Integrating decision modeling and machine learning to inform treatment stratification.

There is increasing interest in moving away from "one size fits all (OSFA)" approaches toward stratifying treatment decisions. Understanding how expected effectiveness and cost-effectiveness varies with patient covariates is a key aspect of stratified decision making. Recently proposed machine learning (ML) methods can learn heterogeneity in outcomes without pre-specifying subgroups or functional forms, enabling the construction of decision rules ('policies') that map individual covariates into a treatment decision. However, these methods do not yet integrate ML estimates into a decision modeling framework in order to reflect long-term policy-relevant outcomes and synthesize information from multiple sources. In this paper, we propose a method to integrate ML and decision modeling, when individual patient data is available to estimate treatment-specific survival time. We also propose a novel implementation of policy tree algorithms to define subgroups using decision model output. We demonstrate these methods using the SPRINT (Systolic Blood Pressure Intervention Trial), comparing outcomes for "standard" and "intensive" blood pressure targets. We find that including ML into a decision model can impact the estimate of incremental net health benefit (INHB) for OSFA policies. We also find evidence that stratifying treatment using subgroups defined by a tree-based algorithm can increase the estimates of the INHB.

Cost-Effectiveness of Increased Use of Dual Antiplatelet Therapy After High-Risk Transient Ischemic Attack or Minor Stroke.

BACKGROUND: Rates of dual antiplatelet therapy (DAPT) after high-risk transient ischemic attack or minor ischemic stroke (TIAMIS) are suboptimal. We performed a cost-effectiveness analysis to characterize the parameters of a quality improvement (QI) intervention designed to increase DAPT use after TIAMIS. METHODS AND RESULTS: We constructed a decision tree model that compared current national rates of DAPT use after TIAMIS with rates after implementing a theoretical QI intervention designed to increase appropriate DAPT use. The base case assumed that a QI intervention increased the rate of DAPT use to 65% from 45%. Costs (payer and societal) and outcomes (stroke, myocardial infarction, major bleed, or death) were modeled using a lifetime horizon. An incremental cost-effectiveness ratio <$100 000 per quality-adjusted life year was considered cost-effective. Deterministic and probabilistic sensitivity analyses were performed. From the payer perspective, a QI intervention was associated with $9657 in lifetime cost savings and 0.18 more quality-adjusted life years compared with current national treatment rates. A QI intervention was cost-effective in 73% of probabilistic sensitivity analysis iterations. Results were similar from the societal perspective. The maximum acceptable, initial, 1-time payer cost of a QI intervention was $28 032 per patient. A QI intervention that increased DAPT use to at least 51% was cost-effective in the base case. CONCLUSIONS: Increasing DAPT use after TIAMIS with a QI intervention is cost-effective over a wide range of costs and proportion of patients with TIAMIS treated with DAPT after implementation of a QI intervention. Our results support the development of future interventions focused on increasing DAPT use after TIAMIS.

Decreasing alloimmunization-specific mortality in sickle cell disease in the United States: Cost-effectiveness of a shared transfusion resource.

Red blood cell alloimmunization and consequent delayed hemolytic transfusion reaction (DHTR) incidence and mortality in patients with sickle cell disease (SCD) are high. A shared transfusion resource has decreased both in other countries, while in the United States cost concerns persist. We conducted a Markov cohort simulation of a birth cohort of alloimmunized patients with SCD to estimate lifetime DHTR incidence, DHTR-specific mortality, quality-adjusted life expectancy (QALE), and costs with the implementation of a shared transfusion resource to identify antibody history versus without (i.e., status quo). We conducted our analysis using a lifetime analytic time horizon and from a United States health system perspective. Implementation of shared transfusion resource projects to decrease cumulative DHTR-specific mortality by 26% for alloimmunized patients with SCD in the United States, relative to the status quo. For an average patient population of 32 000, this intervention would generate a discounted increment of 4000 QALYs at an incremental discounted cost of $0.3 billion, resulting in an incremental cost-effectiveness ratio of $75 600/QALY [95% credible interval $70 200-81 400/QALY]. The results are most sensitive to the baseline lifetime medical expenditure of patients with SCD. Alloantibody data exchange is cost-effective in 100% of 10 000 Monte Carlo simulations. The resource would theoretically need a minimum patient population of 1819 patients or cost no more than $5.29 million annually to be cost-effective. By reducing DHTR-specific mortality, a shared transfusion resource in the United States projects to be a life-saving and cost-effective intervention for patients with SCD in the United States.

Quality Measure Adherence and Oral Health Outcomes in Children.

