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Shields RK, Cheng WY, Kponee-Shovein K, Indacochea D, Gao C, Kuwer F, Joshi AV, Mitrani-Gold FS, Schwab P, Ferrinho D, Mahendran M, Pinheiro L, Royer J, Preib MT, Han J, Colgan R. Development of Predictive Models to Inform a Novel Risk Categorization Framework for Antibiotic Resistance in E. coli-Causing Uncomplicated Urinary Tract Infection. Clin Infect Dis 2024:ciae171. [PMID: 38573310 DOI: 10.1093/cid/ciae171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 03/18/2024] [Accepted: 03/22/2024] [Indexed: 04/05/2024] Open
Abstract
BACKGROUND In clinical practice, challenges in identifying patients with uncomplicated urinary tract infections (uUTIs) at risk of antibiotic non-susceptibility may lead to inappropriate prescribing and contribute to antibiotic resistance. We developed predictive models to quantify risk of non-susceptibility to four commonly prescribed antibiotic classes for uUTI, identify predictors of non-susceptibility to each class, and construct a corresponding risk categorization framework for non-susceptibility. METHODS Eligible females aged ≥12 years with E. coli-caused uUTI were identified from Optum's de-identified Electronic Health Record dataset (10/1/2015‒2/29/2020). Four predictive models were developed to predict non-susceptibility to each antibiotic class and a risk categorization framework was developed to classify patients' isolates as low, moderate, and high risk of non-susceptibility to each antibiotic class. RESULTS Predictive models were developed among 87487 patients. Key predictors of having a non-susceptible isolate to ≥3 antibiotic classes included number of previous UTI episodes, prior β-lactam non-susceptibility, prior fluoroquinolone treatment, census bureau region, and race. The risk categorization framework classified 8.1%, 14.4%, 17.4%, and 6.3% of patients as having isolates at high risk of non-susceptibility to nitrofurantoin, trimethoprim-sulfamethoxazole, β-lactams, and fluoroquinolones, respectively. Across classes, the proportion of patients categorized as having high-risk isolates was 3-12 folds higher among patients with non-susceptible isolates versus susceptible isolates. CONCLUSIONS Our predictive models highlight factors that increase risk of non-susceptibility to antibiotics for uUTIs, while the risk categorization framework contextualizes risk of non-susceptibility to these treatments. Our findings provide valuable insight to clinicians treating uUTIs and may help inform empiric prescribing in this population.
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Affiliation(s)
- Ryan K Shields
- Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | | | | | | | - Chi Gao
- Analysis Group, Inc., Boston, Massachusetts, USA
| | | | | | | | | | | | | | | | - Jimmy Royer
- Analysis Group, Inc., Boston, Massachusetts, USA
| | | | | | - Richard Colgan
- University of Maryland School of Medicine, Baltimore, Maryland, USA
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Fromer DL, Cheng WY, Gao C, Mahendran M, Hilts A, Duh MS, Joshi AV, Mulgirigama A, Mitrani-Gold FS. Likelihood of Antimicrobial Resistance in Urinary E coli Isolates among US Female Patients with Recurrent vs Non-Recurrent Uncomplicated Urinary Tract Infection. Urology 2024:S0090-4295(24)00150-X. [PMID: 38467284 DOI: 10.1016/j.urology.2024.02.047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 02/20/2024] [Accepted: 02/29/2024] [Indexed: 03/13/2024]
Abstract
OBJECTIVE To assess the relative likelihood of antimicrobial resistance (AMR) and multi-drug resistance (MDR) among E coli isolates from outpatients with recurrent versus non-recurrent uncomplicated urinary tract infection (uUTI). METHODS In this retrospective observational US cohort study, female outpatients (≥12 years) with uUTI, positive E coli culture, and treated with ≥1 oral antibiotic within ±5 days of diagnosis were grouped into recurrent and non-recurrent uUTI cohorts per their UTI history (past 12 months). AMR to specific drug classes was evaluated at index. Univariable and multivariable logistic regression models estimated the likelihood of not-susceptible E coli isolates (AMR/MDR) among patients with recurrent uUTI versus non-recurrent uUTI. RESULTS Recurrent (N = 12,234) and non-recurrent (N = 68,033) uUTI cohorts had similar distributions (race, ethnicity, region). Patients with recurrent uUTI had a higher prevalence of E coli resistance to trimethoprim-sulfamethoxazole (21.8% vs 18.7%) and fluoroquinolones (14.2% vs 8.6%), and more isolates were extended-spectrum β-lactamase-producing (5.9% vs 4.1%) compared to non-recurrent uUTI patients. Patients with recurrent uUTI had a higher likelihood (odds ratio [95% confidence interval]) of any AMR (1.28 [1.22-1.34]), single drug-class resistance (1.18 [1.12-1.24]), and resistance to 2 (1.53 [1.41-1.67]) or ≥3 drug classes (1.70 [1.48-1.96]) (all P <.001). CONCLUSION This study delineated the likelihood of AMR and MDR among E coli isolates from patients with recurrent versus non-recurrent uUTI. While some treatment guidelines support empiric therapy in recurrent uUTI, the increased likelihood of resistance among these patients suggests that culture and susceptibility testing should be undertaken to inform recurrent uUTI treatment.
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Affiliation(s)
| | | | - Chi Gao
- Analysis Group, Inc., Boston, MA
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Hansel NN, Abbott CB, Averell CM, Germain G, Laliberté F, Mahendran M, Duh MS, Settipane RA. Real-world users of triple therapy for asthma in the US. Am J Manag Care 2024; 30:74-81. [PMID: 38381542 DOI: 10.37765/ajmc.2024.89494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/23/2024]
Abstract
OBJECTIVES For patients with asthma who remain symptomatic on a medium-dose inhaled corticosteroid/long-acting β2 agonist, addition of a long-acting muscarinic antagonist as a supplementary controller is a recommended option. However, real-world data on the characteristics and treatment patterns of these patients are limited. This study described the demographics and clinical characteristics of new users of single- or multiple-inhaler triple therapy and treatment patterns preceding triple-therapy initiation. STUDY DESIGN This retrospective cohort study used medical and pharmacy claims data from the IQVIA PharMetrics Plus database. METHODS The study population comprised adults with asthma with or without chronic obstructive pulmonary disease (COPD) initiating triple therapy with single-inhaler fluticasone furoate/umeclidinium/vilanterol (FF/UMEC/VI; 100/62.5/25 μg) or multiple-inhaler triple therapy (MITT) between September 18, 2017, and September 30, 2019. Demographics, clinical characteristics, and treatment patterns in the 12 months preceding triple-therapy initiation were described (baseline period). RESULTS A total of 12,395 patients were included. Among FF/UMEC/VI initiators with asthma (n = 1301), the mean age was 49.0 years and 59.3% were women. During the baseline period, 81.5% of patients used controller therapy, 94.7% used rescue medications, and 42.0% reported at least 1 asthma-related exacerbation; the annual mean exacerbation rate was 0.96. Similar trends were observed among patients with asthma initiating MITT and patients with comorbid asthma-COPD initiating FF/UMEC/VI or MITT. CONCLUSION In real-world practice, triple therapy is often utilized following other asthma controller medication use. High disease burden, as evidenced by substantial use of rescue medications and continued asthma-related exacerbations, suggests that patients may not have achieved adequate asthma control prior to triple-therapy initiation.
