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To TM, Ta JT, Patel AM, Arndorfer S, Abbass IM, Gandhy R. Healthcare resource utilization and cost among individuals with late-onset versus adult-onset Huntington's disease: A claims‑based retrospective cohort study. J Med Econ 2023:1-16. [PMID: 37350423 DOI: 10.1080/13696998.2023.2228166] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/24/2023]
Abstract
Aims: Quantify healthcare resource utilization (HRU) and costs for individuals with late-onset Huntington's disease (LoHD) and compare these with adult-onset HD (AoHD) and non-HD controls.Methods: This retrospective cohort study used US healthcare claims data from the IBM MarketScan Commercial and Medicare Supplemental Databases. Individuals newly diagnosed with HD between 1/1/2009 and 12/31/2017 were selected (index date was first HD claim). Individuals ≥60 years of age at index date were categorized as having LoHD while individuals 21-59 years of age were categorized as having AoHD. Non‑HD controls were exact matched 2:1 to LoHD and AoHD cohorts. Individuals were required to have continuous enrollment for ≥12 months pre- and post-index. Twelve-month all-cause HRU and healthcare costs were assessed for each cohort.Results: In total, 763 individuals with LoHD and 1,073 individuals with AoHD were matched with 3,762 non-HD controls. Unadjusted all-cause HRU in the 12 months post-index was higher for individuals with LoHD and AoHD compared with non-HD controls across most service categories. Adjusted all-cause HRU for the LoHD cohort was significantly higher compared with non-HD controls across all service categories. In the 12 months post-index, mean total costs for the LoHD cohort ($29,055) were significantly higher than for non-HD controls (≥60 years old: $17,286; 21-59 years old: $12,688; p <.001) and similar to total costs in the AoHD cohort ($31,701; p =.47).Limitations: It was not possible to control for differences in HD stage but regression models were adjusted for baseline HRU. Evaluations of costs did not include indirect costs, which are known to be significant components of the wider HD burden.Conclusions: This study provides the first analysis of HRU and costs in LoHD, demonstrating that individuals with LoHD experience a significantly higher healthcare burden compared with non-HD controls and a similarly high burden compared with individuals with AoHD.
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Affiliation(s)
- Tu My To
- Genentech Inc, South San Francisco, CA, USA
| | - Jamie T Ta
- Genentech Inc, South San Francisco, CA, USA
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Corral M, Castro RDC, To TM, Arndorfer S, Wang S, Stephens J. Burden of influenza in patients with cardiovascular disease who receive antiviral treatment for influenza. J Med Econ 2022; 25:1061-1067. [PMID: 35943115 DOI: 10.1080/13696998.2022.2111910] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
AIMS Cardiovascular disease (CVD) increases the risk of complications from respiratory viruses, including influenza. Moreover, respiratory viruses may increase the risk of CV events. Antiviral medication may reduce healthcare resource utilization (HRU), but more data is needed in CVD populations to explore relationships between influenza antiviral treatment, CVD-related complications, HRU, and costs. MATERIALS AND METHODS This retrospective claims analysis examined data extracted from IBM MarketScan Commercial Claims and Encounters and Medicare Supplemental and Coordination of Benefits databases during three influenza seasons: 2016-2017, 2017-2018, or 2018-2019. Propensity score matching was used to compare HRU outcomes and costs among CVD patients treated with influenza antivirals and untreated patients. RESULTS Across all influenza seasons, patients with CVD and influenza who received antiviral treatment had fewer all-cause emergency department (ED) visits (p < .01), respiratory-related HRU (p < .01), respiratory-related outpatient and ED visits (both p < .01), CVD-related HRU (p < .01), heart failure-related HRU visits (p < .01), and kidney failure-related HRU (p < .01) 180 days post-treatment fill date than CVD patients untreated for influenza. CVD patients treated with antivirals also had a lower mean number of all-cause inpatient, outpatient, and ED visits and days of stay (all p < .01) and fewer mean respiratory-related outpatient and ED visits (both p < .01). HRU patterns were generally consistent over time and across individual influenza seasons. Finally, treated CVD patients incurred lower all-cause outpatient costs 180 days post-treatment fill date (p < .05) than CVD patients untreated for influenza. CONCLUSION CVD patients who contract influenza and take antiviral medication have fewer short- and long-term influenza-related complications and less overall HRU compared with CVD patients who were not prescribed antiviral treatments. Antiviral treatment may be an important tool in reducing complications in CVD patients with influenza.