Importance: Process-based quality measures are generally intended to promote evidence-based practices that have been proven to improve outcomes. However, due to lack of standardized implementation of diagnostic codes in dentistry, assessing the association between process and oral health outcomes has been challenging. Objective: To estimate the association of adhering to dental quality measures with patient oral health outcomes. Design, Setting, and Participants: Using a target trial emulation, a causal inference framework, this retrospective cohort study estimated the difference in the risk of developing tooth decay between US children who adhered to process-based dental quality measures (receiving topical fluoride and sealant [treated groups]) and those who did not (control groups). Electronic health records of US children and adolescents aged 0 to 18 years from January 1, 2014, to December 31, 2020, were used. To emulate random treatment assignment based on baseline confounders, coarsened exact matching was used to produce covariate balance between the treated and control groups. A time-to-event regression model produced effect estimates, adjusting for time-varying covariates. Near-far matching was used to account for unmeasured confounders as a sensitivity analysis. Data were analyzed from May 1 to August 7, 2023. Exposures: Adherence to dental quality measures. Main Outcomes and Measures: Incidence of tooth decay. Results: Among 69 212 US children aged between 0 and 18 years (mean [SD] age, 10.2 [5.0] years; 49.5% male, 50.4% female, and 0.1% unknown or transgender), 1930 (2.8%) were Asian, 2038 (2.9%) were Black, 8667 (12.5%) were Hispanic, 33 632 (48.6%) were White, and 22 945 (33.2%) were multiracial, other, or missing racial and ethnic group identification. Relative to control individuals, treated individuals were more likely to be at elevated risk of caries (fluoride measure: 16 453 [76.5%] vs 15 236 [39.8%]; sealant measure: 2264 [54.6%] vs 997 [44.0%]) and have regular dental visits (fluoride measure: 21 498 [100%] vs 13 741 [35.9%]; sealant measure: 1623 [39.2%] vs 871 [38.4%]). Adherence to quality measures was associated with reduced risk of tooth decay with adjusted hazard ratios of 0.82 (95% CI, 0.78- 0.86) for fluoride and 0.86 (95% CI, 0.76-0.97) for sealant in the matched cohort. Benefits of adhering to quality measures were greater among children at elevated vs low risk and with public vs commercial insurance for both measures. Conclusions: In this cohort study, adhering to dental quality measures was associated with reduced risk of tooth decay, and benefits were greater among children at elevated risk and with public insurance. These findings provide insights in facilitating targeted application of quality measures or developing more tailored quality improvement initiatives.

Projected Life Expectancy Gains From Improvements in HIV Care in Black and White Men Who Have Sex With Men.

Importance: Substantial racial inequities exist across the HIV care continuum between non-Hispanic Black and White men who have sex with men (MSM) in the US. Objectives: To project years of life gained (YLG) with improving the HIV care continuum among Black MSM and White MSM in the US and to determine the outcomes of achieving health equity goals. Design, Setting, and Participants: The Cost-Effectiveness of Preventing AIDS Complications microsimulation model was used and populated with 2021 race-specific data to simulate HIV care among Black MSM and White MSM in the US who have acquired HIV. Analyses were completed from July 2021 to October 2023. Intervention: The study simulated status quo care using race-specific estimates: age at infection, time to diagnosis, receipt of care, and virologic suppression. The study next projected the outcomes of attaining equity-centered vs non-equity-centered goals by simulating 2 equal improvements in care goals: (10-point increased receipt of care and 5-point increased virologic suppression), 3 equity-centered goals (annual HIV testing, 95% receiving HIV care, and 95% virologic suppression) and lastly, an equitable care continuum that achieves annual HIV testing, 95% receiving care, and 95% virologic suppression in Black MSM and White MSM. One-way and multiway sensitivity and scenario analyses were conducted. Main Outcomes and Measures: Mean age at death and YLG. Results: In the simulated cohort, the mean (SD) age at HIV infection was 27.0 (10.8) years for Black MSM and 35.5 (13.6) years for White MSM. In status quo, mean age at death would be 68.8 years for Black MSM and 75.6 years for White MSM. The equal improvements in care goals would result in 0.5 YLG for Black MSM and 0.5 to 0.9 YLG for White MSM. Achieving any 1 equity-centered goal would result in 0.5 to 1.7 YLG for Black MSM and 0.4 to 1.3 YLG for White MSM. With an equitable care continuum compared with the nationally reported status quo, Black MSM and White MSM would gain 3.5 and 2.1 life-years, respectively. If the status quo HIV testing was every 6 years with 75% retained in care and 75% virologically suppressed, Black MSM would gain 4.2 life-years with an equitable care continuum. Conclusions and Relevance: In this simulation modeling study of HIV care goals, equal improvements in HIV care for Black and White MSM maintained or worsened inequities. These results suggest that equity-centered goals for the HIV care continuum are critical to mitigate long-standing inequities in HIV outcomes.

