Gregory F. Guzauskas’s research while affiliated with Harrington College of Design and other places

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Publications (74)


Cost-effectiveness of population-wide genomic screening for Lynch Syndrome and Polygenic Risk Scores to inform Colorectal Cancer screening
  • Article

September 2024

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15 Reads

Genetics in medicine: official journal of the American College of Medical Genetics

Shangqing Jiang

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Gregory F. Guzauskas

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Shawn Garbett

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David L. Veenstra

Long-Term Health Outcomes of Huntington Disease and the Impact of Future Disease-Modifying Treatments: A Decision-Modeling Analysis

August 2024

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5 Reads

Neurology: Clinical Practice

Background and Objectives Disease-modifying treatments (DMTs) such as gene therapy are currently under investigation as a potential treatment for Huntington disease (HD). Our objective was to estimate the long-term natural history of HD progression and explore the potential efficacy impacts and value of a hypothetical DMT using a decision-analytic modeling framework. Methods We developed a health state transition model that separately analyzed 40-year-old individuals with prefunctional decline (PFD, HD Integrated Staging System [HD-ISS] stage <3, total functional score [TFC] 13), active functional decline Shoulson and Fahn category 1 (SF1, HD-ISS stage 3, TFC 13-11), and SF2 (HD-ISS stage 3, TFC 10-7). Three-year outcomes from the TRACK-HD longitudinal study were linearly extrapolated to estimate the long-term health outcomes and costs of each population. For PFD individuals, we used the HD-ISS to predict the onset of functional decline. HD costs and quality-adjusted life years (QALYs) were estimated over a lifetime horizon by applying health state–specific costs and utilities derived from a related HD burden-of-illness study. We then estimated the long-term health impacts of hypothetical DMTs that slowed or delayed onset of functional decline. We conducted sensitivity analyses to assess model uncertainties. Results The expected life years for 40-year-old PFD, SF1, and SF2 populations were 20.46 (95% credible range [CR]: 19.05–22.30), 13.93 (10.82–19.08), and 10.99 (8.28–22.07), respectively. The expected QALYs for PFD, SF1, and SF2 populations were 15.93 (14.91–17.44), 8.29 (6.36–11.79), and 5.79 (4.14–12.91), respectively. The lifetime costs of HD were 508,200(508,200 (310,300 to 803,700)forthePFDpopulation,803,700) for the PFD population, 1.15 million (684,500to684,500 to 1.89 million) for SF1 individuals, and 1.07million(1.07 million (571,700 to $2.26 million) for SF2 individuals. Although hypothetical DMTs led to cost savings in the PFD population by delaying the cost burdens of functional decline, they increased costs in SF1 and SF2 populations by prolonging time spent in expensive progressive HD states. Discussion Our novel HD-modeling framework estimates HD progression over a lifetime and the associated costs and QALYs. Our approach can be used for future cost-effectiveness models as positive DMT clinical trial evidence becomes available.


SCD model schematic. SCD sickle cell disease, ‘newborn screened’ enter the model with a lower mortality rate compared to ‘not newborn screened’.
Tornado diagram ranking the parameters that estimate uncertainty in the VBP outcome for US. SCD sickle cell disease.
The value-based price of transformative gene therapy for sickle cell disease: a modeling analysis
  • Article
  • Full-text available

February 2024

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82 Reads

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6 Citations

Sickle cell disease (SCD) is an inherited, progressively debilitating blood disorder. Emerging gene therapies (GTx) may lead to a complete remission, the benefits of such can only be realized if GTx is affordable and accessible in the low-and middle-income countries (LMIC) with the greatest SCD burden. To estimate the health impacts and country-specific value-based prices (VBP) of a future gene therapy for SCD using a cost-utility model framework. We developed a lifetime Markov model to compare the costs and health outcomes of GTx versus standard of care for SCD. We modeled populations in seven LMICs and six high-income countries (HICs) estimating lifetime costs and disability-adjusted life-years (DALYs) in comparison to estimates of a country’s cost-effectiveness threshold. Each country’s unique VBP for GTx was calculated via threshold analysis. Relative to SOC treatment alone, we found that hypothetical GTx reduced the number of people symptomatic with SCD over time leading to fewer DALYs. Across countries, VBPs ranged from 3.6million(US)to3.6 million (US) to 700 (Uganda). Our results indicate a wide range of GTx prices are required if it is to be made widely available and may inform burden and affordability for ‘target product profiles’ of GTx in SCD.

