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1.
Front Oncol ; 14: 1348045, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38390265

RESUMO

Introduction: The programmed death-1 (PD-1) immune checkpoint inhibitor pembrolizumab is currently approved in the US for the first-line (1L) treatment of recurrent or metastatic head and neck squamous cell carcinoma (R/M HNSCC), either alone or in combination with platinum and 5-fluorouracil (5-FU). However, the toxicity of 5-FU has motivated the study of alternate combinations that replace 5-FU with a taxane. The objective of the current study was to describe the baseline characteristics, treatment patterns and sequences, and real-world outcomes of individuals receiving pembrolizumab + platinum + taxane as 1L treatment for R/M HNSCC in the US. Methods: This was a retrospective study of US adults ≥18 years of age receiving pembrolizumab + platinum + taxane as 1L treatment for R/M HNSCC, using electronic health record data from a nationwide de-identified database. Real-world overall survival (rwOS), time on treatment (rwToT), and time to next treatment (rwTTNT) outcomes were assessed using Kaplan-Meier analysis. Results: The study population comprised 83 individuals (80.7% male) with a median age of 64 years. The most common tumor site was the oropharynx (48.2%); 70.0% of these tumors were HPV-positive. A total of 71.1% of the study population had an Eastern Cooperative Oncology Group performance status of 0-1 at index date, 71.8% had a combined positive score for programmed death ligand-1 (PD-L1) expression of ≥1, and 30.8% had a score of ≥20. The median (95% CI) rwOS was 14.9 (8.8-23.3) months, rwToT was 5.3 (4.0-8.2) months, and rwTTNT was 8.7 (6.8-12.3) months. Among the 24 individuals who received a subsequent therapy, the most common second-line therapies were cetuximab-based (n = 9) or pembrolizumab-containing (n = 8) regimens. Conclusions: The rwOS and other real-world outcomes observed for this study population further support pembrolizumab + platinum + taxane combination therapy as a potential 1L treatment option for R/M HNSCC.

2.
Front Oncol ; 13: 1155893, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37664029

RESUMO

Introduction: There is a need to understand the current treatment landscape for LA HNSCC in the real-world setting. Methods: This retrospective study assessed real-world outcomes and treatment patterns of 1,158 adult patients diagnosed with locally advanced (stage III-IVB) HNSCC initiating chemoradiotherapy (CRT) within the period January 2015 to December 2017 in a large network of US community oncology practices. Structured data were abstracted from electronic health records. Demographic, clinical and treatment characteristics were analyzed descriptively overall and stratified by index treatment (cisplatin + radiotherapy [RT], cisplatin + other chemotherapy + RT, or cetuximab + RT). Time to next treatment (TTNT) and overall survival (OS) were measured using the Kaplan-Meier method, and median duration of treatment was assessed. OS was compared across treatment cohorts using multinomial logistic regression with inverse probability treatment weighting. To identify covariates associated with OS, a multivariable adjusted Cox proportional hazard model was used. Results: This study examined 22,782 records, of which 2124 had stage III to stage IVB and no other cancers, and 1158 met all eligibility criteria. Among the treatment cohorts analyzed (cisplatin + RT, cisplatin + other chemotherapy + RT, or cetuximab + RT), cisplatin + RT was the most common concurrent chemotherapy (65.8%). Among 1158 patients, 838 (72.4%) did not initiate subsequent treatment and 139 (12.0%) died. The median TTNT and median OS were only reached by the cetuximab + RT cohort. Among patients with oropharynx primary tumor location, patients with human papilloma virus (HPV) positive status had the longest time on treatment and highest survival at 60 months. Covariates associated with improved survival were never/former tobacco use, HPV positive status, and overweight or obese body mass index. Covariates associated with poorer survival were age of 60+ years, primary tumor location of hypopharynx or oral cavity and Eastern Cooperative Oncology Group performance status score of 2+. Conclusion: These data describe real-world treatment patterns in locally advanced head and neck squamous cell cancer and sets the baseline to assess outcomes for future studies on the community oncology population.

