Apr 12.
Article in English | MEDLINE | ID: mdl-23585064

ABSTRACT

OBJECTIVE: To measure the association between orlistat and acute liver injury. DESIGN: Self controlled case series study. SETTING: Population based primary care setting, United Kingdom. PARTICIPANTS: 94,695 patients receiving orlistat and registered in the UK Clinical Practice Research Datalink and linked with Hospital Episode Statistics data between 1999 and 2011. MAIN OUTCOME MEASURE: Relative incidence of acute liver injury comparing periods when patients were receiving orlistat with periods of non-usage. RESULTS: Among 94,695 patients who received orlistat, 988 cases of acute liver injury were identified, with 335 confirmed as definite cases and 653 as probable cases. For all cases an increased incidence of liver injury was detected during the 90 day period before orlistat was first started, with an incidence rate ratio of 1.50 (95% confidence interval 1.10 to 2.06). The incidence remained raised during the first 30 days of treatment (2.21, 1.43 to 3.42), before returning to baseline levels with prolonged treatment. When the risk during the first 90 days of treatment was compared with the 90 days preceding first treatment, the incidence of liver injury was not increased (1.02, 0.67 to 1.56). An analysis restricted to definite cases showed no evidence of an increased risk of liver injury during treatment. CONCLUSION: The incidence of acute liver injury was higher in the periods both immediately before and immediately after the start of orlistat treatment. This suggests that the observed increased risks of liver injury linked to the start of treatment may reflect changes in health status associated with the decision to begin treatment rather than any causal effect of the drug.


Subject(s)
Anti-Obesity Agents/adverse effects , Chemical and Drug Induced Liver Injury/epidemiology , Lactones/adverse effects , Obesity/drug therapy , Adult , Case-Control Studies , Causality , Databases, Factual , Female , Humans , Incidence , Male , Middle Aged , Orlistat , Time Factors , United Kingdom/epidemiology
17.
BMC Med Res Methodol ; 11: 32, 2011 Mar 31.
Article in English | MEDLINE | ID: mdl-21453459

ABSTRACT

BACKGROUND: Observational studies, if conducted appropriately, play an important role in the decision-making process providing invaluable information on effectiveness, patient-reported outcomes and costs in a real-world environment. We conducted a systematic review of large-scale, prospective, cohort studies with the aim of (a) summarising design characteristics, the interventions or aspects of the disease studied and the outcomes measured and (b) investigating methodological quality. METHODS: We included prospective, cohort studies which included at least 100 adults with psoriasis or psoriatic arthritis. Studies were identified through searches in electronic databases (Pubmed, Medline, Cochrane library, Centre for Reviews and Dissemination). Information on study characteristics were extracted and tabulated and quality assessment, using a checklist of 18 questions, was conducted. RESULTS: Thirty five papers covering 16 cohorts met the inclusion criteria. There were ten treatment-related studies, only two of which provided a comparison between treatments, and six non-treatment studies which examined a number of characteristics of the disease including mortality, morbidity, cost of illness and health-related quality of life. All studies included a clinical outcome measure and 11 included patient-reported outcomes, however only two studies reported information on patient utilities and two on costs. The quality of the assessed studies varied widely. Studies did well on a number of quality assessment questions including having clear objectives, documenting selection criteria, providing a representative sample, defining interventions/characteristics under study, defining and using appropriate outcomes, describing results clearly and using appropriate statistical tests. The quality assessment criteria least adhered to involved questions regarding sample size calculations, describing potential selection bias, defining and adjusting for confounders and losses to follow-up, and defining and describing a comparison group. CONCLUSION: The review highlights the need for well designed prospective observational studies on the effectiveness, patient-reported outcomes and economic impact of treatment regimes for patients with psoriasis and psoriatic arthritis in a real-world environment.