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The long‐term impact and value of curative therapy for HIV: a modelling analysis

September 2023

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12 Reads

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5 Citations

Introduction Curative therapies (CTx) to achieve durable remission of HIV disease without the need for antiretroviral therapy (ART) are currently being explored. Our objective was to model the long‐term health and cost outcomes of HIV in various countries, the impact of future CTx on those outcomes and the country‐specific value‐based prices (VBPs) of CTx. Methods We developed a decision‐analytic model to estimate the future health economic impacts of a hypothetical CTx for HIV in countries with pre‐existing access to ART (CTx+ART), compared to ART alone. We modelled populations in seven low‐and‐middle‐income countries and five high‐income countries, accounting for localized ART and other HIV‐related costs, and calibrating variables for HIV epidemiology and ART uptake to reproduce historical HIV outcomes before projecting future outcomes to year 2100. Health was quantified using disability‐adjusted life‐years (DALYs). Base case, pessimistic and optimistic scenarios were modelled for CTx+ART and ART alone. Based on long‐term outcomes and each country's estimated health opportunity cost, we calculated the country‐specific VBP of CTx. Results The introduction of a hypothetical CTx lowered HIV prevalence and prevented future infections over time, which increased life‐years, reduced the number of individuals on ART, reduced AIDS‐related deaths, and ultimately led to fewer DALYs versus ART‐alone. Our base case estimates for the VBP of CTx ranged from 5400(Kenya)upto5400 (Kenya) up to 812,300 (United States). Within each country, the VBP was driven to be greater primarily by lower ART coverage, lower HIV incidence and prevalence, and higher CTx cure probability. The VBP estimates were found to be greater in countries where HIV prevalence was higher, ART coverage was lower and the health opportunity cost was greater. Conclusions Our results quantify the VBP for future curative CTx that may apply in different countries and under different circumstances. With greater CTx cure probability, durability and scale up, CTx commands a higher VBP, while improvements in ART coverage may mitigate its value. Our framework can be utilized for estimating this cost given a wide range of scenarios related to the attributes of a given CTx as well as various parameters of the HIV epidemic within a given country.



Population Genomic Screening for Three Common Hereditary Conditions : A Cost-Effectiveness Analysis

May 2023

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82 Reads

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51 Citations

Annals of Internal Medicine

Background: The cost-effectiveness of screening the U.S. population for Centers for Disease Control and Prevention (CDC) Tier 1 genomic conditions is unknown. Objective: To estimate the cost-effectiveness of simultaneous genomic screening for Lynch syndrome (LS), hereditary breast and ovarian cancer syndrome (HBOC), and familial hypercholesterolemia (FH). Design: Decision analytic Markov model. Data sources: Published literature. Target population: Separate age-based cohorts (ages 20 to 60 years at time of screening) of racially and ethnically representative U.S. adults. Time horizon: Lifetime. Perspective: U.S. health care payer. Intervention: Population genomic screening using clinical sequencing with a restricted panel of high-evidence genes, cascade testing of first-degree relatives, and recommended preventive interventions for identified probands. Outcome measures: Incident breast, ovarian, and colorectal cancer cases; incident cardiovascular events; quality-adjusted survival; and costs. Results of base-case analysis: Screening 100 000 unselected 30-year-olds resulted in 101 (95% uncertainty interval [UI], 77 to 127) fewer overall cancer cases and 15 (95% UI, 4 to 28) fewer cardiovascular events and an increase of 495 quality-adjusted life-years (QALYs) (95% UI, 401 to 757) at an incremental cost of 33.9million(9533.9 million (95% UI, 27.0 million to 41.1million).Theincrementalcosteffectivenessratiowas41.1 million). The incremental cost-effectiveness ratio was 68 600 per QALY gained (95% UI, 41800to41 800 to 88 900). Results of sensitivity analysis: Screening 30-, 40-, and 50-year-old cohorts was cost-effective in 99%, 88%, and 19% of probabilistic simulations, respectively, at a 100000perQALYthreshold.Thetestcostsatwhichscreening30,40,and50yearoldsreachedthe100 000-per-QALY threshold. The test costs at which screening 30-, 40-, and 50-year-olds reached the 100 000-per-QALY threshold were 413, 290, and $166, respectively. Variant prevalence and adherence to preventive interventions were also highly influential parameters. Limitations: Population averages for model inputs, which were derived predominantly from European populations, vary across ancestries and health care environments. Conclusion: Population genomic screening with a restricted panel of high-evidence genes associated with 3 CDC Tier 1 conditions is likely to be cost-effective in U.S. adults younger than 40 years if the testing cost is relatively low and probands have access to preventive interventions. Primary funding source: National Human Genome Research Institute.