3.
Adv Ther ; 40(10): 4657-4674, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37599341

RESUMO

INTRODUCTION: Treatment persistence is a proxy for efficacy, safety and patient satisfaction, and a switch in treatment or treatment discontinuation has been associated with increased indirect and direct costs in inflammatory arthritis (IA). Hence, there are both clinical and economic incentives for the identification of factors associated with treatment persistence. Until now, studies have mainly leveraged traditional regression analysis, but it has been suggested that novel approaches, such as statistical learning techniques, may improve our understanding of factors related to treatment persistence. Therefore, we set up a study using nationwide Swedish high-coverage administrative register data with the objective to identify patient groups with distinct persistence of subcutaneous tumor necrosis factor inhibitor (SC-TNFi) treatment in IA, using recursive partitioning, a statistical learning algorithm. METHODS: IA was defined as a diagnosis of rheumatic arthritis (RA), ankylosing spondylitis/unspecified spondyloarthritis (AS/uSpA) or psoriatic arthritis (PsA). Adult swedish biologic-naïve patients with IA initiating biologic treatment with a SC-TNFi (adalimumab, etanercept, certolizumab or golimumab) between May 6, 2010, and December 31, 2017. Treatment persistence of SC-TNFi was derived based on prescription data and a defined standard daily dose. Patient characteristics, including age, sex, number of health care contacts, comorbidities and treatment, were collected at treatment initiation and 12 months before treatment initiation. Based on these characteristics, we used recursive partitioning in a conditional inference framework to identify patient groups with distinct SC-TNFi treatment persistence by IA diagnosis. RESULTS: A total of 13,913 patients were included. Approximately 50% had RA, while 27% and 23% had AS/uSpA and PsA, respectively. The recursive partitioning algorithm identified sex and treatment as factors associated with SC-TNFi treatment persistence in PsA and AS/uSpA. Time on treatment in the groups with the lowest treatment persistence was similar across all three indications (9.5-11.3 months), whereas there was more variation in time on treatment across the groups with the highest treatment persistence (18.4-48.9 months). CONCLUSIONS: Women have low SC-TNFi treatment persistence in PsA and AS/uSpA whereas male sex and golimumab are associated with high treatment persistence in these indications. The factors associated with treatment persistence in RA were less distinct but may comprise disease activity and concurrent conventional systemic disease-modifying anti-rheumatic drug (DMARD) treatment.


Assuntos
Antirreumáticos , Artrite Psoriásica , Artrite Reumatoide , Produtos Biológicos , Espondilartrite , Espondilite Anquilosante , Adulto , Humanos , Feminino , Lactente , Inibidores do Fator de Necrose Tumoral/uso terapêutico , Artrite Psoriásica/tratamento farmacológico , Artrite Reumatoide/tratamento farmacológico , Espondilite Anquilosante/tratamento farmacológico , Antirreumáticos/uso terapêutico , Árvores de Decisões , Produtos Biológicos/uso terapêutico
5.
Front Oncol ; 13: 1160144, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37284189

RESUMO

Background: Pembrolizumab, a PD-1 immune checkpoint inhibitor, is approved as first-line (1L) treatment for recurrent or metastatic head and neck squamous cell carcinoma (R/M HNSCC) as monotherapy or in combination with platinum and 5-fluorouracil chemotherapy. Limited data exist on the use of these regimens in real-world settings. Objective: Our primary objectives were to describe baseline characteristics and real-world overall survival (rwOS), time on treatment (rwToT), and time to next treatment (rwTTNT) among individuals with R/M HNSCC receiving approved 1L pembrolizumab therapies. We also aimed to identify baseline factors associated with choice of 1L pembrolizumab therapy and with rwOS. Methods: This was a retrospective cohort study of adults with R/M HNSCC receiving 1L pembrolizumab monotherapy or pembrolizumab plus chemotherapy. We used Kaplan-Meier analyses to assess real-world outcomes, logistic regression modeling to identify factors associated with choice of 1L pembrolizumab therapy, and Cox proportional hazards models to identify factors associated with rwOS. Results: The study population included 431 individuals receiving 1L pembrolizumab monotherapy and 215 receiving 1L pembrolizumab plus chemotherapy. The use of 1L pembrolizumab monotherapy was associated with higher baseline combined positive score for PD-L1 expression, older age, higher Eastern Cooperative Oncology Group performance status (ECOG PS), laryngeal tumor site, and human papillomavirus (HPV)-positive tumor status. The pembrolizumab monotherapy group had a median (95% CI) rwOS of 12.1 (9.2-15.1) months, rwToT of 4.2 (3.5-4.6) months, and rwTTNT of 6.5 (5.4-7.4) months. Among this group, HPV-positive tumor status and lower ECOG PS were associated with longer rwOS, and oral cavity tumor site with shorter rwOS. The pembrolizumab plus chemotherapy cohort had a median (95% CI) rwOS of 11.9 (9.0-16.0) months, rwToT of 4.9 (3.8-5.6) months, and rwTTNT of 6.6 (5.8-8.3) months. In this group, HPV-positive tumor status was associated with longer rwOS. Conclusions: This study adds to clinical trial data by summarizing real-world treatment outcomes with 1L pembrolizumab-containing therapies in a more heterogeneous population. Overall survival outcomes in both treatment groups were similar to those observed in the registration clinical trial. These findings support the use of pembrolizumab as standard of care for R/M HNSCC.