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Cheng WY, Fishman J, Yenikomshian M, Mahendran M, Kunzweiler C, Vu JD, Duh MS. Dosing Patterns of Patients with Paroxysmal Nocturnal Hemoglobinuria Treated with Ravulizumab in the United States: A Retrospective Claims-Based Analysis. Adv Ther 2024; 41:413-430. [PMID: 37999832 PMCID: PMC10796480 DOI: 10.1007/s12325-023-02725-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 10/30/2023] [Indexed: 11/25/2023]
Abstract
INTRODUCTION Complement factor 5 inhibitors eculizumab and, recently, ravulizumab are standard therapies for paroxysmal nocturnal hemoglobinuria (PNH). However, some patients experience suboptimal response and may benefit from dosage adjustments. Ravulizumab is administered less frequently than eculizumab on the basis of patient's body weight. This retrospective analysis of insurance claims investigated ravulizumab dosing patterns among patients with PNH from the USA. METHODS Patients aged ≥ 12 years with ≥ 2 ravulizumab infusions between June 21, 2019 and May 6, 2021, and ≥ 6 months of continuous clinical activity prior to first ravulizumab infusion (index date) were identified from the Symphony Health Integrated Dataverse (IDV®) database. Observed mean (standard deviation, SD) ravulizumab doses administered were reported and stratified by previous eculizumab use. Scenarios adjusting for patients' body weights (unavailable in Symphony Health IDV) based on the US general population distribution were performed to estimate percentages of patients receiving label-recommended doses. RESULTS Among 433 patients (mean [SD] age 47 [17] years), the mean (SD) loading dose was 3316.3 (2931.7) mg, greater than the maximal label-recommended loading dose (3000 mg for patients ≥ 100 kg). The mean (SD) loading doses were 3581.3 (3673.7) mg for eculizumab-naive versus 3093.1 (2096.8) mg for eculizumab-experienced patients. Over a mean (SD) treatment period of 11.8 (6.9) months, the mean (SD) average maintenance dose was 3403.7 (1024.4) mg, falling between label-recommended maintenance dose categories (3300 mg for ≥ 60 to < 100 kg; 3600 mg for ≥ 100 kg). Estimated percentages of patients receiving label-recommended loading and maintenance doses were 23.1% and 39.2%, respectively; 59.1% and 28.4% were estimated to receive above label-recommended loading and average maintenance doses, respectively. CONCLUSION Although limited by missing clinical characteristics including body weight, this study of ravulizumab dosing patterns in patients with PNH identified potential deviations from label-recommended dosing, warranting further investigations of treatment response to complement inhibitors in PNH.
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Affiliation(s)
- Wendy Y Cheng
- Analysis Group, Inc., 111 Huntington Ave, 14th Floor, Boston, MA, USA
| | | | | | - Malena Mahendran
- Analysis Group, Inc., 111 Huntington Ave, 14th Floor, Boston, MA, USA
| | - Colin Kunzweiler
- Analysis Group, Inc., 111 Huntington Ave, 14th Floor, Boston, MA, USA
| | - Jensen Duy Vu
- Analysis Group, Inc., 111 Huntington Ave, 14th Floor, Boston, MA, USA
| | - Mei Sheng Duh
- Analysis Group, Inc., 111 Huntington Ave, 14th Floor, Boston, MA, USA.
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May DM, Neul J, Piña-Garza JE, Kponee-Shovein K, Satija A, Mahendran M, Downes N, Sheng K, Lema N, Boca A, Lefebvre P, Abler V, Youakim JM, Cheng WY. Gastrointestinal manifestations in pediatric and adult patients with Rett syndrome: an analysis of US claims and physician survey data. J Comp Eff Res 2024; 13:e230054. [PMID: 37971297 PMCID: PMC10842289 DOI: 10.57264/cer-2023-0054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 10/31/2023] [Indexed: 11/19/2023] Open
Abstract
Aim: Patients with Rett syndrome (RTT) experience gastrointestinal (GI) manifestations. This study aimed to describe the prevalence of GI manifestations and the associated medical costs in patients with RTT in the USA. Patients & Methods: The study combined an insurance claims database analysis with a survey of 100 physicians experienced in RTT management. Results: GI manifestations affected 43.0% of 5940 patients, with increased prevalence in pediatric patients (45.6%) relative to adult patients (40.2%). Annualized mean medical cost of managing GI manifestations was $4473. Only 5.9-8.2% of neurologists and pediatricians ranked GI symptom management among the five most important treatment goals. Conclusion: Patients with RTT experience a high burden of GI manifestations, which translate to considerable medical costs. Importantly, the prevalence of GI manifestations was likely underestimated in this study, as only those symptoms which resulted in a healthcare encounter were captured.
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Affiliation(s)
- Damian M May
- Acadia Pharmaceuticals Inc., San Diego, CA 92130, USA
| | - Jeffrey Neul
- Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | | | | | | | | | | | | | - Neema Lema
- Analysis Group, Inc., Menlo Park, CA 94025, USA
| | - Andra Boca
- Analysis Group, Inc., Boston, MA 02199, USA
| | | | - Victor Abler
- Acadia Pharmaceuticals Inc., San Diego, CA 92130, USA
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Bogart M, Germain G, Laliberté F, Mahendran M, Duh MS, DiRocco K, Noorduyn SG, Paczkowski R, Balkissoon R. Real-World Study of Single-Inhaler Triple Therapy with Fluticasone Furoate/Umeclidinium/Vilanterol on Asthma Control in the US. J Asthma Allergy 2023; 16:1309-1322. [PMID: 38058516 PMCID: PMC10697089 DOI: 10.2147/jaa.s424055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 11/07/2023] [Indexed: 12/08/2023] Open
Abstract
Purpose Real-world asthma control data among patients initiating fluticasone furoate/umeclidinium/vilanterol (FF/UMEC/VI) are limited. This study assessed rescue medication use and asthma-related exacerbations in patients with asthma before and after initiating single-inhaler FF/UMEC/VI using administrative claims data. Patients and Methods This retrospective, pre-post cohort study analyzed data from the IQVIA PharMetrics Plus database (September 18, 2016‒March 31, 2020). Patients aged ≥18 years that had ≥1 dispensing of single-inhaler FF/UMEC/VI 100/62.5/25 mcg (first dispensing = index date), ≥12 months of continuous health insurance enrollment prior to (pre-treatment) and following (post-treatment) FF/UMEC/VI initiation and ≥1 diagnosis of asthma during the pre-treatment period or on the index date were included. The primary endpoint was the number of oral corticosteroid (OCS) dispensings per patient per year during pre- and post-treatment periods. Secondary endpoints included asthma-related exacerbation rates and short-acting β2-agonist (SABA) use. Comparisons between pre- and post-treatment periods were made using risk and rate ratios. Results Overall, 890 patients with asthma initiating treatment with FF/UMEC/VI were included. The most recently dispensed controller medications prior to FF/UMEC/VI initiation were inhaled corticosteroids/long-acting β2-agonists (33.5%) and leukotriene modifiers (33.0%). Patients had a 29% reduction in the number of OCS dispensings (rate ratio [95% confidence interval (CI)]: 0.71 [0.65, 0.77], P < 0.001) during post-treatment versus pre-treatment, with a 23% reduction in the proportion of patients with ≥1 OCS dispensing post-treatment (risk ratio [95% CI]: 0.77 [0.73, 0.82], P < 0.001). Significant reductions in rates (rate ratio [95% CI]) of asthma-related exacerbations (0.59 [0.52, 0.67], P < 0.001) and SABA use (0.80 [0.74, 0.86], P < 0.001) were also observed. Conclusion In this real-world study, patients with asthma had significantly lower OCS use, asthma-related exacerbations, and SABA use following treatment initiation with FF/UMEC/VI compared with their pre-treatment period. These results suggest better asthma control following initiation of FF/UMEC/VI in a routine clinical practice setting.