Cost-effectiveness of Population-Wide Genomic Screening for Familial Hypercholesterolemia in the United States

July 2022

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21 Reads

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19 Citations

Journal of Clinical Lipidology

Background : Population genomic screening for familial hypercholesterolemia (FH) in unselected individuals can prevent premature cardiovascular disease. Objective : To estimate the clinical and economic outcomes of population-wide FH genomic screening versus no genomic screening. Methods : We developed a decision tree plus 10-state Markov model evaluating the identification of patients with an FH variant, statin treatment status, LDL-C levels, MI, and stroke to compare the costs, quality-adjusted life-years (QALYs), and incremental cost-effectiveness of population-wide FH genomic screening. FH variant prevalence (0.4%) was estimated from the Geisinger MyCode Community Health Initiative (MyCode). Genomic test costs were assumed to be 200.AgeandsexbasedestimatesofMI,recurrentMI,stroke,andrecurrentstrokewereobtainedfromFraminghamriskequations.AdditionaloutcomesindependentlyassociatedwithFHvariantswerederivedfromaretrospectiveanalysisof26,025participantsscreenedforFH.Sensitivityandthresholdanalyseswereconductedtoevaluatemodelassumptionsanduncertainty.Results:FHscreeningwasmosteffectiveatyoungerages;screeningunselected20yearoldsleadto111QALYsgainedper100,000individualsscreenedatanincrementalcostof200. Age and sex-based estimates of MI, recurrent MI, stroke, and recurrent stroke were obtained from Framingham risk equations. Additional outcomes independently associated with FH variants were derived from a retrospective analysis of 26,025 participants screened for FH. Sensitivity and threshold analyses were conducted to evaluate model assumptions and uncertainty. Results : FH screening was most effective at younger ages; screening unselected 20-year-olds lead to 111 QALYs gained per 100,000 individuals screened at an incremental cost of 20 M. The incremental cost-effectiveness ratio (ICER) for 20-year-olds was 181,000perQALY,andtherewasa38181,000 per QALY, and there was a 38% probability of cost-effectiveness at a 100,000 per QALY willingness-to-pay threshold. If genomic testing cost falls to 100,theICERwouldbe100, the ICER would be 91,000 per QALY. Conclusion : Population FH screening is not cost-effective at current willingness to pay thresholds. However, reducing test costs, testing at younger ages, or including FH within broader multiplex screening panels may improve clinical and economic value.


Abstract P3-03-05: The budget impact of the DiviTum®TKa assay in postmenopausal women with hormone receptor positive metastatic breast cancer