6.
Data Brief ; 43: 108442, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35859786

RESUMO

Topic modeling is an active research area with several unanswered questions. The focus of recent research in this area is on the use of a vector embedding representation of the input text with both generative and evolutionary topic modeling techniques. Unfortunately, it is hard to compare different techniques when the underlying data and preprocessing steps that were used to develop the models are not available. This paper presents two secondary datasets that can help address this gap. These datasets are derived from two primary datasets. The first consists of 8145 posts from the r/Cancer health forum and the second consists of 18,294 messages submitted to 20 different news groups. The same preprocessing procedure is applied to both datasets by removing punctuation, stop words and high frequency words. Each dataset is then clustered using three different topic modeling techniques: pPSO, ETM and NVDM and three topic numbers: 10, 20, 30. In addition, for pPSO two text embeddings representation are considered: sBERT and Skipgram. The secondary datasets were originally developed in support of a comparative analysis of the aforementioned topic modeling techniques in a study titled "Comparing PSO-based Clustering over Contextual Vector Embeddings to Modern Topic Modeling" submitted to the Journal of Information Processing and Management. The present paper provides a detailed description of the two secondary datasets including the unique identifier that can be used to retrieve the original documents, the pre-processing scripts, the topic keywords generated by the three topic modeling techniques with varying topic numbers and embedding representations. As such, the datasets allow direct comparison with other topic modeling techniques. To further facilitate this process, the algorithm underlying the evolutionary topic modeling technique, pPSO, proposed by the authors is also provided.

7.
Front Oncol ; 12: 868490, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35574411

RESUMO

Background: Overall survival (OS) is the most patient-relevant outcome in oncology; however, in early cancers, large sample sizes and extended follow-up durations are needed to detect statistically significant differences in OS between interventions. Use of early time-to-event outcomes as surrogates for OS can help facilitate faster approval of cancer therapies. In locally advanced head and neck squamous cell carcinoma (LA-HNSCC), event-free survival (EFS) was previously evaluated as a surrogate outcome (Michiels 2009) and demonstrated a strong correlation with OS. The current study aimed to further assess the correlation between EFS and OS in LA-HNSCC using an updated systematic literature review (SLR) focusing on patients receiving definitive chemoradiation therapy (CRT). Methods: An SLR was conducted on May 27, 2021 to identify randomized controlled trials assessing radiotherapy alone or CRT in the target population. Studies assessing CRT and reporting hazard ratios (HRs) or Kaplan-Meier data for OS and EFS were eligible for the analysis. CRT included any systemic treatments administered concurrently or sequentially with radiation therapy. Trial-level EFS/OS correlations were assessed using regression models, and the relationship strength was measured with Pearson correlation coefficient (R). Correlations were assessed across all CRT trials and in trial subsets assessing concurrent CRT, sequential CRT, RT+cisplatin, targeted therapies and intensity-modulated RT. Subgroup analysis was conducted among trials with similar EFS definitions (i.e. EFS including disease progression and/or death as events) and longer length of follow-up (i.e.≥ 5 years). Results: The SLR identified 149 trials of which 31 were included in the analysis. A strong correlation between EFS and OS was observed in the overall analysis of all CRT trials (R=0.85, 95% confidence interval: 0.72-0.93). Similar results were obtained in the sensitivity analyses of trials assessing concurrent CRT (R=0.88), sequential CRT (R=0.83), RT+cisplatin (R=0.82), targeted therapies (R=0.83) and intensity-modulated RT (R=0.86), as well as in trials with similar EFS definitions (R=0.87), with longer follow-up (R=0.81). Conclusion: EFS was strongly correlated with OS in this trial-level analysis. Future research using individual patient-level data can further investigate if EFS could be considered a suitable early clinical endpoint for evaluation of CRT regimens in LA-HNSCC patients receiving definitive CRT.

8.
Adv Ther ; 39(1): 244-255, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34480294

RESUMO

INTRODUCTION: Biologic treatments including subcutaneous tumor necrosis factor-alpha inhibitors (SC-TNFis) have greatly improved disease management of rheumatoid arthritis (RA), psoriatic arthritis (PsA) and ankylosing spondylitis (AS) (collectively inflammatory arthritis, IA). Nevertheless, some patients discontinue their first-line treatment; for them, one option may be a subsequent line of the same treatment class (i.e., cycling). The aim of this study was to assess treatment persistence between first- and second-line therapy in Swedish IA patients cycling on SC-TNFis. METHODS: Using data from the Swedish Health Data Registers, adult IA patients filling prescriptions between May 1, 2010, and October 31, 2016, for a SC-TNFi (adalimumab, etanercept, certolizumab and golimumab) were included. Treatment persistence was derived based on information from filled prescriptions and a 60-day grace period. Unadjusted and adjusted marginal Cox proportional hazards models were fitted to estimate the relative risk of discontinuation across treatment lines, using robust sandwich covariance matrix estimates to account for intrapatient dependence (i.e., multiple treatment lines per patient). The analysis was restricted to the first two lines of treatment. RESULTS: Of the eligible patients, 3181 were identified as cyclers. Among these, most were female (68%), and 46%, 28% and 26% were diagnosed with RA, AS and PsA, respectively. Both the unadjusted and adjusted analyses showed that the relative risk of discontinuing SC-TNFi treatment was significantly lower in second compared to first line (hazard ratio; 0.60 [0.57, 0.63] and HR; 0.59 [0.56, 0.62]). This finding was also consistent across IA indications. CONCLUSIONS: In this study of patients cycling on SC-TNFis in IA, persistence was greater in second- compared to first-line treatment. The finding was consistent across all IA indications. Hence, patients who discontinue their first-line treatment may still benefit from treatment with an alternative SC-TNFi as a second-line therapy in IA.