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Affiliation(s)
- Michael Bogart
- U.S. Value Evidence and Outcomes, R&D U.S., GSK, Research Triangle Park, Durham, NC, USA
| | | | | | | | | | | | - Stephen G Noorduyn
- Global Value Evidence and Outcomes, GSK, Mississauga, ON, Canada
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, ON, Canada
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Jain R, Laliberté F, Germain G, Mahendran M, Higa S, Harrington A, Parikh M. Treatment patterns, health care resource utilization, and costs associated with use of atypical antipsychotics as first vs subsequent adjunctive treatment in major depressive disorder. J Manag Care Spec Pharm 2023; 29:896-906. [PMID: 37523314 PMCID: PMC10397325 DOI: 10.18553/jmcp.2023.29.8.896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/02/2023]
Abstract
BACKGROUND: Major depressive disorder (MDD) is a highly prevalent mental health condition associated with substantial economic burden. Inadequate response to first-line antidepressant monotherapy is common, with most patients requiring 1 or more changes in their treatment regimen. Adjunctive treatment with atypical antipsychotics (AAs) is a guideline-recommended treatment option in patients with inadequate response. However, patients often cycle through multiple treatments before receiving adjunctive AAs, and the economic impact of this delay is unknown. OBJECTIVE: To describe adjunctive treatment patterns among patients with MDD and compare health care resource utilization (HCRU) and costs between patients whose first adjunctive therapy included an AA and those who received an AA after other adjunctive treatments. METHODS: The Merative MarketScan Commercial Database (January 1, 2014, to June 30, 2019) was used to identify patients with administrative claims meeting the following inclusion criteria: adults with newly diagnosed MDD (first observed MDD diagnosis = index diagnosis date); continuous health insurance for at least 6 months pre-index and at least 3 months post-index; and initiation of MDD treatment within 60 days post-index. Lines of therapy (LOTs), HCRU, and costs were analyzed in patients who received AA adjunctive therapy, including those who initiated AAs as the first adjunctive treatment and those who initiated AAs as subsequent adjunctive treatment. RESULTS: Of 508,830 patients meeting inclusion criteria, 121,060 (24%) received adjunctive treatment and 20,797 (4%) received an AA as adjunctive therapy. Mean time to adjunctive therapy initiation was approximately 7.3 months for AA adjunctive therapy. Patients who initiated an AA as their first adjunctive therapy compared with patients who initiated an AA as their subsequent adjunctive therapy had fewer LOTs on average (0.9 LOTs vs 3.9 LOTs) and shorter time between index diagnosis date and initiation of an AA (5 months vs 12 months). Subsequent AA initiators had significantly greater HCRU than first AA initiators (driven primarily by outpatient visits) and incurred significantly higher total health care costs, with mean all-cause and mental health-related health care cost differences per patient per year of $2,441 and $1,762, respectively (both P < 0.05). CONCLUSIONS: Less than 5% of patients in this study received an adjunctive AA as part of their MDD treatment regimen, suggesting underutilization of this recommended therapeutic approach. Patients who received an AA as their first adjunctive treatment regimen had lower HCRU and health care costs than subsequent AA initiators. Along with published evidence of clinical benefits, this potential impact on economic burden should be considered when making treatment choices for patients with inadequate response to antidepressants.
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Affiliation(s)
- Rakesh Jain
- Texas Tech University School of Medicine, Austin
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Priest J, Germain G, Laliberté F, Duh MS, Mahendran M, Fakih I, Oglesby A. Comparing Real-World Healthcare Costs Associated with Single-Tablet Regimens for HIV-1: The 2-Drug Regimen Dolutegravir/Lamivudine vs. Standard 3- or 4-Drug Regimens. Infect Dis Ther 2023; 12:2117-2133. [PMID: 37552426 PMCID: PMC10505118 DOI: 10.1007/s40121-023-00848-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 07/14/2023] [Indexed: 08/09/2023] Open
Abstract
INTRODUCTION Dolutegravir/lamivudine (DTG/3TC) is a 2-drug regimen for HIV-1 treatment with long-term efficacy and good tolerability comparable to 3- or 4-drug regimens. This study evaluated DTG/3TC cost versus other standard single-tablet regimens during its first year of approval. METHODS This retrospective study analyzed US claims data from adults with HIV-1. Eligibility criteria included ≥ 1 dispensing of DTG/3TC, DTG/abacavir (ABC)/3TC, bictegravir/emtricitabine/tenofovir alafenamide (BIC/FTC/TAF), elvitegravir (EVG)/cobicistat (COBI)/FTC/TAF, and darunavir (DRV)/COBI/FTC/TAF (index date was first dispensing) and ≥ 6 months of continuous eligibility before index date (baseline period). All-cause and HIV-related healthcare costs were evaluated during the observation period (index date until earliest of end of continuous eligibility or data availability). Adjusted cost differences and adjusted cost ratios were estimated using multivariable regression models controlling for differences in baseline characteristics between cohorts. RESULTS Overall, 22,061 individuals with HIV-1 and dispensed treatment with DTG/3TC (n = 590), DTG/ABC/3TC (n = 4355), BIC/FTC/TAF (n = 9068), EVG/COBI/FTC/TAF (n = 7081), or DRV/COBI/FTC/TAF (n = 967) were included. Most claims data were from men (mean age ~ 46 years). Mean unadjusted all-cause total healthcare costs per patient per month were significantly lower for DTG/3TC versus BIC/FTC/TAF and DRV/COBI/FTC/TAF, and mean unadjusted HIV-related healthcare costs per patient per month were significantly lower for DTG/3TC versus DRV/COBI/FTC/TAF. Cost differences were primarily driven by significantly lower pharmacy costs for DTG/3TC versus other regimens (P < 0.001), while medical costs were similar across cohorts. Results were similar among treatment-naive and treatment-experienced individuals. After adjusting for baseline covariates, significant adjusted cost differences were generally consistent with unadjusted findings. Adjusted cost ratios generally favored DTG/3TC for all-cause healthcare and HIV-related costs, with all pharmacy cost ratios favoring DTG/3TC (P < 0.001). CONCLUSION Dolutegravir/lamivudine had the lowest healthcare costs of BIC/FTC/TAF, EVG/COBI/FTC/TAF, and DRV/COBI/FTC/TAF, and the lowest pharmacy costs of all regimens, in unadjusted and adjusted analyses and by treatment experience, supporting the economic benefits of DTG/3TC as an initial or switch regimen for HIV-1.
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Affiliation(s)
- Julie Priest
- Global Health Outcomes, ViiV Healthcare, 406 Blackwell Street, Suite 300, Durham, NC, 27701, USA.
| | - Guillaume Germain
- Groupe d'analyse Ltée, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - François Laliberté
- Groupe d'analyse Ltée, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - Mei Sheng Duh
- Analysis Group Inc, 111 Huntington Avenue, 14th Floor, Boston, MA, 02199, USA
| | - Malena Mahendran
- Groupe d'analyse Ltée, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - Iman Fakih
- Groupe d'analyse Ltée, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - Alan Oglesby
- Global Health Outcomes, ViiV Healthcare, 406 Blackwell Street, Suite 300, Durham, NC, 27701, USA
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May D, Kponee-Shovein K, Mahendran M, Downes N, Sheng K, Lefebvre P, Cheng WY. Epidemiology and patient journey of Rett syndrome in the United States: a real-world evidence study. BMC Neurol 2023; 23:141. [PMID: 37016355 PMCID: PMC10071755 DOI: 10.1186/s12883-023-03181-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 03/24/2023] [Indexed: 04/06/2023] Open
Abstract
BACKGROUND Rett syndrome (RTT) is a neurodevelopmental disorder that almost exclusively affects females and is associated with high clinical burden. However, literature characterizing the real-world journey of patients with RTT is limited. This study provided an overview of the epidemiology, patient characteristics, clinical manifestations, healthcare resource utilization (HRU), costs, and treatment patterns of patients with RTT in the US. METHODS IQVIA™ Medical Claims Data and Longitudinal Prescription Data (11/01/2016-10/31/2019) were used to identify female patients with RTT, with the first observed diagnosis defined as the index date. Annual incidence and prevalence of RTT were assessed over the entire study period; clinical manifestations, all-cause and RTT-related HRU and costs, and treatment patterns were evaluated during the observation period-from the index date to end of clinical activity or end of data availability, whichever occurred first. Results were further stratified into pediatric (< 18 years) and adult (≥ 18 years) subgroups. RESULTS In 2019, prevalence and incidence of RTT was 0.32 and 0.23 per 10,000 enrollees, respectively. Among 5,940 female patients (pediatric: 3,078; adult: 2,862) with mean observation period of 2.04 years, the most prevalent clinical manifestations were neurological disorders (72.8%), gastrointestinal/nutritional disorders (41.9%), and orthopedic disorders (34.6%). The incidence rate of all-cause HRU was 44.43 visits per-patient-per-year and RTT-related HRU comprised 47% of all-cause HRU. Mean all-cause healthcare costs were $40,326 per-patient-per-year, with medical costs driven by home/hospice care visits, therapeutic services, outpatient visits, and inpatient visits. RTT-related healthcare costs comprised 45% of all-cause healthcare costs. The most prevalent supportive therapy and pharmacologic agent were feeding assistance (37.9%) and antiepileptic drugs (54.8%), respectively. Trends were similar by subgroup; although, rates of HRU were generally higher among pediatric patients relative to adult patients (all-cause: 52.43 and 35.86, respectively), which translated into higher mean healthcare costs (all-cause: $45,718 and $34,548, respectively). CONCLUSIONS Patients with RTT have substantial disease burden, including prevalent clinical manifestations, high rates of HRU and annual healthcare costs, and reliance on pharmacologic and supportive therapies. These findings underscore the unmet need for effective therapies to target the multifactorial manifestations of RTT.