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Affiliation(s)
| | | | - Tu My To
- Genentech, Inc, South San Francisco, CA, USA
| | | | - Shu Wang
- Genesis Research, Hoboken, NJ, USA
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Kumar S, Williamson M, Ogbu U, Surinach A, Arndorfer S, Hong WJ. Front-line treatment patterns in multiple myeloma: An analysis of U.S.-based electronic health records from 2011 to 2019. Cancer Med 2021; 10:5866-5877. [PMID: 34402201 PMCID: PMC8419764 DOI: 10.1002/cam4.4137] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 05/27/2021] [Accepted: 07/01/2021] [Indexed: 12/14/2022] Open
Abstract
Multiple myeloma (MM) treatment options have evolved rapidly, but how new agents are incorporated into treatment decisions in current practice is not well understood. This study examined prescribing trends of physicians treating newly diagnosed MM and treatment outcomes in the United States. Electronic health record data from 6271 adult patients diagnosed with MM and receiving initial treatment between 1 January 2011 and 31 January 2020 were derived from the Flatiron Health electronic‐health record de‐identified database. The number/types of agents included in therapy regimens, time to next treatment (TTNT), and overall survival (OS) were assessed. Subgroups were analyzed by the International Staging System (ISS) disease stage at diagnosis, stem cell transplant eligibility and timing, and practice type. Exploratory prognostic models evaluated the association between baseline covariates and time‐to‐event outcomes. The proportion of patients receiving triplet therapies increased from 2011 (36%) to 2019 (72%) as those receiving initial monotherapy or doublet therapy decreased. Overall, the most prevalent triplet regimen consisted of an immunomodulatory drug (IMiD), a proteasome inhibitor, and a steroid. From 2017 to 2019, median TTNT from front‐line to second‐line was longer in patients with ISS stage I versus stages II/III, and in those receiving IMiD‐containing doublet or triplet therapies versus other combinations. Overall median OS was 56 months and increased from 2011 to 2014, after which median OS was not yet reached. Age, ISS stage, and high‐risk status were prognostic for both OS and TTNT, while sex, practice type, and ECOG status were prognostic for OS only.
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Affiliation(s)
- Shaji Kumar
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | - Uzor Ogbu
- Genentech, Inc., South San Francisco, CA, USA
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Ta JT, Itani T, Shapouri S, Arndorfer S, Julian C, d’Ario G, Sud C. Real-world treatment patterns and outcomes in patients with follicular lymphoma in the United States. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.e19534] [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: 11/20/2022] Open
Abstract
e19534 Background: Despite the availability of new therapies for follicular lymphoma (FL), there are limited data on the real-world treatment (tx) of FL in a contemporary cohort of patients (pts). We examined tx patterns and outcomes in pts who received FL therapy in the US. Methods: This retrospective cohort study used the nationwide Flatiron Health electronic health record-derived de-identified database. During the study, the de-identified data originated from ̃280 cancer clinics (̃800 sites of care) in the US. We selected pts aged ≥18 years, with an initial FL diagnosis (ICD-9-CM: 202.0x; ICD-10-CM: C82.0x) between January 2011 and July 2020, who had received ≥1 line of therapy (LOT) for FL (follow-up ended September 2020). The initiation date of a LOT was considered the index date for analyses by LOT. Pts with evidence of clinical trial participation during the study period, high-grade (3b) FL at diagnosis, transformed aggressive lymphoma at any time before first-line (1L) FL tx, or chemotherapy/immunotherapy or stem cell transplant 12 months before 1L FL tx, were excluded. Pt characteristics at diagnosis were assessed using descriptive statistics. Tx patterns and clinical outcomes (time to next tx [TTNT] and overall survival [OS]) were reported by LOT. Median TTNT and OS were estimated using Kaplan–Meier methods. Results: Overall, 2383 pts met all