Assuntos
Antirreumáticos , Artrite Psoriásica , Artrite Reumatoide , Adulto , Artrite Psoriásica/tratamento farmacológico , Artrite Reumatoide/tratamento farmacológico , Etanercepte/uso terapêutico , Feminino , Humanos , Masculino , Estudos Retrospectivos , Fator de Necrose Tumoral alfa/uso terapêutico
9.
Adv Ther ; 39(6): 2468-2486, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-34751912

RESUMO

OBJECTIVE: A few studies have suggested that patients with inflammatory arthritis (IA) who remain persistent with subcutaneous TNF-α inhibitors (SC-TNFi) incur lower health care costs than patients who discontinue treatment, whereas data on the impact of non-persistence on indirect costs are largely lacking. Furthermore, existing estimates are based on fixed follow-ups, in relation to treatment initiation, and therefore do not measure costs in direct relation to treatment discontinuation. Therefore, by capturing costs in direct relation to treatment discontinuation, this study aimed to estimate direct and indirect costs associated with non-persistence with SC-TNFis in IA. METHODS: Adult Swedish biologic-naïve IA patients initiating biologic treatment with a SC-TNFi (adalimumab, etanercept, certolizumab or golimumab) between May 6, 2010, and December 31, 2017, were identified in population-based registers with almost complete coverage. IA was defined as a diagnosis of rheumatic arthritis, ankylosing spondylitis/unspecified spondyloarthritis or psoriatic arthritis. Non-persistent patients were matched on propensity score to patients persistent with treatment by at least an additional 12 months. This enabled comparisons of direct healthcare costs and indirect costs for sick leave and disability pension, respectively, 12 months before and 12 months after treatment discontinuation. RESULTS: A balanced cohort of 486 matched pairs was generated. The total direct and indirect costs were significantly higher among non-persistent patients already during the 12 months before index ($20,802 [18,335-23,429] vs. $16,600 [14,331-18,696]). However, while non-persistent patients increased their total direct and indirect costs, persistent patients significantly decreased the same, further widening the difference in costs during the 12-month period after index date ($22,161 [19,754-24,556] vs. $13,465 [11,415-15,729]). CONCLUSIONS: Among biologic-naïve Swedish IA patients treated with SC-TNFis, persistent patients incurred about 40% lower aggregated direct and indirect costs compared to non-persistent patients the year following SC-TNFi discontinuation. This highlights the impact of treatment persistence from an economic viewpoint, adding further aspects to the clinical perspective.


Assuntos
Antirreumáticos , Artrite Psoriásica , Artrite Reumatoide , Produtos Biológicos , Espondilite Anquilosante , Adalimumab/uso terapêutico , Adulto , Antirreumáticos/uso terapêutico , Artrite Psoriásica/tratamento farmacológico , Artrite Reumatoide/tratamento farmacológico , Produtos Biológicos/uso terapêutico , Etanercepte/uso terapêutico , Humanos , Estudos Retrospectivos , Espondilite Anquilosante/tratamento farmacológico , Inibidores do Fator de Necrose Tumoral , Fator de Necrose Tumoral alfa
11.
J Biomed Inform ; 125: 103976, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34906737

RESUMO

Broader patient-reported experiences in oncology are largely unknown due to the lack of available information from traditional data sources. Online health community data provide an exploratory way to uncover these experiences at a large scale. Analyzing these data can guide further studies towards understanding patients' needs and experiences. However, analysis of online health data is inherently difficult due to the unstructured nature of these data and the variety of ways information can be expressed over text. Specifically, subscribers may not disclose critical information such as the age of the patient in their posts. In fact, the number of health forum posts that explicitly mention the age of the patient is significantly lower than the number of posts that do not include this information in the Reddit r/Cancer health forum under consideration in the present paper. Health-focused studies often need to consider or control for age as a confounder, hence the importance of having sufficient age data. This paper presents a methodology that can help classify health forum posts according to four age groups (0-17, 18-39, 40-64 and 65 + years) even when the posts do not contain explicit mention of the age of the patient. First, the subset of the posts that include explicit mention of the age of the patient is identified. Second, the explicit age clues are removed from these posts and used to train the proposed age classifier. The resulting classifier is able to infer the age of the patient using only implicit age clues with an average true positive rate (TPR) of 71%. This TPR is comparable to the average TPR of 69% obtained from human annotations for the same set of posts.