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Affiliation(s)
- Damian May
- Acadia Pharmaceuticals Inc., 12830 El Camino Real, Ste. 400, San Diego, CA, 92130, USA.
| | - Kalé Kponee-Shovein
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Malena Mahendran
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Nathaniel Downes
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Kristy Sheng
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Patrick Lefebvre
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Wendy Y Cheng
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
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10
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Ferdinand KC, Sadik K, Browne R, Desai U, Lefebvre P, Lejeune D, Mahendran M, Laliberté F, Matay L, Armstrong DG. Real-World Racial Variation in Treatment and Outcomes Among Patients with Peripheral Artery Disease. Adv Ther 2023; 40:1850-1866. [PMID: 36877443 PMCID: PMC10070216 DOI: 10.1007/s12325-023-02465-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 02/14/2023] [Indexed: 03/07/2023]
Abstract
INTRODUCTION Prior studies have found considerable disparities in prevalence and outcomes for patients with peripheral arterial disease (PAD). This study compared rates of diagnostic testing, treatment patterns, and outcomes after diagnosis of PAD among commercially insured Black and White patients in the United States. METHODS Optum's de-identified Clinformatics® Data Mart Database (1/2016-6/2021) were used to identify Black and White patients with PAD; first PAD diagnosis was deemed study index date. Baseline demographics, markers of disease severity, and healthcare costs were compared between cohorts. Patterns of medical management and rates of major adverse limb events (MALE; including acute or chronic limb ischemia, lower-limb amputation) and cardiovascular (CV) events (stroke, myocardial infarction) during the available follow-up period were described. Outcomes were compared between cohorts using multinomial logistic regression models, Kaplan-Meier survival analysis, and Cox proportional hazards models. RESULTS A total of 669,939 patients were identified, with 454,382 White patients and 96,162 Black patients. Black patients were younger on average (71.8 years vs. 74.2 years), but had higher comorbid burden, concomitant risk factors, and CV medication use at baseline. Prevalence of diagnostic testing, revascularization procedures, and medication use was numerically higher among Black patients. Black patients were also more likely than the White patients to receive medical therapy without a revascularization procedure [adjusted odds ratio with 95% confidence interval (CI) = 1.47 (1.44-1.49)]. However, Black patients with PAD had higher incidence of MALE and CV events than White patients [adjusted hazard ratio for composite event (95% CI) = 1.13, (1.11-1.15)]. Except myocardial infarction, the hazards of individual components of MALE and CV events were also significantly higher among Black patients with PAD. CONCLUSIONS Results of this real-world study suggest that Black patients with PAD have higher disease severity at the time of diagnosis and are at increased risk of experiencing adverse outcomes following diagnosis.
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Affiliation(s)
| | - Kay Sadik
- Janssen Scientific Affairs, LLC, Titusville, NJ, USA
| | | | - Urvi Desai
- Analysis Group, Inc., 111 Huntington Avenue, 14th Floor, Boston, MA, 02199, USA.
| | | | | | | | | | - Lisa Matay
- Analysis Group, Inc., 111 Huntington Avenue, 14th Floor, Boston, MA, 02199, USA
| | - David G Armstrong
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
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11
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Sharmili P, Rajesh S, Mahendran M, Saravanakumar S, Abirami G, Sivakami A, Chokkalingam R. Rheometric and stability analysis of additive infused magnetorheological fluids: a comparative study. Eur Phys J E Soft Matter 2023; 46:6. [PMID: 36780045 DOI: 10.1140/epje/s10189-023-00262-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 01/17/2023] [Indexed: 06/18/2023]
Abstract
Magnetorheological fluid (MRF) is a smart responsive fluid, when exposed to the magnetic field, reflects a noticeable transformation in fluid viscosity due to the presence of field responsive particles in the fluid. MRF has been utilized in variety of applications, which despite possess significant concerns regarding on sedimentation due to the density mismatch between the carrier fluid and the suspended magnetic particles. To improve the resistance of rapid sedimentation, this research aims to incorporate one of the component (additive/surfactants) blended into the fluid. The objective of the study focuses to determine the efficient incorporate-infused fluid for further application and sedimentation resistance. In this study, MRF is infused with siloxane, lithium, oleic acid and SDBS (Sodium Dodecyl Benzene Sulfonate) as additive and surfactants along with silicon oil as a carrier fluid. The significant repercussion parameters such as rheology behavior of the samples, temperature and particle sedimentation has been examined and interpreted. Substantially, the effective sample and performance has been comprehended with the insightful comparative results obtained.
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Affiliation(s)
- P Sharmili
- Department of Physics, Kalasalingam Academy of Research and Education, Krishnankoil, Virudhunagar, Tamil Nadu, 626126, India
| | - S Rajesh
- Department of Mechanical Engineering, Kalasalingam Academy of Research and Education, Krishnankoil, Virudhunagar, Tamil Nadu, 626126, India
| | - M Mahendran
- Department of Physics, Thiagarajar College of Engineering, Madurai, 625015, India
| | - S Saravanakumar
- Department of Physics, Kalasalingam Academy of Research and Education, Krishnankoil, Virudhunagar, Tamil Nadu, 626126, India.
| | - G Abirami
- CIndA, University of Huddersfield, Huddersfield, HD1 3DH, UK
| | - A Sivakami
- Department of Physics, Malla Reddy University, Hyderabad, 500100, India
| | - R Chokkalingam
- Department of Physics, Kalasalingam Academy of Research and Education, Krishnankoil, Virudhunagar, Tamil Nadu, 626126, India
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12
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Germain G, Settipane R, Abbott C, Averell C, Bogart M, Mahendran M, Laliberté F, Hilts A, Duh M. Patient Characteristics and Treatment Patterns of Elderly Asthma Patients Initiating FF/UMEC/VI. J Allergy Clin Immunol 2022. [DOI: 10.1016/j.jaci.2021.12.323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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13
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Mahendran M. Bodiabaduge Ajith Senaka Jayasekara. Assoc Med J 2021. [DOI: 10.1136/bmj.n2692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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14
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Averell CM, Laliberté F, Germain G, Duh MS, Lima R, Mahendran M, Slade DJ. Symptom control in patients with asthma using inhaled corticosteroids/long-acting β 2-agonists (fluticasone furoate/vilanterol or budesonide/formoterol) in the US: a retrospective matched cohort study. J Asthma 2021; 59:1805-1818. [PMID: 34375568 DOI: 10.1080/02770903.2021.1963767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Objective: Treatment with fluticasone furoate/vilanterol (FF/VI), an inhaled corticosteroid/long-acting β2-agonist therapy, reduces the risk of severe asthma exacerbations and improves lung function and symptom control in patients with asthma. However, real-world data remain limited among asthma patients in the United States (US).Methods: This retrospective cohort study propensity score (PS) matched adult asthma patients initiating once-daily FF/VI 100/25 mcg with patients initiating twice-daily budesonide/formoterol (B/F) 160/4.5 mcg using a US claims database (01/01/2015-12/31/2018). Asthma control was measured by the mean number of short-acting β2-agonist (SABA) canisters dispensed per patient-year (PPY) during follow-up. Time to first, and rates of, overall and severe asthma exacerbations were also measured.Results: After PS matching, 18531 patients receiving FF/VI were matched to 18531 patients receiving B/F. Mean SABA canisters dispensed PPY was significantly lower for FF/VI compared with B/F users (FF/VI: 1.47, B/F: 1.64; p < 0.001). FF/VI use resulted in 13% significantly lower risk of having an overall asthma-related exacerbation and 22% lower risk of a severe exacerbation versus B/F use (overall exacerbation hazard ratio [HR] [95% confidence interval (CI)]: 0.87 [0.82-0.92], p < 0.001; severe exacerbation HR: 0.78 [0.63-0.97], p = 0.027). Asthma-related exacerbation rates per 100 patient-days were also significantly lower for the FF/VI compared with B/F group (overall: 0.0475 vs. 0.0558, p < 0.001; severe 0.0026 vs. 0.0033, p = 0.020).Conclusions: In real-world practice, initiation of once-daily FF/VI 100/25 mcg in adults with asthma was associated with lower use of SABA and fewer asthma-related exacerbations, which may indicate better asthma control, when compared with use of twice-daily B/F 160/4.5 mcg.