February 2022

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9 Reads

Cancer Research

Background. Management of postmenopausal women with HR+ mBC includes monitoring with tumor markers, CT scans, and bone scans. DiviTum®TKa is a blood-based biomarker assay developed to monitor and predict treatment response in hormone receptor positive metastatic breast cancer (HR+ mBC). Uptake of DiviTum®TKa monitoring may decrease usage of traditional monitoring technologies and potentially avoid prolongation of futile treatments. Our objective was to estimate budget impacts of the assay on monitoring utilization and cancer treatment on a postmenopausal HR+ mBC population in a 1,000,000 member U.S. health plan. Methods. We developed a budget impact model comparing inclusion of DiviTum®TKa to standard monitoring practices vs. standard monitoring practices alone. The modeled population was post-menopausal women with HR+ mBC who receive 1st-line treatment with CDK4/6 inhibitors (CDK4/6i) + an aromatase inhibitor (AI). We explored two scenarios: (1) uptake of DiviTum®TKa reduces the frequency of traditional mBC monitoring tools, and 2) in addition to scenario 1, DiviTum®TKa predicts treatment futility 1 month in advance of radiological disease progression. We assumed patients were 100% adherent to DiviTum®TKa and traditional monitoring schedules, which were based on clinical guidelines and expert opinion. DiviTum®TKa’s impact on therapy utilization was based on published literature and expert opinion. Modeled costs included DiviTum®TKa, NCCN-recommended treatments, imaging, biomarker testing, and adverse events. Unit costs were based on CMS fee schedules and wholesale acquisition costs. Annual rates of incident and recurrent post-menopausal HR+ mBC were estimated from SEER and publicly available data. We calculated total and per-member per-month (PMPM) costs with a 3-year time horizon. Results. Each year, 17 women who progressed to mBC and 4 who developed de novo mBC were treated 1st-line with CDK4/6i+AI. In scenario 1 (monitoring only), addition of 404 DiviTum®TKa assays led to 203 fewer CT scans, 93 fewer bone scans, and 60 fewer biomarker tests over 3 years. In scenario 2 (impact on therapy), mean time on treatment with CDK 4/6i + AI therapy was 28 months without DiviTum®TKa testing; with DiviTum®TKa, 27 months; this led to treatment-related cost savings due to avoidance of time on futile therapy. Spend on DiviTum®TKa testing was 161,600.Accountingonlyfortestcosts(Scenario1)resultedinincrementalcostof161,600. Accounting only for test costs (Scenario 1) resulted in incremental cost of 38,000 and a PMPM of 0.001.Accountingfortimespentonfutiletherapy(Scenario2)resultedinincrementalcostsavingsof0.001. Accounting for time spent on futile therapy (Scenario 2) resulted in incremental cost savings of 465,600 and a PMPM cost-savings of 0.013.Inonewaysensitivityanalysis,resultsweremostsensitivetoDiviTum®TKaandCTscancosts,theproportionofmBCpatientstreatedwithCDK4/6i+AI,andCDK4/6icosts.Conclusions.Inthisanalysis,useofDiviTum®TKareduceduseofasubstantialproportionoftraditionalmonitoring.IfuseofDiviTum®TKacanalsopredictlackofbenefitfromcostlyCDK4/6itherapyandcliniciansactonthatinformationinatimelyfashion,thiscanresultinsubstantialcostsavingstopatientsandhealthplans.Inthis2ndscenario,netsavingsonaddinganewtesttocarewere 3Xthespendonthetestitself.FollowingapprovalandcommercialintroductionofDiviTum®TKa,futureresearchonpracticepatternswillbenecessarytovalidateouranalysis.Scenario1WithoutDiviTum®TKaWithDiviTum®TKaDifferenceDifferencePMPMTotalCost0.013. In one-way sensitivity analysis, results were most sensitive to DiviTum®TKa and CT scan costs, the proportion of mBC patients treated with CDK4/6i+AI, and CDK4/6i costs. Conclusions. In this analysis, use of DiviTum®TKa reduced use of a substantial proportion of traditional monitoring. If use of DiviTum®TKa can also predict lack of benefit from costly CDK4/6i therapy and clinicians act on that information in a timely fashion, this can result in substantial cost savings to patients and health plans. In this 2nd scenario, net savings on adding a new test to care were ~3X the spend on the test itself. Following approval and commercial introduction of DiviTum®TKa, future research on practice patterns will be necessary to validate our analysis. Scenario 1WithoutDiviTum®TKaWithDiviTum®TKaDifferenceDifferencePMPMTotal Cost14,518,99814,556,98437,9860.001Monitoring284,680322,66637,9860.001Treatment13,703,86713,703,86700.000AdverseEvents0.000Adverse Events530,451530,45100.000Scenario2WithoutDiviTum®TKaWithDiviTum®TKaDifferenceDifferencePMPMTotalCost0.000Scenario 2WithoutDiviTum®TKaWithDiviTum®TKaDifferenceDifferencePMPMTotal Cost14,518,99814,053,43114,053,431-465,567-0.013Monitoring284,680311,17926,5000.001Treatment13,703,86713,209,24013,209,240-494,627-0.014AdverseEvents0.014Adverse Events530,451533,0132,561$0.000 Citation Format: Gregory F. Guzauskas, Josh J. Carlson, Robert A. Dann, Scott D. Ramsey. The budget impact of the DiviTum®TKa assay in postmenopausal women with hormone receptor positive metastatic breast cancer [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P3-03-05.