Assuntos
Registros de Saúde Pessoal , Fatores Etários , Humanos
12.
Front Oncol ; 11: 689927, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34222017

RESUMO

In the US, the growing demand for precision medicine, particularly in oncology, continues to put pressure on the availability of genetic counselors to meet that demand. This is especially true in certain geographic locations due to the uneven distribution of genetic counselors throughout the US. To assess these disparities, access to genetic counselors of all specialties is explored by geography, cancer type, and social determinants of health. Geospatial technology was used to combine and analyze genetic counselor locations and cancer incidence at the county level across the US, with a particular focus on tumors associated with BRCA mutations including ovarian, pancreatic, prostate and breast. Access distributions were quantified, and associations with region, cancer type, and socioeconomic variables were investigated using correlational tests. Nationally, in 2020, there were 4,813 genetic counselors, or 1.49 genetic counselors per 100,000 people, varying between 0.17 to 5.7 per 100,000 at the state level. Seventy-one percent of U.S. residents live within a 30-minute drive-time to a genetic counselor. Drive-times, however, are not equally distributed across the country - while 82% of people in metropolitan areas are 30 minutes from a genetic counselor, only 6% of people in nonmetro areas live within 30 minutes' drive time. There are statistically significant differences in access across geographical regions, socioeconomics and cancer types. Access to genetic counselors for cancer patients differs across groups, including regional, socioeconomic, and cancer type. These findings highlight areas of the country that may benefit from increased genetic counseling provider supply, by increasing the number of genetic counselors in a region or by expanding the use of telegenetics a term used to describe virtual genetic counseling consults that occur via videoconference. Policy intervention to allow genetic counselors to bill for their services may be an effective route for increasing availability of genetic counselors' services However, genetic counselors in direct patient care settings also face other challenges such as salary, job satisfaction, job recognition, overwork/burnout, and appropriate administrative/clinical support, and addressing these issues should also be considered along with policy support. These results could support targeted policy reform and alternative service models to increase access to identified pockets of unmet need, such as telemedicine. Data and analysis are available to the public through an interactive dashboard.

13.
Artigo em Inglês | MEDLINE | ID: mdl-33199269

RESUMO

OBJECTIVE: To examine real-world treatment persistence, colectomy-free survival and treatment switching patterns in UK patients with ulcerative colitis (UC) prescribed golimumab or adalimumab. DESIGN: This was a retrospective chart review study in adult patients diagnosed with UC using data from 16 National Health Service sites in the UK. Patient records were included in the study if they had initiated first or second-line adalimumab or golimumab between 1 March 2016 and 30 September 2017 (index date). Subjects were required for ≥6 months post treatment initiation. Demographics, clinical characteristics, treatment-related data and colectomy data were extracted over a follow-up period of 6-12 months. Treatment persistence rate was the primary outcome. Colectomy-free survival and treatment switching were secondary outcomes. Outcomes were compared between treatments using χ2 tests and Fisher's exact test for categorical variables. The t-tests were used for continuous variables. Time-to-event variables were evaluated using Kaplan-Meier curves and log-rank tests. RESULTS: The study included a total of 183 patients (96 (52.5%) prescribed adalimumab; 87 (47.5%) golimumab), and patients were mostly first line (79.8%). Demographic and clinical characteristics were generally similar between treatment groups. Persistence rates within 12 months were 64.6% for adalimumab and 64.4% for golimumab (p=0.681). Overall, 20.2% switched to other therapy within 1 year, with 8.2% golimumab and 12.0% adalimumab switching to another biologic. Of patients prescribed adalimumab, 14.6% had ≥1 dose change, mainly dose escalations. In the 12 months post treatment initiation, 8.2% of patients underwent colectomy, with no significant difference in colectomy-free survival by treatment, p=0.73. CONCLUSION: This study provides evidence of clinical outcomes and real-world persistence for adalimumab and golimumab in UC. The persistence rates of both therapies were above 64.0% at 12 months following treatment initiation. In addition, the 1-year colectomy-free survival was relatively similar between the two treatments.