eligibility criteria. Median age at FL diagnosis was 66 years; 49.2% were male, 77.5% had low-grade (1–2) FL, and 75.2% had advanced stage (III/IV) FL at diagnosis. Median follow-up was 43.1 months, and median time from diagnosis to 1L FL tx was 38 days. Most pts received up to 2 LOTs (n=2258 [94.8%]). The most common regimens across all LOTs were rituximab-bendamustine (R-benda; n=1256 [52.7%]), R monotherapy (n=812 [34.1%]), R-CHOP (n=483 [20.3%]), R-CVP (n=172 [7.2%]), and obinutuzumab (G)-benda (n=77 [3.2%]). The use of newer FL therapies was limited across all LOTs, but more common in the third-line onwards (3L+): chemotherapy-free combinations (R-/G-lenalidomide): 2.3% (all LOTs) and 19.2% (3L+); and phosphoinositide 3-kinase inhibitors: 1.6% (all LOTs) and 21.6% (3L+). In total, 111 (4.7%) pts received G-based regimens. Median TTNT after 1L and second-line onwards (2L+) was 79.4 months and 38.3 months, respectively. Median OS was not reached (NR) and 82.9 months after 1L and 2L+, respectively (Table). Conclusions: We provide a comprehensive update on real-world tx patterns and clinical outcomes in pts with FL in the US. Chemoimmunotherapy remains the standard of care across all LOTs, though the shorter durations of TTNT and OS in 2L+ may support the role of novel therapies in this setting. Tx outcomes by LOT.[Table: see text]
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Affiliation(s)
| | - Taha Itani
- Roche Products Ltd, Welwyn Garden City, United Kingdom
| | | | | | | | | | - Cheryl Sud
- Genentech, Inc., South San Francisco, CA
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Cohan S, Tencer T, Arndorfer S, Zhu X, Zivkovic M, Kumar J. Matching-adjusted indirect treatment comparison of ozanimod versus teriflunomide for relapsing multiple sclerosis. Mult Scler Relat Disord 2021; 52:102972. [PMID: 33979770 DOI: 10.1016/j.msard.2021.102972] [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: 12/22/2020] [Revised: 03/15/2021] [Accepted: 04/16/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND A growing number of immunomodulating disease-modifying therapies are available for treatment of relapsing multiple sclerosis (RMS). In the absence of randomized head-to-head trials, matching-adjusted indirect comparisons (MAICs) can be used to adjust for cross-trial differences and evaluate the comparative efficacy and safety of these agents. We used MAIC methodology to indirectly compare key outcomes with ozanimod (OZM) and teriflunomide (TERI) in the treatment of RMS. METHODS A systematic literature review was conducted to identify clinical trials evaluating the efficacy and safety of OZM vs TERI. Given the absence of head-to-head trials of OZM vs TERI, we used a matching-adjusted indirect comparison to adjust for potential treatment effect modifiers and prognostic factors while assessing confirmed disability progression (CDP), relapse, and safety outcomes. Individual patient data for OZM (SUNBEAM and RADIANCE Part B trials) and aggregate level data for TERI (ASCLEPIOS I/II, TOWER, OPTIMUM, and TEMSO trials) were used to evaluate the following outcomes: annualized relapse rate (ARR), proportion of patients relapsed, CDP at 3 and 6 months, overall adverse events (AEs), serious AEs (SAEs), and discontinuations due to AEs. RESULTS After matching, baseline patient characteristics were balanced between OZM and TERI. Compared with TERI, OZM demonstrated significant improvements in ARR (rate ratio: 0.73; 95% CI: 0.62-0.84), proportion of patients relapsed (odds ratio [OR]: 0.56; 95% CI: 0.44-0.70), overall AEs (OR: 0.35; 95% CI: 0.29-0.43), SAEs (OR: 0.53; 95% CI: 0.37-0.77), and discontinuations due to AEs (OR: 0.14; 95% CI: 0.09-0.21). OZM demonstrated statistically significant improvements in CDP at 3 months (hazard ratio [HR]: 0.78; 95% CI: 0.66-0.92) but nonsignificant differences at 6 months (HR: 0.78; 95% CI: 0.60-1.01) compared with TERI. CONCLUSION In this indirect treatment comparison of patients with RMS, OZM appeared to have an improved benefit-risk profile over TERI.
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Affiliation(s)
- Stanley Cohan
- Providence Multiple Sclerosis Center, Providence Brain and Spine Institute, 2805 NE Glisan St., Portland, OR, 97213 USA.