Subject(s)
Arthritis, Psoriatic/economics , Arthritis, Psoriatic/therapy , Psoriasis/economics , Psoriasis/therapy , Adult , Cohort Studies , Data Collection , Health Care Costs , Humans , Prospective Studies , Treatment Outcome
18.
Ophthalmology ; 116(12): e1-8, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19948275

ABSTRACT

PURPOSE: To compare the visual outcomes after verteporfin photodynamic therapy (VPDT) administered in routine clinical practice with those observed in the Treatment of Age-related macular degeneration with Photodynamic therapy (TAP) trials and to quantify the effects of clinically important baseline covariates on outcome. DESIGN: A prospective longitudinal study of patients treated with VPDT in 45 ophthalmology departments in the United Kingdom with expertise in the management of neovascular age-related macular degeneration (nAMD). PARTICIPANTS: Patients with wholly or predominantly classic choroidal neovascularization (CNV) of any cause with a visual acuity >or=20/200 in the eye to be treated. METHODS: Refracted best-corrected visual acuity (BCVA) and contrast sensitivity were measured in VPDT-treated eyes at baseline and subsequent visits. Eyes were retreated at 3 months if CNV was judged to be active. Baseline angiograms were graded to quantify the percentages of classic and occult CNV. Treated eyes were categorized as eligible or ineligible for TAP, or unclassifiable. MAIN OUTCOME MEASURES: Best-corrected visual acuity and contrast sensitivity during 1 year of follow-up after initial treatment. RESULTS: A total of 7748 treated patients were recruited. Data from 4043 patients with a diagnosis of nAMD were used in the present analysis. Reading center determination of lesion type showed that 87% were predominantly classic CNV. Eyes received 2.4 treatments in year 1 and 0.4 treatments in year 2. Deterioration of BCVA over 1 year was similar to that observed in the VPDT arms of the TAP trials and was not influenced by TAP eligibility classification. Best-corrected visual acuity deteriorated more quickly in current smokers; with increasing proportion of classic CNV, increasing age, and better baseline BCVA; and when the fellow eye was the better eye. CONCLUSIONS: Patients in the cohort who would have been eligible for the TAP trials demonstrated deterioration in BCVA similar to VPDT-treated TAP participants but with fewer treatments. Clinical covariates with a significant impact on BCVA outcomes were identified.


Subject(s)
Choroidal Neovascularization/drug therapy , Macular Degeneration/drug therapy , Photochemotherapy , Photosensitizing Agents/therapeutic use , Porphyrins/therapeutic use , Visual Acuity/physiology , Aged , Choroidal Neovascularization/physiopathology , Contrast Sensitivity/physiology , Female , Follow-Up Studies , Humans , Macular Degeneration/physiopathology , Male , Prospective Studies , State Medicine , Treatment Outcome , United Kingdom , Verteporfin
19.
Ophthalmology ; 116(12): 2471-77.e1-2, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19948278

ABSTRACT

PURPOSE: To report (1) the costs of verteporfin photodynamic therapy (VPDT) in routine treatment of neovascular age-related macular degeneration (nAMD), (2) the relationship between health and social service costs and best-corrected visual acuity (BCVA), (3) the cost-effectiveness of VPDT versus a best supportive care (BSC) group who were assumed to have no active treatment, and (4) lessons for future cost-effectiveness analyses (CEAs). DESIGN: The CEA of VPDT versus BSC that uses health-related quality of life (HrQoL), resource use, and visual acuity data from the United Kingdom (UK) VPDT Cohort Study. PARTICIPANTS: Data on VPDT use were collected from patients attending 45 ophthalmology provider units in the UK National Health Service, 15 units collected data on self-reported use of services. METHODS: Incremental costs of VPDT versus BSC were calculated from treatment costs, change in cost associated with declining BCVA, and difference in BCVA previously attributed to VPDT. Similarly, incremental quality-adjusted life years (QALYs) were calculated from change in HRQoL associated with declining BCVA, giving an incremental cost per QALY of VPDT versus BSC over 2 years. MAIN OUTCOME MEASURES: Incremental costs (UK pounds [ pound]; United States dollars [$]); incremental QALYs; costs per QALY. RESULTS: The treatment costs of VDPT were pound 3026 ($4544) in year 1 and pound 845 ($1269) in year 2. For patients who used services, a 5-letter decrease in BCVA was associated with an increase in annual costs of approximately pound 110 ($165; 95% confidence intervals, approximately pound 48 [$72] to pound 174 [$261]). The incremental costs and QALYs for VPDT were pound 3514 ($5276) and 0.021, respectively, giving incremental costs per QALY gained of pound 170000 ($255000). CONCLUSIONS: Verteporfin photodynamic therapy is unlikely to be cost effective for patients with nAMD. This article provides realistic estimates of VPDT costs and the costs associated with declining vision. Future studies can follow this approach to assess accurately the cost effectiveness of new interventions for nAMD.