Assuntos
Colite Ulcerativa , Adalimumab/uso terapêutico , Adulto , Anticorpos Monoclonais , Colectomia , Colite Ulcerativa/tratamento farmacológico , Humanos , Estudos Retrospectivos , Medicina Estatal , Reino Unido/epidemiologia
14.
Adv Ther ; 37(9): 3746-3760, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32647910

RESUMO

INTRODUCTION: Subsequent lines of subcutaneous tumor necrosis factor alpha inhibitor (SC-TNFi) treatment may be well motivated in the management of rheumatoid arthritis (RA), ankylosing spondylitis (AS), and psoriatic arthritis (PsA)-collectively named inflammatory arthritis (IA). However, the costs associated with switching SC-TNFis are largely unknown. The objective of this retrospective observational study was to explore costs of healthcare resource utilization (HCRU) associated with switching SC-TNFi treatment among biologic-naïve Swedish patients with IA. METHODS: Using population-based register data, adult patients filling prescriptions between May 6, 2010 and December 31, 2014 for an SC-TNFi (adalimumab, etanercept, certolizumab, and golimumab) were included. Patients switching treatment (cyclers) were matched to treatment persistent patients on the basis of propensity score and follow-up time. HCRU-associated costs were captured and compared 12 months before and 12 months after the index date (defined as the date of the switch). RESULTS: A balanced cohort of 594 matched pairs was derived. Prior to the index date, cyclers had significantly higher non-treatment HCRU costs compared to persistent patients ($3815 [3498-4147] vs. $2900; 95%CI [2565-3256]). However, 12 months after the index date, cyclers had significantly increased their non-treatment HCRU costs while persistent patients lowered theirs ($822 [232-1490] vs. $- 313 [- 664-36]). This resulted in a statistically significant difference in difference of $1135 between the groups. CONCLUSIONS: In biologic-naïve patients treated with SC-TNFi for IA, cyclers significantly increased their non-treatment HCRU costs 12 months after switching treatment while persistent patients lowered their costs during the same time period. As these findings indicate that differences in treatment persistence may have an impact on costs, further research utilizing more comprehensive data sources in alternate settings is warranted.


Assuntos
Antirreumáticos/economia , Antirreumáticos/uso terapêutico , Artrite Reumatoide/tratamento farmacológico , Artrite Reumatoide/economia , Substituição de Medicamentos/economia , Fator de Necrose Tumoral alfa/economia , Fator de Necrose Tumoral alfa/uso terapêutico , Adalimumab/economia , Adalimumab/uso terapêutico , Adulto , Idoso , Idoso de 80 Anos ou mais , Anticorpos Monoclonais/economia , Anticorpos Monoclonais/uso terapêutico , Certolizumab Pegol/economia , Certolizumab Pegol/uso terapêutico , Estudos de Coortes , Substituição de Medicamentos/estatística & dados numéricos , Etanercepte/economia , Etanercepte/uso terapêutico , Feminino , Custos de Cuidados de Saúde/estatística & dados numéricos , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Suécia
15.
Artif Intell Med ; 102: 101771, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31980108

RESUMO

Our aim is to develop a machine learning (ML) model that can predict dementia in a general patient population from multiple health care institutions one year and three years prior to the onset of the disease without any additional monitoring or screening. The purpose of the model is to automate the cost-effective, non-invasive, digital pre-screening of patients at risk for dementia. Towards this purpose, routine care data, which is widely available through Electronic Medical Record (EMR) systems is used as a data source. These data embody a rich knowledge and make related medical applications easy to deploy at scale in a cost-effective manner. Specifically, the model is trained by using structured and unstructured data from three EMR data sets: diagnosis, prescriptions, and medical notes. Each of these three data sets is used to construct an individual model along with a combined model which is derived by using all three data sets. Human-interpretable data processing and ML techniques are selected in order to facilitate adoption of the proposed model by health care providers from multiple institutions. The results show that the combined model is generalizable across multiple institutions and is able to predict dementia within one year of its onset with an accuracy of nearly 80% despite the fact that it was trained using routine care data. Moreover, the analysis of the models identified important predictors for dementia. Some of these predictors (e.g., age and hypertensive disorders) are already confirmed by the literature while others, especially the ones derived from the unstructured medical notes, require further clinical analysis.


Assuntos
Demência/diagnóstico , Registros Eletrônicos de Saúde , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Análise Custo-Benefício , Prescrições de Medicamentos/estatística & dados numéricos , Registros Eletrônicos de Saúde/economia , Humanos , Hipertensão/complicações , Aprendizado de Máquina , Programas de Rastreamento , Pessoa de Meia-Idade , Modelos Teóricos , Testes Neuropsicológicos , Valor Preditivo dos Testes , Reprodutibilidade dos Testes , Fatores de Risco
16.
Eur J Health Econ ; 21(1): 45-54, 2020 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-31522361