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Affiliation(s)
- Carlyne M Averell
- US Value, Evidence and Outcomes, GlaxoSmithKline plc, Research Triangle Park, NC, United States
| | - François Laliberté
- Health Economics and Outcomes Research; Groupe d'analyses, Ltée, Montréal, QC, Canada
| | - Guillaume Germain
- Health Economics and Outcomes Research; Groupe d'analyses, Ltée, Montréal, QC, Canada
| | - Mei Sheng Duh
- Health Economics and Outcomes Research, Analysis Group, Inc, Boston, MA, United States
| | - Robson Lima
- US Medical Affairs, GlaxoSmithKline plc, Research Triangle Park, NC, United States
| | - Malena Mahendran
- Health Economics and Outcomes Research; Groupe d'analyses, Ltée, Montréal, QC, Canada
| | - David J Slade
- Clinical Sciences, GlaxoSmithKline plc, Research Triangle Park, NC, United States
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15
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Cheng WY, Sarda SP, Mody-Patel N, Krishnan S, Yenikomshian M, Mahendran M, Lejeune D, Yu LH, Duh MS. Real-World Healthcare Resource Utilization (HRU) and Costs of Patients with Paroxysmal Nocturnal Hemoglobinuria (PNH) Receiving Eculizumab in a US Population. Adv Ther 2021; 38:4461-4479. [PMID: 34275086 PMCID: PMC8342328 DOI: 10.1007/s12325-021-01825-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 06/10/2021] [Indexed: 10/30/2022]
Abstract
INTRODUCTION To evaluate the economic burden and treatment patterns of patients with paroxysmal nocturnal hemoglobinuria (PNH) treated with eculizumab, a C5 inhibitor, who were defined as blood transfusion-dependent (TD) versus blood transfusion-free (TF) in the US population. METHODS Patients aged at least 12 years with at least two claims for eculizumab infusion (first claim was the index date) were identified from the IBM® MarketScan® Research Databases (April 1, 2014-September 30, 2019). The overall PNH eculizumab user cohort was stratified into the TD cohort (i.e., at least one claim for blood transfusion within 6 months following any eculizumab infusion, including on the infusion date) or the TF cohort (i.e., all non-TD patients). Treatment patterns, healthcare resource utilization (HRU), and costs were evaluated and compared during follow-up (i.e., index date to end of enrollment or data availability). RESULTS Of 151 patients in the overall cohort (mean age 36.7 years; 55.6% female), 55 were TD (mean age 35.1 years; 67.3% female) and 96 were TF (mean age 37.6 years; 49.0% female). A total of 61% of patients (TD, 66%; TF, 58%) discontinued eculizumab, with TD patients having a shorter median time to discontinuation (TD, 0.5 years; TF, 0.9 years). TD patients had more all-cause hospitalizations than TF patients (p < 0.05). TD patients incurred higher all-cause direct medical costs (adjusted cost difference = $247,848) and medical-related absenteeism costs (adjusted cost difference = $4186) than TF patients (all p < 0.05), largely driven by hospitalizations. Similar trends were observed for PNH-related HRU and costs. CONCLUSIONS The economic burden of patients with PNH treated with eculizumab is greater among those dependent on blood transfusions.
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Affiliation(s)
- Wendy Y Cheng
- Analysis Group, Inc., 111 Huntington Avenue, 14th Floor, Boston, MA, 02199-7668, USA.
| | - Sujata P Sarda
- Apellis Pharmaceuticals, Inc., 100 5th Avenue, Waltham, MA, 02451, USA
| | - Nikita Mody-Patel
- Apellis Pharmaceuticals, Inc., 100 5th Avenue, Waltham, MA, 02451, USA
| | - Sangeeta Krishnan
- Apellis Pharmaceuticals, Inc., 100 5th Avenue, Waltham, MA, 02451, USA
| | - Mihran Yenikomshian
- Analysis Group, Inc., 111 Huntington Avenue, 14th Floor, Boston, MA, 02199-7668, USA
| | - Malena Mahendran
- Groupe d'analyse, Ltée, 1190 avenue des Canadiens-de-Montréal, Montréal, QC, H3B 0G7, Canada
| | - Dominique Lejeune
- Groupe d'analyse, Ltée, 1190 avenue des Canadiens-de-Montréal, Montréal, QC, H3B 0G7, Canada
| | - Louise H Yu
- Analysis Group, Inc., 111 Huntington Avenue, 14th Floor, Boston, MA, 02199-7668, USA
| | - Mei Sheng Duh
- Analysis Group, Inc., 111 Huntington Avenue, 14th Floor, Boston, MA, 02199-7668, USA
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16
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Shore ND, Laliberté F, Ionescu-Ittu R, Yang L, Mahendran M, Lejeune D, Yu LH, Burgents J, Duh MS, Ghate SR. Real-World Treatment Patterns and Overall Survival of Patients with Metastatic Castration-Resistant Prostate Cancer in the US Prior to PARP Inhibitors. Adv Ther 2021; 38:4520-4540. [PMID: 34282527 PMCID: PMC8342357 DOI: 10.1007/s12325-021-01823-6] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 06/08/2021] [Indexed: 12/19/2022]
Abstract
Introduction Therapeutic options for metastatic castration-resistant prostate cancer (mCRPC) patients are continuously advancing. We described mCRPC treatment patterns in the US from 2013 to 2019. Methods Patients with a confirmed mCRPC diagnosis and adenocarcinoma histology were included in the US Flatiron Health Electronic Health Record-derived de-identified database. Treatment patterns [including treatment per lines of therapies (LOTs), LOT sequences, and time on treatment] and overall survival (OS) have been described in mCRPC settings. Results Of 5213 patients (mean age: 72.6 years), 4374 (83.9%) were treated with ≥ 1 LOT post-mCRPC diagnosis (among those with ≥ 1 LOT, 55.3%, 29.5%, 14.7%, and 6.7% had ≥ 2, 3, 4, and 5 LOTs, respectively). In first line (1L), the main treatment class was next-generation hormonal agents (NHA; 62.5% of patients with ≥ 1 LOT), while the shortest and longest time on 1L were observed for chemotherapy (median 2.8 months) and NHA (median 5.1 months), respectively. The most common LOT sequences were NHA → NHA (29.4% of patients with ≥ 2 LOTs) and NHA → NHA → chemotherapy (16.7% of patients with ≥ 3 LOTs). In Kaplan–Meier analyses, the median OS was 19.4, 14.6, and 11.1 months post-1L, 2L, and 3L start, respectively. Patients who moved rapidly through LOTs had an increased risk of death. Conclusions NHA were widely used as 1L therapy in mCRPC patients from 2013 to 2019, but time on 1L NHA treatment was on average < 6 months. While NHA → NHA was the most observed 1L → 2L LOT sequence, a plethora of other LOT sequences were observed. OS was poor, highlighting an unmet need for life-prolonging treatments. Supplementary Information The online version contains supplementary material available at 10.1007/s12325-021-01823-6.