| | - Tom Tencer
- Bristol Myers Squibb, 3551 Lawrenceville Rd., Princeton, NJ, 08540 USA
| | | | - Xuelian Zhu
- Genesis Research, 5 Marine View Plaza, Hoboken, NJ, 07030 USA
| | - Marko Zivkovic
- Genesis Research, 5 Marine View Plaza, Hoboken, NJ, 07030 USA
| | - Jinender Kumar
- Bristol Myers Squibb, 3551 Lawrenceville Rd., Princeton, NJ, 08540 USA
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Nguyen J, Napalkov P, Richie N, Arndorfer S, Zivkovic M, Surinach A. Impact of US population demographic changes on projected incident cancer cases from 2019 to 2045 in three major cancer types. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e19044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e19044 Background: The United States (US) Census Bureau has forecasted an unprecedented shift in the US demographics by 2045, in which there will be no single majority race/ethnicity. Due to well-characterized health disparities among different races/ethnicities in oncology and projected demographic changes, it is of interest to assess changes in the burden of three most frequent cancers: breast cancer (BC) for women, prostate cancer (PC) for men, and colorectal cancer (CRC) for both genders between 2019 and 2045. Methods: Historical age-adjusted rates (AARs) for BC in women, PC in men, and CRC in patients of all ages and stratified by race/ethnicity were collected from the SEER 18 database for 2000-15 period. AARs for cancers of interest were analyzed in Joinpoint Regression Program to obtain an average annual percent change (AAPC) for 2000-15. AARs were then projected to 2045 by assuming the rate behavior is equal to the AAPC. Projected absolute cases per 100,000 were generated by multiplying projected AARs with the associated projected population, retrieved from the US Census Bureau 2017 National Population Projects, and dividing by 100,000. The absolute change in projected patient numbers of cancer cases by race/ethnicity were assessed between 2019 and 2045. Results: From 2019 to 2045, a decrease of 4% is expected in the White Non-Hispanic (WNH) population while the Black (B), Hispanic (H), and Asian/Pacific Islander (API) populations are projected to increase 24%, 54%, and 57%, respectively. In the same time period, the projected number of BC incident cases for women of all ages decreased by 1% in WNH while the B, WH, and API populations were projected to increase 72%, 98%, and 120%, respectively. In both genders of all ages, a 39% and 17% reduction in the number of CRC incident cases in the WNH and B is expected compared to a 61% and 11% increase in the WH and API populations, respectively. Given observed reduction in PC incidence, especially in men 65+, the number of incident PC cases is projected to decrease by 2045 for all included races/ethnicities. Conclusions: Among racial and ethnic minorities, an increase in the number of BC and CRC cases is expected between 2019 and 2045. Projected decrease in PC cases is likely a result of decrease in incidence rates between 2010 and 2015 and should be assessed as new data become available. Currently, racial and ethnic minorities comprise < 20% of patients enrolled in clinical trials, demonstrating the need to understand biologic and social underpinnings of disparities in clinical outcomes in underrepresented groups.
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Cockrum P, Surinach A, Arndorfer S, Koeller JM, Kim GP. National Comprehensive Cancer Network (NCCN) category I/FDA-approved metastatic pancreatic adenocarcinoma (mPDAC) treatments in commercially insured patients: An analysis of inpatient (IP) and emergency room (ER) admissions. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e16739] [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: 11/20/2022] Open
Abstract
e16739 Background: There are currently four NCCN category 1 systemic regimens approved in the United States for the treatment of mPDAC: FOLFIRINOX (FFX), gemcitabine+nab-paclitaxel (gem+nab-P), gemcitabine monotherapy (gem), and liposomal irinotecan + 5-fluorouracil/leucovorin (5-FU/LV) following progression with gem-based therapy. There is limited real-world research on the IP admissions and ER visit healthcare resource utilization (HRU) of patients receiving these treatments. Methods: Using the IQVIA PharMetrics Plus administrative claims database, data were analyzed for adult patients with mPDAC treated with NCCN category 1 regimens in first through fourth line of therapy between January 1, 2014 and May 31, 2019. For each line of therapy, continuous treatment was defined as the time from first administration of a therapy until the last administration. Mean all-cause and mPDAC-related IP admissions, ER visits, inpatient length of stay (LOS) during treatment were assessed. Results: Of the 2,731 patients with mPDAC included in the study, 101 (3.7%) were treated with a liposomal irinotecan based regimen, 1,316 (48.2%) were treated with gem+nab-P, 612 (22.4%) with FFX, and 624 (22.8%) with gem in any treatment line. The mean number of IP admissions was 1.2 for liposomal irinotecan treated patients, 1.5 for gem+nab-P, 1.5 for FFX, and 1.2 for gem. Among patients with at least one IP admission the mean LOS was 4.5 days for liposomal irinotecan, 5.4 days for gem+nab-P, 3.8 for FFX, and 5.1 for gem treated patients. Patients treated with liposomal irinotecan had a mean of 1.3 ER visits during treatment. Gem+nab-P, FFX, and gem-treated patients experienced 1.7, 1.4, and 1.8 mean ER visits, respectively. Mean mPDAC-related IP admissions ranged from 1.1 – 1.5, ER visits ranged from 1.1 – 1.7, and mean LOS ranged from 3.8 – 5.5 days. Conclusions: In this descriptive retrospective study patients receiving liposomal irinotecan, across all treatment episodes, generally experienced numerically lower mean IP admissions and ER visits. LOS was similar across all regimens. Further studies are necessary to characterize the IP and ER HRU burden among mPDAC patients treated with approved regimens.