RESUMO

OBJECTIVE: To estimate the impact of persistence on cost-effectiveness of subcutaneous tumor necrosis factor-α inhibitors (SC-TNFis) from healthcare and societal perspectives in a United Kingdom ankylosing spondylitis (AS) population using a recently published Markov cohort model. METHODS: A recently published cost-effectiveness model developed for a National Institute for health and Care Excellence appraisal was extended to fit the current study; in brief, it is a Markov cohort model where treatment responders continue from the trial period with maintenance SC-TNFi treatment, while non-responders transition to conventional care. Costs and effects were modeled for a hypothetical SC-TNFi with average efficacy and price. Model outcomes included quality-adjusted life-years (QALYs), total direct and indirect lifetime costs, and incremental cost-effectiveness ratios (ICERs). The cost-effectiveness of SC-TNFi persistence was estimated by decreasing the annual discontinuation probability in five percentage point increments from 25 to 5% per annum. RESULTS: From a health care perspective, the ICERs for the modeled discontinuation rates compared to the baseline annual discontinuation rate (25%) ranged between GBP 17,277 and GBP 18,161. From a societal perspective, increased discontinuation rates resulted in decreased total costs and higher QALYs; hence, lower discontinuation rates dominated higher discontinuation rates from a societal perspective. CONCLUSION: In conclusion, this study shows that, all else equal, higher SC-TNFi treatment persistence in AS is cost effective from a health care perspective and dominant from a societal perspective. Hence, all else equal, prescribing the SC-TNFi with the highest persistence may be considered a cost-effective strategy.


Assuntos
Adesão à Medicação/estatística & dados numéricos , Espondilite Anquilosante/tratamento farmacológico , Inibidores do Fator de Necrose Tumoral/economia , Inibidores do Fator de Necrose Tumoral/uso terapêutico , Análise Custo-Benefício , Feminino , Humanos , Injeções Subcutâneas , Masculino , Cadeias de Markov , Modelos Econométricos , Anos de Vida Ajustados por Qualidade de Vida , Índice de Gravidade de Doença , Inibidores do Fator de Necrose Tumoral/administração & dosagem , Reino Unido
17.
BMJ Open ; 9(5): e027456, 2019 05 28.
Artigo em Inglês | MEDLINE | ID: mdl-31142529

RESUMO

OBJECTIVES: To summarise real-world data from studies reporting golimumab persistence in European immune-mediated rheumatic disease (IMRD) populations and to report pooled estimates. DESIGN: Systematic literature review. DATA SOURCES: Relevant literature was identified through searching Medline and Embase via Ovid as well as the conference databases of European League Against Rheumatism and American College of Rheumatology-Association of Rheumatology Health Professionals. ELIGIBILITY CRITERIA: We screened records using predefined patients, interventions, comparators, outcomes and study design criteria. Eligible studies included reports of persistence among adult IMRD patients in Europe receiving treatment with subcutaneous golimumab. Clinical trials, randomised controlled trials, literature reviews, editorials, guidelines and studies with <20 patients receiving golimumab were excluded. DATA EXTRACTION AND SYNTHESIS: Following double screening by two independent reviewers, 27 studies out of 578 identified records were selected for inclusion and subsequent data extraction. Persistence was most commonly reported at 12and 24 months; hence, pooled persistence estimates were calculated for these two time points and reported according to indication. RESULTS: Persistence ranged between 58.1% (psoriatic arthritis (PsA) patients regardless of treatment line) and 75.7% (biological-naïve rheumatoid arthritis patients) at 12 months; at 24 months, the range was 43% (axial spondyloarthritis (AxSpA) patients regardless of treatment line) and 69.6% (biological-naïve PsA patients). On the basis of data from 12 studies, persistence with golimumab treatment was either significantly higher or not significantly different from other tumour necrosis factor inhibitors (TNFi). CONCLUSIONS: Golimumab persistence at 24 months approximates 50%, with a lower persistence among AxSpA (43%) patients. However, as the number of studies in these populations was low, they warrant further research. In 12 studies comparing various TNFi treatments, golimumab was shown to have significantly better or equal persistence to its comparators.


Assuntos
Anticorpos Monoclonais/uso terapêutico , Doenças Reumáticas/tratamento farmacológico , Anticorpos Monoclonais/imunologia , Antirreumáticos/imunologia , Antirreumáticos/uso terapêutico , Europa (Continente) , Humanos , Sistema de Registros , Doenças Reumáticas/imunologia , Resultado do Tratamento
18.
JAAPA ; 31(4): 36-41, 2018 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-30973532

RESUMO

OBJECTIVE: To determine whether patients attending an urban STI clinic can accurately identify the STIs for which they were tested. METHODS: Participants completed a self-administered survey assessing demographics, reason for visit, perceived STI testing performed, and patient satisfaction. Chart review was conducted for verification of STI testing. RESULTS: 40.7% of participants were able to correctly identify the STIs for which they had been tested. Education level greater than a high school diploma was significantly associated with a patient's ability to correctly identify tests performed. CONCLUSIONS: Patients presenting to STI clinics are generally unaware of which STI tests were done. Providers performing STI testing should inform patients of all tests performed, as well as common STIs for which they have not been tested.