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Affiliation(s)
- Neal D Shore
- Carolina Urologic Research Center, 823 82nd Pkwy Suite b, Myrtle Beach, SC, 29572, USA
| | - François Laliberté
- Analysis Group, Inc., 1190 Avenue des Canadiens-de-Montréal, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - Raluca Ionescu-Ittu
- Analysis Group, Inc., 1190 Avenue des Canadiens-de-Montréal, Suite 1500, Montréal, QC, H3B 0G7, Canada.
| | - Lingfeng Yang
- Merck & Co., Inc., 2000 Galloping Hill Rd, Kenilworth, NJ, 07033, USA
| | - Malena Mahendran
- Analysis Group, Inc., 1190 Avenue des Canadiens-de-Montréal, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - Dominique Lejeune
- Analysis Group, Inc., 1190 Avenue des Canadiens-de-Montréal, Suite 1500, Montréal, QC, H3B 0G7, Canada
| | - Louise H Yu
- Analysis Group, Inc, 111 Huntington Ave 14th Floor, Boston, MA, 02199, USA
| | - Joseph Burgents
- Merck & Co., Inc., 2000 Galloping Hill Rd, Kenilworth, NJ, 07033, USA
| | - Mei Sheng Duh
- Analysis Group, Inc, 111 Huntington Ave 14th Floor, Boston, MA, 02199, USA
| | - Sameer R Ghate
- Merck & Co., Inc., 2000 Galloping Hill Rd, Kenilworth, NJ, 07033, USA
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Slade D, Ray R, Moretz C, Germain G, Laliberté F, Shen Q, Duh MS, Mahendran M, Hahn B. Time-to-first exacerbation, adherence, and medical costs among US patients receiving umeclidinium/vilanterol or tiotropium as initial maintenance therapy for chronic obstructive pulmonary disease: a retrospective cohort study. BMC Pulm Med 2021; 21:253. [PMID: 34332555 PMCID: PMC8325860 DOI: 10.1186/s12890-021-01612-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Accepted: 07/16/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Adherence to chronic obstructive pulmonary disease (COPD) maintenance medication is important for managing symptoms and exacerbation risk, and is associated with reduced mortality, hospitalizations, and costs. This study compared on-treatment exacerbations, medical costs, and medication adherence in patients with COPD initiating treatment with umeclidinium/vilanterol (UMEC/VI) or tiotropium (TIO). METHODS This retrospective matched cohort study selected patients from Optum's de-identified Clinformatics Data Mart database who initiated maintenance treatment with UMEC/VI or TIO between 01/01/2014 and 12/31/2017 (index date defined as the first dispensing). Eligible patients were ≥ 40 years of age and had ≥ 12 months continuous health plan coverage pre- and post-index; ≥ 1 medical claim for COPD pre-index or on the index date; no moderate/severe COPD-related exacerbations on the index date; no asthma diagnosis pre- or post-index; no maintenance medication fills containing inhaled corticosteroids, long-acting β2-agonists, or long-acting muscarinic antagonists pre-index or on the index date; and no fills for both UMEC/VI and TIO on the index date. Outcomes included time-to-first (Kaplan-Meier analysis) and rates of on-treatment COPD-related moderate/severe exacerbations, medication adherence (proportion of days covered [PDC] and proportion of adherent patients [PDC ≥ 0.8]), and COPD-related medical costs per patient per month (PPPM). Propensity score matching was used to adjust for potential confounders. RESULTS Each cohort included 3929 matched patients. Kaplan-Meier rates of on-treatment COPD-related exacerbations were similar between cohorts (hazard ratio at 12 months; overall: 0.93, moderate: 0.92, severe: 1.07; all p > 0.05). UMEC/VI versus TIO initiators had significantly higher adherence (mean PDC: 0.44 vs 0.37; p < 0.001; proportion with PDC ≥ 0.8: 22.0% vs 16.4%; p< 0.001) and significantly lower mean on-treatment COPD-related total medical costs ($867 vs $1095 PPPM; p = 0.028), driven by lower outpatient visit costs. CONCLUSIONS These findings provide valuable information for physicians considering UMEC/VI or TIO as initial maintenance therapy options for patients with COPD.
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Affiliation(s)
- David Slade
- US Medical Affairs, GSK, Research Triangle Park, NC, USA
| | - Riju Ray
- US Medical Affairs, GSK, Research Triangle Park, NC, USA
| | - Chad Moretz
- US Value Evidence & Outcomes, Medical Affairs, GSK, Research Triangle Park, NC, USA
| | | | | | - Qin Shen
- Global Value Evidence and Outcomes, GSK, Collegeville, PA, USA
| | | | | | - Beth Hahn
- US Value Evidence & Outcomes, Medical Affairs, GSK, Research Triangle Park, NC, USA.
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18
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Shore ND, Ionescu-Ittu R, Laliberté F, Yang L, Lejeune D, Yu L, Duh MS, Mahendran M, Kim J, Ghate SR. Beyond Frontline Therapy with Abiraterone and Enzalutamide in Metastatic Castration-Resistant Prostate Cancer: A Real-World US Study. Clin Genitourin Cancer 2021; 19:480-490. [PMID: 34373223 DOI: 10.1016/j.clgc.2021.07.009] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Revised: 05/27/2021] [Accepted: 07/02/2021] [Indexed: 12/01/2022]
Abstract
BACKGROUND Real-world evidence suggest that next generation hormonal agents (NHAs) abiraterone and enzalutamide were preferred as first-line (1L) therapies for metastatic castration-resistant prostate cancer (mCRPC) in the United States (US) pre-2020, with chemotherapies, particularly docetaxel, being preferred in subsequent lines (2L+). This real-world study described patient characteristics, treatment patterns, time on treatment (ToT) and overall survival (OS) among patients with mCRPC treated with 2L and 3L docetaxel post-NHAs in the mCRPC setting. METHODS Adults with confirmed adenocarcinoma mCRPC diagnosis and ≥1 month of follow-up post-diagnosis were selected from a US electronic health record-derived oncology de-identified database (01/2013-03/2019). Based on the observed line of therapy sequences post-mCRPC diagnosis, patients who received NHA therapy in 1L and docetaxel therapy in 2L were included in the 2L docetaxel cohort, and patients who received NHA therapy in both 1L and 2L and docetaxel therapy in 3L were included in the 3L docetaxel cohort. ToT and OS were evaluated using Kaplan-Meier analysis. RESULTS Among 5,213 patients with mCRPC, 278 and 166 were included in the 2L and the 3L docetaxel cohorts, respectively (median age: 73 years for both cohorts). ADT was the most used class of medication pre-mCRPC (>75%). For the 2L cohort, the most common sequence post-mCRPC was 1L abiraterone → 2L docetaxel (52.5%), while the median ToT and OS post-2L start were 4.1 and 10.5 months, respectively; for the 3L cohort, the most common sequence post-mCRPC was 1L abiraterone → 2L enzalutamide → 3L docetaxel (67.5%), while the median ToT and OS post-3L start were 3.8 and 8.7 months, respectively. CONCLUSIONS This real-world study provides novel data on patients treated with docetaxel post-NHAs in a mCRPC setting and highlights the critical unmet need for developing more effective treatment options in this population.
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Affiliation(s)
- Neal D Shore
- Carolina Urologic Research Center, Myrtle Beach.
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19
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Shore N, Ionescu-Ittu R, Yang L, Laliberté F, Mahendran M, Lejeune D, Yu L, Burgents J, Duh MS, Ghate SR. Real-world genetic testing patterns in metastatic castration-resistant prostate cancer. Future Oncol 2021; 17:2907-2921. [PMID: 33906368 DOI: 10.2217/fon-2021-0153] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: To assess the patterns of genetic testing for homologous recombination repair mutations in patients with metastatic castration-resistant prostate cancer (mCRPC) pre-PARP inhibitors approval. Patients & methods: mCRPC patients were selected in an oncology electronic medical records database. Patterns and predictors of testing for ATM, BRCA1/2, CDK12, PALB2 and FANCA gene alterations were assessed. Results: Of 5213 mCRPC patients, 674 (13%) had a documented genetic test. The number of tested patients increased from 1 in 2013 to 313 in 2018 (out of 3161 and 3010 clinically active patients, respectively). Receiving care in an academic oncology center (versus a community-based center) strongly predicted genetic testing (hazard ratio = 2.41). Conclusion: The use of and access to genetic testing pre-PARP inhibitor approval was suboptimal.