Evolution of Value in American College of Cardiology/American Heart Association Clinical Practice Guidelines.

BACKGROUND: In January 2014, the American College of Cardiology/American Heart Association released a policy statement arguing for the inclusion of cost-effectiveness analysis (CEA) and value assessments in clinical practice guidelines. It is unclear whether subsequent guidelines changed how they incorporated such concepts. METHODS: We analyzed guidelines of cardiovascular disease subconditions with a guideline released before and after 2014. We counted the words (total and per page) for 8 selected value- or CEA-related terms and compared counts and rates of terms per page in the guidelines before and after 2014. We counted the number of recommendations with at least 1 reference to a CEA or a CEA-related article to compare the ratios of such recommendations to all recommendations before and after 2014. We looked for the inclusion of the value assessment system recommended by the writing committee of the American College of Cardiology/American Heart Association policy statement of 2014. RESULTS: We analyzed 20 guidelines of 10 different cardiovascular disease subconditions. Seven of the 10 cardiovascular disease subconditions had guidelines with a greater term per page rate after 2014 than before 2014. Across all 20 guidelines, the proportion of recommendations with at least 1 reference to a CEA changed from 0.44% to 1.99% (P<0.01). The proportion of recommendations with at least 1 reference to a CEA-related article changed from 1.02% to 3.34% (P<0.01). Only 3 guidelines used a value assessment system. CONCLUSIONS: The proportion of recommendations with at least 1 reference to a CEA or CEA-related article was low before and after 2014 for most of the subconditions, however, with substantial variation in this finding across the guidelines included in our analysis. There is a need to organize existing CEA information better and produce more policy-relevant CEAs so guideline writers can more easily make recommendations that incentivize high-value care and caution against using low-value care.

The Value-of-Information and Value-of-Implementation from Clinical Trials of Diagnostic Tests for HIV-Associated Tuberculosis: A Modeling Analysis.

Objectives. Conventional value-of-information (VOI) analysis assumes complete uptake of an optimal decision. We employed an extended framework that includes value-of-implementation (VOM)-the benefit of encouraging adoption of an optimal strategy-and estimated how future trials of diagnostic tests for HIV-associated tuberculosis could improve public health decision making and clinical and economic outcomes. Methods. We evaluated the clinical outcomes and costs, given current information, of 3 tuberculosis screening strategies among hospitalized people with HIV in South Africa: sputum Xpert (Xpert), sputum Xpert plus urine AlereLAM (Xpert+AlereLAM), and sputum Xpert plus the newer, more sensitive, and costlier urine FujiLAM (Xpert+FujiLAM). We projected the incremental net monetary benefit (INMB) of decision making based on results of a trial comparing mortality with each strategy, rather than decision making based solely on current knowledge of FujiLAM's improved diagnostic performance. We used a validated microsimulation to estimate VOI (the INMB of reducing parameter uncertainty before decision making) and VOM (the INMB of encouraging adoption of an optimal strategy). Results. With current information, adopting Xpert+FujiLAM yields 0.4 additional life-years/person compared with current practices (assumed 50% Xpert and 50% Xpert+AlereLAM). While the decision to adopt this optimal strategy is unaffected by information from the clinical trial (VOI = $ 0 at $3,000/year-of-life saved willingness-to-pay threshold), there is value in scaling up implementation of Xpert+FujiLAM, which results in an INMB (representing VOM) of $650 million over 5 y. Conclusions. Conventional VOI methods account for the value of switching to a new optimal strategy based on trial data but fail to account for the persuasive value of trials in increasing uptake of the optimal strategy. Evaluation of trials should include a focus on their value in reducing barriers to implementation. Highlights: In conventional VOI analysis, it is assumed that the optimal decision will always be adopted even without a trial. This can potentially lead to an underestimation of the value of trials when adoption requires new clinical trial evidence. To capture the influence that a trial may have on decision makers' willingness to adopt the optimal decision, we also consider value-of-implementation (VOM), a metric quantifying the benefit of new study information in promoting wider adoption of the optimal strategy. The overall value-of-a-trial (VOT) includes both VOI and VOM.Our model-based analysis suggests that the information obtained from a trial of screening strategies for HIV-associated tuberculosis in South Africa would have no value, when measured using traditional methods of VOI assessment. A novel strategy, which includes the urine FujiLAM test, is optimal from a health economic standpoint but is underutilized. A trial would reduce uncertainties around downstream health outcomes but likely would not change the optimal decision. The high VOT (nearly $700 million over 5 y) lies solely in promoting uptake of FujiLAM, represented as VOM.Our results highlight the importance of employing a more comprehensive approach for evaluating prospective trials, as conventional VOI methods can vastly underestimate their value. Trialists and funders can and should assess the VOT metric instead when considering trial designs and costs. If VOI is low, the VOM and cost of a trial can be compared with the benefits and costs of other outreach programs to determine the most cost-effective way to improve uptake.