Assuntos
Instituições de Assistência Ambulatorial , Comportamentos Relacionados com a Saúde , Conhecimento , Programas de Rastreamento/psicologia , Pacientes/psicologia , Infecções Sexualmente Transmissíveis/diagnóstico , Infecções Sexualmente Transmissíveis/psicologia , Serviços Urbanos de Saúde , Adolescente , Adulto , Escolaridade , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Satisfação do Paciente , Infecções Sexualmente Transmissíveis/prevenção & controle , Inquéritos e Questionários , Adulto Jovem
19.
Rheumatol Int ; 37(12): 2049-2058, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-28975392

RESUMO

The objective of this study was to describe treatment persistence with second-line subcutaneous tumor necrosis factor-alpha inhibitors (SC-TNFis) in patients with immune-mediated rheumatic diseases (IMRDs) in Sweden, and the impact of non-persistence on healthcare costs. This retrospective observational study was based on Swedish national health register data. Adults were identified through filled prescriptions for adalimumab (ADA), etanercept (ETA), certolizumab pegol (CZP) and golimumab (GLM). Persistence was estimated over 3 years for propensity score-matched (PSM) cohorts using non-parametric survival analysis. Unadjusted comparisons of costs comprised specialized outpatient care, inpatient care, and medication. In total, N = 845 patients were identified and three PSM cohorts were generated (GLM vs. ADA, ETA, and CZP, respectively). GLM exhibited higher persistence than ADA over the study period (p = 0.040), and numerically higher persistence than ETA and CZP for 36 and 30 months, respectively. Persistent and non-persistent patients had similar mean total cost at 12 month pre-treatment ($5185 vs. $5064, p = 0.750). During the 12 month post-treatment initiation, persistent patients had lower mean total costs ($4377 vs. $6605), corresponding to a cost difference of $2228 (p < 0.001). In second-line treatment with SC-TNFis for IMRDs in Sweden, GLM exhibited significantly higher persistence than ADA over the course of the study. Similarly, GLM showed numerically higher persistence than ETA and CZP, which is concurrent with results observed in first-line SC-TNFi treatment. Considering the lower healthcare costs for persistent patients, the choice of second-line SC-TNFi among eligible patients may merit careful consideration given its impact on patients and payers.


Assuntos
Custos de Cuidados de Saúde/estatística & dados numéricos , Adesão à Medicação/estatística & dados numéricos , Doenças Reumáticas/tratamento farmacológico , Doenças Reumáticas/economia , Fator de Necrose Tumoral alfa/uso terapêutico , Adulto , Idoso , Produtos Biológicos/economia , Produtos Biológicos/uso terapêutico , Substituição de Medicamentos/economia , Feminino , Humanos , Estimativa de Kaplan-Meier , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Sistema de Registros , Estudos Retrospectivos , Fatores de Tempo , Fator de Necrose Tumoral alfa/economia
20.
PLoS One ; 12(4): e0175826, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28410403

RESUMO

OBJECTIVES: This study examined gastroenterologists' motivation for prescribing biosimilars, assessed their treatment preferences in relation to prescribing behaviour, and explored patient attitudes to biosimilars. METHODS: Data were taken from the Adelphi Real World Biosimilars Programme, a real-world, cross-sectional study undertaken in 2015-2016 with German gastroenterologists and patients with ulcerative colitis or Crohn's disease. Gastroenterologists provided data on their prescribing behaviour and attitudes towards biosimilars, and invited the next eight eligible consecutive consulting patients to complete a detailed questionnaire. For analysis, gastroenterologists were split into 'Investigative', 'Conservative', and 'Other' groups. RESULTS: Overall, 25 gastroenterologists and 136 patients participated. Biosimilars accounted for <15% of all biologic therapies and >80% of gastroenterologists would prescribe a bio-originator rather than biosimilar as 1st line therapy if unrestricted. Patients showed some reluctance to accept biosimilars, although of those receiving biosimilars, 79% were satisfied with the current treatment of their condition, and 69% were satisfied with the control of symptoms. Although at least 35% of patients in each analysis group reported no concerns when starting treatment with a bio-originator or biosimilar, 41% of previously biologic-naïve patients prescribed a biosimilar indicated potential side effects and potential long-term problems, and 24% not knowing enough about the drug, as concerns. CONCLUSION: Results demonstrate that there is reluctance from patients to accept biosimilars and the need to further educate patients who are unsure to allow them to be involved in decision making, highlighting the importance of patient and physician communication. There remains a need for further research into non-clinical switching and the long term impact of prescribing biosimilars.


Assuntos
Anticorpos Monoclonais/uso terapêutico , Medicamentos Biossimilares/uso terapêutico , Colite Ulcerativa/tratamento farmacológico , Doença de Crohn/tratamento farmacológico , Gastroenterologistas/psicologia , Satisfação do Paciente , Atitude , Estudos Transversais , Prescrições de Medicamentos , Alemanha , Humanos , Inquéritos e Questionários
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