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Affiliation(s)
| | | | | | - Jim M. Koeller
- University of Texas at Austin, Center for Pharmacoeconomic Studies, Austin, TX
| | - George P. Kim
- George Washington University, Division of Hematology & Oncology, Washington, DC
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Lorenzi M, Arndorfer S, Aguiar-Ibañez R, Scherrer E, Liu FX, Krepler C. An indirect treatment comparison of the efficacy of pembrolizumab versus competing regimens for the adjuvant treatment of stage III melanoma. J Drug Assess 2019; 8:135-145. [PMID: 31489255 PMCID: PMC6713115 DOI: 10.1080/21556660.2019.1649266] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 07/10/2019] [Indexed: 01/04/2023] Open
Abstract
Objective: To determine the efficacy of pembrolizumab relative to other treatments used in stage III melanoma by conducting a systematic literature review (SLR) and network meta-analysis (NMA). Methods: A SLR was conducted to identify randomized clinical trials (RCTs) evaluating approved adjuvant treatments including interferon-containing regimens, BRAF-inhibitors, and PD-L1 inhibitors in stage III melanoma patients. Relative treatment effects for recurrence-free survival (RFS) were synthesized with Bayesian NMA models that allowed for hazard ratios (HRs) to vary over time. Results: Included studies formed a connected network of evidence composed of eight trials. In high-risk stage III patients, the HR for pembrolizumab vs observation decreased significantly over time with the superiority of pembrolizumab over observation becoming statistically meaningful before 3 months. By 9 months, the HR for pembrolizumab vs observation was statistically significantly lower than the HR for most other treatments vs observation, with the exception of ipilimumab and biochemotherapy due to overlapping 95% credible intervals. In BRAF + patients, pembrolizumab was statistically significantly better than observation after 3 months. The HR for both BRAF-inhibitors vs observation increased significantly over time and pembrolizumab was statistically superior to both BRAF-inhibitors after 15 months. Conclusions: Pembrolizumab results in statistically significantly improved RFS compared to all competing regimens after 9 months, except ipilimumab and biochemotherapy, for the adjuvant treatment of stage III melanoma. However, point estimate HRs vs observation for pembrolizumab are much lower than those for ipilimumab. In BRAF + patients, the advantage of pembrolizumab versus competing interventions increases over time with respect to RFS.
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Frederickson AM, Arndorfer S, Zhang I, Lorenzi M, Insinga R, Arunachalam A, Burke TA, Simon GR. Pembrolizumab plus chemotherapy for first-line treatment of metastatic nonsquamous non-small-cell lung cancer: a network meta-analysis. Immunotherapy 2019; 11:407-428. [DOI: 10.2217/imt-2018-0193] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Aim: A systematic review and network meta-analysis were conducted to evaluate the efficacy of pembrolizumab + pemetrexed + platinum relative to other regimens in metastatic nonsquamous non-small-cell lung cancer (NSq-NSCLC). Patients & methods: Eligible studies evaluated first-line regimens in NSq-NSCLC patients without known targetable mutations. Relative treatment effects were synthesized with random effects proportional hazards Bayesian network meta-analyses. Results: The hazard ratio (HR) for overall survival (OS) for pembrolizumab + pemetrexed + platinum was statistically significant over all platinum-doublet (HR range: 0.42–0.61), platinum-doublet + bevacizumab (HR range: 0.44–0.53) and platinum-doublet + atezolizumab regimens (HR range: 0.56–0.62). Additionally, pembrolizumab + pemetrexed + platinum numerically improved OS over atezolizumab + paclitaxel + carboplatin + bevacizumab (HR: 0.65; 95% credible interval: 0.43, 1.01). Pembrolizumab + pemetrexed + platinum had 95.6% probability of being the best treatment regimen for OS. Conclusion: Pembrolizumab + pemetrexed + platinum is likely the most efficacious first-line regimen for metastatic NSq-NSCLC.
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Affiliation(s)
| | - Stella Arndorfer
- Evidence Synthesis & Decision Modeling, Precision Xtract, Oakland, CA 94612, USA
| | - Ina Zhang
- Evidence Synthesis & Decision Modeling, Precision Xtract, Oakland, CA 94612, USA
| | - Maria Lorenzi
- Evidence Synthesis & Decision Modeling, Precision Xtract, Oakland, CA 94612, USA
| | - Ralph Insinga
- Center for Observational & Real World Evidence (CORE), Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Ashwini Arunachalam
- Center for Observational & Real World Evidence (CORE), Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - Thomas A Burke
- Center for Observational & Real World Evidence (CORE), Merck & Co., Inc., Kenilworth, NJ 07033, USA
| | - George R Simon
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77005, USA
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