Cost-effectiveness of population-wide genomic screening for Lynch syndrome in the United States

February 2022

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35 Reads

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19 Citations

Genetics in medicine: official journal of the American College of Medical Genetics

Purpose Genomic screening for Lynch syndrome (LS) could prevent colorectal cancer (CRC) by identifying high-risk patients and instituting intensive CRC screening. We estimated the cost-effectiveness of a population-wide LS genomic screening vs family history–based screening alone in an unselected US population. Methods We developed a decision-analytic Markov model including health states for precancer, stage-specific CRC, and death and assumed an inexpensive test cost of 200.Weconductedsensitivityandthresholdanalysestoevaluatemodeluncertainty.ResultsScreeningunselected30yearoldsforLSvariantsresultedin48(95200. We conducted sensitivity and threshold analyses to evaluate model uncertainty. Results Screening unselected 30-year-olds for LS variants resulted in 48 (95% credible range [CR] = 35-63) fewer overall CRC cases per 100,000 screened individuals, leading to 187 quality-adjusted life-years (QALYs; 95% CR = 123-260) gained at an incremental cost of 24.6 million (95% CR = 20.3million20.3 million-29.1 million). The incremental cost-effectiveness ratio was 132,200,withan8132,200, with an 8% and 71% probability of being cost-effective at 100,000 and 150,000perQALYwillingnesstopaythresholds,respectively.ConclusionPopulationLSscreeningmaybecosteffectiveinyoungerpatientpopulationsundera150,000 per QALY willingness-to-pay thresholds, respectively. Conclusion Population LS screening may be cost-effective in younger patient populations under a 150,000 willingness-to-pay per QALY threshold and with a relatively inexpensive test cost. Further reductions in testing costs and/or the inclusion of LS testing within a broader multiplex screening panel are needed for screening to become highly cost-effective.


Citations (39)


... Heterozygotes, individuals with one copy of the sickle cell gene, have a higher level of adaptation to malaria-prone areas because they are less likely to get sick (Depetris-Chauvin and Weil, 2018). However, offspring of carriers face a 25% higher likelihood of getting sickle cell disease (SCD) since they will inherit two copies of the faulty gene (Morgan et al., 2024). ...

Reference:

Understanding Pediatric Hemoglobinopathies: Epidemiology, Genetics, and Management Strategies
The value-based price of transformative gene therapy for sickle cell disease: a modeling analysis

... F inding a cure for HIV is of major importance to people living with HIV (PLWH) and to public health. [1][2][3][4] There are more than 700 completed and close to 80 ongoing HIV cure or remission-related clinical trials (HCCTs) worldwide (https://www.treatmentactiongroup.org/cure/trials/). Most of these concern(ed) the early phases of an HCCT (i.e., assessing the safety and the tolerance of a study drug, or determining its effectiveness). ...

The long‐term impact and value of curative therapy for HIV: a modelling analysis
  • Citing Article
  • September 2023

... Informationseeking may drive the pursuit of genetic testing, regardless of the utility of the results. Population genomic screening in the healthy adult population is on the horizon as trends towards personalized medicine advance (Foss et al., 2022;Guzauskas et al., 2023). As genetic testing becomes more accessible and widespread, the desire to learn genetic information for the sake of curiosity is likely to expand among individuals of all ages, furthering the importance of learning the impact of receiving results. ...