Subject(s)
Cost of Illness , Health Care Costs , Macular Degeneration/economics , Photochemotherapy/economics , Photosensitizing Agents/economics , Porphyrins/economics , Aged , Choroidal Neovascularization/drug therapy , Choroidal Neovascularization/economics , Cost-Benefit Analysis , Female , Follow-Up Studies , Health Status , Humans , Macular Degeneration/drug therapy , Male , Photosensitizing Agents/therapeutic use , Porphyrins/therapeutic use , Prospective Studies , Quality of Life , Quality-Adjusted Life Years , Social Work/economics , State Medicine , United Kingdom , Verteporfin , Visual Acuity/physiology
20.
Ophthalmology ; 116(12): 2463-70, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19948277

ABSTRACT

PURPOSE: To quantify decreases in health-related quality of life (HRQoL) for given deterioration in clinical measures of vision; to describe the shape of these relationships; and to test whether the gradients of these relationships change with duration of visual loss. DESIGN: A prospective, longitudinal study of patients treated with verteporfin photodynamic therapy in the United Kingdom National Health Service. PARTICIPANTS: Patients with neovascular age-related macular degeneration (AMD) treated in 18 ophthalmology departments in the United Kingdom with expertise in management of neovascular AMD. METHODS: Responses to HRQoL questionnaires (Short Form 36 [SF-36] and National Eye Institute Visual Functioning Questionnaire [NEIVFQ]) and clinical measures of vision were recorded at baseline and at follow-up visits. Mixed regression models were used to characterize the relationships of interest. MAIN OUTCOME MEASURES: Measures of vision were best-corrected visual acuity (BCVA) and contrast sensitivity (CS). The SF-36 physical and mental component scores (PCS and MCS), SF-6D utility, and distance, near, and composite NEIVFQ scores were derived to characterize HRQoL. RESULTS: The SF-6D, PCS, and MCS were linearly associated with BCVA; predicted decreases for a 5-letter drop in BCVA in the better-seeing eye were 0.0058, 0.245, and 0.546, respectively (all P<0.0001). Gradients were not influenced by duration of follow-up. Models predicting distance, near, and composite NEIVFQ scores from BCVA were quadratic; predicted decreases for a 5-letter drop in BCVA in the better-seeing eye were 5.08, 5.48, and 3.90, respectively (all P<0.0001). The BCVA predicted HRQoL scores more strongly than CS. CONCLUSIONS: Clinically significant deterioration in clinical measures of vision is associated with small decreases in generic and vision-specific HRQoL. Our findings are important for further research modeling the cost effectiveness of current and future interventions for neovascular AMD.


Subject(s)
Macular Degeneration/drug therapy , Macular Degeneration/physiopathology , Photochemotherapy , Photosensitizing Agents/therapeutic use , Porphyrins/therapeutic use , Quality of Life , Visual Acuity/physiology , Aged , Contrast Sensitivity/physiology , Female , Follow-Up Studies , Health Status , Humans , Male , Prospective Studies , Sickness Impact Profile , State Medicine , Surveys and Questionnaires , Treatment Outcome , United Kingdom , Verteporfin
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