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Affiliation(s)
- Neal Shore
- Carolina Urologic Research Center, Myrtle Beach, SC 29572, USA
| | | | | | | | | | | | - Louise Yu
- Analysis Group, Inc., Boston, MA 02199, USA
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Mahendran M, Bauer G, Lizotte D, Zhu Y. Evaluating quantitative methods for intercategorical-intersectionality research: a simulation study. Eur J Public Health 2020. [DOI: 10.1093/eurpub/ckaa165.745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Introduction
This study evaluated seven quantitative methods for their predictive accuracy for intersectionally defined subgroups, via a simulation study. The methods were single-level regression with interaction terms, cross-classification, multilevel analysis of individual heterogeneity and discriminatory accuracy (MAIHDA), and four decision tree
Methods
classification and regression trees (CART), conditional inference trees, chi-square automatic interaction detector, and random forest. Also evaluated was how well methods identified variables relevant to the outcome. An example analysis will be presented using data from the U.S. National Health and Nutritional Examination Survey.
Methods
The simulated datasets varied by outcome variable type (binary and continuous), input variable types, sample size, and size and direction of the effects. Accuracy was evaluated using mean squared error or mean absolute percentage error. The secondary outcome was evaluated via significance and confidence interval coverage of regression terms and variable selection of the machine learning methods.
Results
Predictive accuracy improved with increasing sample size for all methods except CART. At small sample sizes random forest and MAIHDA generally created the most precise predictions. Variable selection consistently faced a high type 1 error for CTree and CHAID. While performing well for prediction, variable selection by random forest and confidence interval coverage and power of MAIHDA main effects coefficients were suboptimal.
Discussion
From this study emerge recommendations for applying methods in quantitative intersectionality. Different methodologies are optimal for different purposes, for example while random forest and MAIHDA performed well for prediction, they were less reliable for variable identification. In our discussion, we will work through how to select, apply, and interpret methodologies to achieve analytic goals that align with intersectionality theory.
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Affiliation(s)
- M Mahendran
- Epidemiology and Biostatistics, Western University, London, Canada
| | - G Bauer
- Epidemiology and Biostatistics, Western University, London, Canada
| | - D Lizotte
- Epidemiology and Biostatistics, Western University, London, Canada
| | - Y Zhu
- Epidemiology and Biostatistics, Western University, London, Canada
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Lin D, Majeski C, DerSarkissian M, Magestro M, Cavanaugh C, Laliberté F, Lejeune D, Mahendran M, Duh MS. Abstract 307: Real-world Clinical Characteristics and Recurrence Burden of Patients Diagnosed With Recurrent Pericarditis in The United States. Circ Cardiovasc Qual Outcomes 2020. [DOI: 10.1161/hcq.13.suppl_1.307] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
Real-world data describing acute pericarditis (AP) etiology in the US are limited. Data on the characteristics of recurrent pericarditis (RP) patients (pts) are also sparse. To fill this gap, our study assesses longitudinal data from a nationwide privately-insured population.
Methods:
OptumHealth Reporting and Insights employer claims data (1/2007-3/2017) were used. AP pts were identified and categorized as idiopathic or non-idiopathic etiology based on presence or absence of attributable conditions. Among idiopathic AP pts, a subgroup of RP pts was identified. Recurrence was defined as ≥2 AP events separated by >4 weeks. First recurrence date marked the index date. Pts aged ≥18 years with ≥12 months of continuous enrollment pre-index (baseline) were included.
Results:
Of 17,168 AP pts, 4,175 (24.3%) had non-idiopathic and 12,993 (75.7%) had idiopathic etiology (Table 1). Application of inclusion criteria left 8,822 idiopathic AP pts, of whom 1,604 (18.2%) had ≥1 recurrence during a mean observation period of 29 months. On average, idiopathic RP pts were aged 50.7 years, 51.6% female, and 42.3% had baseline history of hypertension, 23.8% of coronary artery disease, 11.7% of hypercholesterolemia, and 7.3% of myocardial infarction. Mean (±SD) time from initial AP diagnosis to first recurrence was 8.7 (±12.1) months and mean (±SD) number of recurrences was 1.7 (±1.3) per pt. In idiopathic RP pts with ≥4 years of follow-up after the initial AP diagnosis (N=512), 35.9% had ≥2, 18.2% had ≥3, and 9.8% had ≥4 recurrences within 4 years.
Conclusions:
The etiologic distribution and proportion of pts with RP are consistent with previous reports. About 36% of RP pts experience ≥2 recurrences after AP diagnosis over 4 years. RP represents a significant clinical burden for affected pts.
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Affiliation(s)
- David Lin
- Minneapolis Heart Institute at Abbott Northwestern Hosp, Minneapolis, MN
| | - Christine Majeski
- Minneapolis Heart Institute at Abbott Northwestern Hosp, Minneapolis, MN
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Lin D, Laliberté F, Magestro M, Paolini JF, Majeski C, Lejeune D, DerSarkissian M, Mahendran M, Duh MS. Abstract 248: Recurrence Burden in Recurrent Pericarditis: A US-based Retrospective Study of Administrative Healthcare Claims. Circ Cardiovasc Qual Outcomes 2020. [DOI: 10.1161/hcq.13.suppl_1.248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background:
Up to 30% of incident pericarditis patients (pts) recur within 18 months. Recurrences can be debilitating and typically last several weeks despite conventional treatments (Tx). Recurrence burden (likelihood and frequency) is poorly defined. Improved understanding of recurrence burden can inform Tx decisions and the introduction of novel therapies.
Method:
Adults with idiopathic recurrent pericarditis (RP) were identified in the OptumHealth Reporting and Insights dataset (2007-2017). RP was defined as ≥2 episodes separated by >4 weeks. Disease duration (time from first episode to end of last recurrence, confirmed by a 1.5-year recurrence-free period) was evaluated using Kaplan-Meier analysis. Recurrence frequency and time between recurrences were evaluated among pts with 4+ years of observation.
Result:
Of the 1,604 RP pts, mean age was 50.7 years and 51.6% were female. Median RP duration was 2.1 and 3.1 years for pts with ≥1 and ≥2 recurrences, respectively (
Figure
). Over 4 years with RP, 15% of pts with ≥1 recurrence and 22% of pts with ≥2 recurrences had more than one episode/year. Mean ± SD time from first episode to first recurrence was 14.5 ± 17.9 months and 10.7 ± 12.1 months between subsequent recurrences.
Conclusion:
Recurrent pericarditis can span many years. Over half of pts with ≥2 recurrences have RP persisting over 3 years. Subsequent recurrences are more frequent but highly variable, making RP unpredictable. Tx to reduce recurrences could benefit pts with ≥2 recurrences.
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Affiliation(s)
- David Lin
- Abbott Northwestern Hosp, Minneapolis, MN
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23
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Mahendran M, Liu J, Kallail K, Bi D, Forsyth M, Nola R, Phan F. 0553 THE EFFECT OF COMPLIANT CPAP USE ON WEIGHT LOSS. Sleep 2017. [DOI: 10.1093/sleepj/zsx050.552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Bhatt P, Shukla SK, Mahendran M, Dhama K, Chawak MM, Kataria JM. Prevalence of chicken infectious anaemia virus (CIAV) in commercial poultry flocks of northern India: a serological survey. Transbound Emerg Dis 2011; 58:458-60. [PMID: 21414182 DOI: 10.1111/j.1865-1682.2011.01215.x] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Globally, the chicken infectious anaemia virus (CIAV) has gained much importance as an immunosuppressive and economically important emerging pathogen of poultry. In recent years, the virus has been detected and isolated from poultry flocks of India. The present study reports the first sero-epidemiological investigation of the presence of CIAV infection in poultry flocks of the country. A total of 404 serum samples were collected from chicken flocks of eleven poultry farms, which contain a total of 0.34 million birds from four Northern states, suspected of having chicken infectious anaemia (CIA). Screening of the sera samples using a commercially available enzyme-linked immunosorbent assay (ELISA) kit revealed 351 serum samples (86.88%) to be positive for CIAV antibodies. A high CIAV prevalence rate recorded in the present investigation, along with earlier virus detection reports, indicates the widespread distribution of the virus and that CIAV should be considered an economically important poultry pathogen affecting poultry industry of India. Extensive nationwide epidemiological studies are suggested for revealing the economic impact of CIA and to initiate further research along with devising and adapting suitable prevention and control strategies especially the use of suitable vaccines for safeguarding poultry health and production in the country.