Population Genomic Screening for Three Common Hereditary Conditions : A Cost-Effectiveness Analysis
  • Citing Article
  • May 2023

Annals of Internal Medicine

... The panel included whole genes instead of only coding regions to enhance CNV detection and to enable the detection of variants in introns and UTRs not yet linked to FH. Results showed that both small variants, SNVs and indels, and CNVs could be analysed with confidence using this panel. [40]. Screening of the cohort resulted in a molecular monogenetic diagnosis for 57 of 133 participants, where casual variants were found in LDLR and APOB. ...

Cost-effectiveness of Population-Wide Genomic Screening for Familial Hypercholesterolemia in the United States
  • Citing Article
  • July 2022

Journal of Clinical Lipidology

... 18 19 55 56 Some studies have suggested offering direct MGPT to all patients with CRC under age 50, 57 58 and there is evidence to suggest it may be cost-effective for all young patients with cancer. 59 While 77.7% of the CDN-LS group agreed to test all patients with CRC under age 50, it did not reach the level required for consensus. This was also considered somewhat out of the scope of this paper, which focuses on LS and is not assessing all hereditary CRC syndromes. ...

Cost-effectiveness of population-wide genomic screening for Lynch syndrome in the United States
  • Citing Article
  • February 2022

Genetics in medicine: official journal of the American College of Medical Genetics

... In the meantime, more patients in the thrombolysis group had a favorable functional outcome, indicating that patients with minor stroke could still benefit from IV rt-PA treatment despite a certain increase in the risk of ICH. Moreover, a post hoc analysis of IST-3 showed that rt-PA could be efficient and cost-effective in the treatment of mild patients (Guzauskas, 2014). ...

Abstract 136: Is the Use of r-tPa in Mild Stroke Patients Cost-Effective?
  • Citing Article
  • February 2014

Stroke

... Clinical studies also suggest that the test may enable identification of poor prognosis patients, and avoid prolongation of futile treatments 15,17,18 . Accordingly, the purpose of this study (previously presented at ISPOR 2021 19 ) is to estimate the projected budget impact of including DiviTum TKa on a U.S. payer formulary as a treatment option for postmenopausal women with HR þ HER2-mBC. ...

PCN190 Budget Impact of the DiviTum®Tka Assay in Postmenopausal Women with Hormone Receptor Positive Metastatic Breast Cancer
  • Citing Article
  • June 2021

Value in Health

... 64-68 mmol/mol). Semaglutide substantially reduced HbA1c in a dose-dependent manner compared to all other comparators, including other GLP-1 analogues [6][7][8][9][10]. The highest HbA1c decrease was seen after 16-30 weeks, and semaglutide helped more patients reach HbA1c < 7% (53 mmol/mol) than placebo or other comparators. ...

Cost-effectiveness of oral semaglutide added to current antihyperglycemic treatment for type 2 diabetes
  • Citing Article
  • April 2021

Journal of Managed Care & Specialty Pharmacy

... A total of six pharmacoeconomic studies compared the costeffectiveness of obinutuzumab based chemotherapy and rituximab based chemotherapy in patients with previously untreated FL (Wei and Liu, 2022;Bellone et al., 2021;Spencer et al., 2021;Ohno et al., 2020;Guzauskas et al., 2019;National Centre for Pharmacoeconomics, 2018). The recent cost-effectiveness analysis in China showed that obinutuzumab plus CHOP for FL is considered cost-effective compared with rituximab plus CHOP from a healthcare perspective, regardless of whether the original rituximab drug or rituximab biosimilar drug was chosen, when obinutuzumab was priced at approximately CNY13,760 (the new Medicare threshold) (Wei and Liu, 2022). ...

Cost-effectiveness of obinutuzumab versus rituximab biosimilars for previously untreated follicular lymphoma
  • Citing Article
  • February 2021

Journal of Managed Care & Specialty Pharmacy

... Population-based approaches were reported to be either more effective and less costly (i.e. dominant) [34,35] or cost effective [36][37][38][39][40][41][42][43][44][45] compared to no or standard cancer screening approaches across all 12 studies identified. The studies primarily focused on rare variants that strongly increased cancer risk; however, two articles focused on an alternate emerging genetic test, polygenic risk scores (PRS). ...

Cost-effectiveness of Population-Wide Genomic Screening for Hereditary Breast and Ovarian Cancer in the United States

JAMA Network Open