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Affiliation(s)
- P Bhatt
- Veterinary Clinics, College of Veterinary and Animal Sciences, Govind Ballabh Pant University of Agriculture and Technology, Pantnagar, Udham Singh Nagar, Uttarakhand, India
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Affiliation(s)
- M MacKintosh
- Department of Obstetrics and Gynaecology, Royal Lancaster Infirmary, Lancaster, UK.
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Abstract
Rotavirus diarrhea is the major cause of death of millions of children in developing countries besides causing economically significant malady in neonates of many domestic animals. In neonates, the infection is non-viremic, have very short incubation period, and manifests profuse diarrhea and severe dehydration. Concurrent infection with secondary pathogens may augment the disease severity. Diarrhea occurs due to virus-mediated destruction of absorption efficient enterocytes, activation of enteric nervous system, or due to a rotavirus enterotoxin. Diagnosis of the infection relies on conventional techniques like isolation in MA 104 cell lines, electron microscopy, electro-pherotyping, and various serological tests. Presently, diagnosis and molecular typing is performed using serotype specific RT-PCR, sequencing or genomic hybridization techniques. As the rotaviruses are known to exhibit extreme genetic diversity and outplay disinfection procedures, eradication of the pathogen is often difficult. Hence, for prevention, good management practices coupled with vaccination of dam for protecting young ones, has to be practiced. Recently, new generation prophylactic strategies including DNA vaccines, subunit vaccines, virus-like particles (VLPs) and edible vaccines have been found to induce sufficient levels of passive immunity. Aside to the infection in animals, zoonotic significance of the animal rotaviruses has to be further unearthed. In this review, efforts have been made to highlight the importance and prevalence of the disease in bovines, its pathogenesis along with preventive measures, salient features of rotaviruses and their inter-species transmission abilities, zoonotic implications, and a concise account of the infection in various domestic animals and poultry.
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Affiliation(s)
- K Dhama
- Division of Pathology, Indian Veterinary Research Institute, Izatnagar, Uttar Pradesh 243 122, India.
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Dhama K, Mahendran M, Tomar S. Pathogens Transmitted by Migratory Birds: Threat Perceptions to Poultry Health and Production. ACTA ACUST UNITED AC 2008. [DOI: 10.3923/ijps.2008.516.525] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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31
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Lowery AJ, Hynes N, Manning BJ, Mahendran M, Tawfik S, Sultan S. A Prospective Feasibility Study of Duplex Ultrasound Arterial Mapping, Digital-Subtraction Angiography, and Magnetic Resonance Angiography in Management of Critical Lower Limb Ischemia by Endovascular Revascularization. Ann Vasc Surg 2007; 21:443-51. [PMID: 17628263 DOI: 10.1016/j.avsg.2006.08.005] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2006] [Revised: 07/24/2006] [Accepted: 08/10/2006] [Indexed: 10/21/2022]
Abstract
Duplex ultrasound arterial mapping (DUAM) allows precise evaluation of peripheral vascular disease (PVD). However, magnetic resonance angiography (MRA) and digital-subtraction angiography (DSA) are the diagnostic tools used most frequently prior to intervention. Our aim was to compare clinical pragmatism, hemodynamic outcomes, and cost-effectiveness when using DUAM alone compared to DSA or MRA as preoperative assessment tools for endovascular revascularization (EvR) in critical lower limb ischemia (CLI). From 2002 through 2005, 465 patients were referred with PVD. Of these, 199 had CLI and 137 required EvR. Preoperative diagnostic evaluation included DUAM (n = 41), DSA (n = 50), or MRA (n = 46). EvR was aortoiliac in 27% of cases and infrainguinal in 73%. Patients were assessed at day 1, 6 weeks, 3 months, and 6 months. Composite end points were relief of rest pain, ulcer/gangrene healing, and increase in perfusion pressure, as measured by ankle-brachial index (ABI) and digital pressures. Patency by DUAM, limb salvage, morbidity, mortality, length of stay, and cost-effectiveness were compared between groups using nonparametric t-test, analysis of variance, and Kaplan-Meier analysis. The three groups were comparable in terms of age, sex, comorbidity, and Society for Vascular Surgery/International Society of Cardiovascular Surgery clinical classification. Six-month mean improvement in ABI in the DUAM group was comparable to that in the DSA group (P = 0.25) and significantly better than that in the MRA group (P < 0.05). Six-month patency rates for the DUAM group were comparable to those in the DSA group (P = 0.68, relative risk [RR] = 0.74, 95% confidence interval [CI] 0.18-2.99) and superior to that in the MRA group (P = 0.022, RR = 0.255, 95% CI 0.09-0.71). Length of hospital stay was lower in the DUAM group compared with the DSA group (P < 0.0001) and the MRA group (P = 0.0003). The cost of DUAM is lower than that of both DSA and MRA. DUAM accurately identified the total number of target lesions for revascularization; however, MRA overestimated it. Our results indicate that DUAM is outstanding when compared with other available modalities as a preoperative imaging tool in a successful EvR program. DUAM is a minimally invasive preoperative evaluation for EvR and offers precise consecutive data with patency and limb salvage rates comparable to EvR based on DSA and superior to MRA. We believe that our feasibility study has established DUAM as an economically proficient primary modality for investigating patients with CLI that significantly shortens length of hospital stay.
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Affiliation(s)
- A J Lowery
- Western Vascular Institute, University College Hospital, Galway, Ireland
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Mahendran M, Gwilt DJ, Fitzgerald Finch OP, Jalloh S. Autopsy assessment of the Gunther vena caval filter. Br J Radiol 1989; 62:174-5. [PMID: 2924099 DOI: 10.1259/0007-1285-62-734-174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Affiliation(s)
- M Mahendran
- Milton Keynes General Hospital, Buckinghamshire
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Bowden BF, Coll JC, de Costa MSL, Mackay MF, Mahendran M, de Silva ED, Willis RH. The structure determination of a new cembranolide diterpene from the soft coral Lobophytum cristigalli (Coelenterata, Octocorallia, Alcyonacea). Aust J Chem 1984. [DOI: 10.1071/ch9840545] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
A specimen of Lobophytum cristigalli
collected in Sri Lanka afforded two cembranolide
diterpenes
(7E,11E,1R,2S,3R,4R,14S)-14-acetoxy-3,4-epoxycembra-7,11,15-trien-17,2-olide
(6)* and the corresponding alcohol (7). Their structures were deduced
spectroscopically and detailed stereochemistry of (6)
was determined by X-ray crystallography.
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Blackman AJ, Bowden BF, Coll JC, Frick B, Mahendran M, Mitchell SJ. Studies of Australian soft corals. XXIX. Several new cembranoid diterpenes from Nephthea brassica and related diterpenes from a Sarcophyton species. Aust J Chem 1982. [DOI: 10.1071/ch9821873] [Citation(s) in RCA: 44] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
The
isolation of five known cembranoid diterpenes, (1), (2), (3), (4) and ( 5 ) , is
reported from the soft coral Nephthea brassica. These
diterpenes co-occur with several new but related diterpenes:
(13S)-cembra-1,3,7,11-tetraen-13-ol (6)
and its corresponding 13-acetate (7), 15-acetoxycembra-3,7,11-triene (8), (10S)-10,15-diacetoxy-7,8-epoxycembra-3,11-diene
(9) and its corresponding 10-monoacetoxy derivative (10).
Two related cembranoid diterpenes, (14S)-acetoxycembra-1,3,7,11-tetraene (15)
and (14S)-cembra-1,3,7,11-tetraen-14-01 (16),
are reported from a soft coral of the genus Sarcophyton.
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Ramakrishna R, Paramasigamani V, Mahendran M. A reinvestigation of the reaction between titanium(iv) and salicylic acid in concentrated sulphuric acid. Talanta 1975; 22:523-7. [DOI: 10.1016/0039-9140(75)80046-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/1974] [Accepted: 11/25/1974] [Indexed: 11/16/2022]
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37
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Gill GB, Gourlay N, Johnson AW, Mahendran M. Introduction of acyl substituents on to the azepine nucleus: N-ethoxycarbonylazepinetricarbonyliron(0). ACTA ACUST UNITED AC 1969. [DOI: 10.1039/c29690000631] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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