Cost-effectiveness of prophylactic emicizumab versus prophylactic recombinant factor VIII in patients with moderate or mild hemophilia A without inhibitors in the United States.

Prophylactic emicizumab is cost-ineffective in adults with moderate or mild hemophilia A without inhibitors at current pricing. The price of prophylactic emicizumab would need to decrease by >35% to become cost-effective in this patient population.

Cost-Effectiveness of Quadruple Therapy in Management of Heart Failure With Reduced Ejection Fraction in the United States.

BACKGROUND: The 2022 clinical guidelines for management of heart failure with reduced ejection fraction call for quadruple therapy. Quadruple therapy consists of an angiotensin receptor-neprilysin inhibitor (ARNi), sodium-glucose cotransporter-2 inhibitor (SGLT2i), mineralocorticoid receptor antagonist, and beta blocker. The ARNi and sodium-glucose cotransporter-2 inhibitor are newer additions to standard of care with the ARNi replacing ACE (angiotensin-converting enzyme) inhibitors and angiotensin II receptor blockers. METHODS: We investigate the cost-effectiveness of sequentially adding the SGLT2i and ARNi to form quadruple therapy as compared with the previous standard of care with ACE inhibitor/mineralocorticoid receptor antagonist/beta blocker. Using a 2-stage Markov model, we projected the expected lifetime discounted costs and quality-adjusted life years (QALYs) of a simulated cohort of US patients who underwent each treatment option and calculated incremental cost-effectiveness ratios. We assessed incremental cost-effectiveness ratios using criteria for health care value (<$50 000/quality-adjusted life year [QALY] indicating high-value, $50 000-150 000/QALY indicating intermediate value, and >$150 000/QALY indicating low-value) and a standard $100 000/QALY cost-effectiveness threshold. RESULTS: Compared with the previous standard of care, the SGLT2i addition had an incremental cost-effectiveness ratio of $73 000/QALY and weakly dominated the ARNi addition. The addition of both the ARNi and SGLT2i for quadruple therapy offered 0.68 additional discounted QALYs over the SGLT2i addition alone at a lifetime discounted cost of $66 700, resulting in an incremental cost-effectiveness ratio of $98 500/QALY. In sensitivity analysis varying drug prices, the incremental cost-effectiveness ratio for quadruple therapy ranged from $73 500/QALY using prices available to the US Department of Veterans Affairs to $110 000/QALY using drug list prices. CONCLUSIONS: While quadruple therapy offers intermediate value, it is borderline cost effective compared with adding the SGLT2i alone to previous standard of care. Thus, its cost-effectiveness is sensitive to a payer's ability to negotiate discounts off the increasing list prices for ARNI and SGLT2is. The demonstrated benefits of ARNi and SGLT2is should be weighed against their high prices in payer and policy considerations.

Distributional Cost-Effectiveness of Equity-Enhancing Gene Therapy in Sickle Cell Disease in the United States.

BACKGROUND: Gene therapy is a potential cure for sickle cell disease (SCD). Conventional cost-effectiveness analysis (CEA) does not capture the effects of treatments on disparities in SCD, but distributional CEA (DCEA) uses equity weights to incorporate these considerations. OBJECTIVE: To compare gene therapy versus standard of care (SOC) in patients with SCD by using conventional CEA and DCEA. DESIGN: Markov model. DATA SOURCES: Claims data and other published sources. TARGET POPULATION: Birth cohort of patients with SCD. TIME HORIZON: Lifetime. PERSPECTIVE: U.S. health system. INTERVENTION: Gene therapy at age 12 years versus SOC. OUTCOME MEASURES: Incremental cost-effectiveness ratio (ICER) (in dollars per quality-adjusted life-years [QALYs] gained) and threshold inequality aversion parameter (equity weight). RESULTS OF BASE-CASE ANALYSIS: Gene therapy versus SOC for females yielded 25.5 versus 15.7 (males: 24.4 vs. 15.5) discounted lifetime QALYs at costs of $2.8 million and $1.0 million (males: $2.8 million and $1.2 million), respectively, with an ICER of $176 000 per QALY (full SCD population). The inequality aversion parameter would need to be 0.90 for the full SCD population for gene therapy to be preferred per DCEA standards. RESULTS OF SENSITIVITY ANALYSIS: SOC was favored in 100.0% (females) and 87.1% (males) of 10 000 probabilistic iterations at a willingness-to-pay threshold of $100 000 per QALY. Gene therapy would need to cost less than $1.79 million to meet conventional CEA standards. LIMITATION: Benchmark equity weights (as opposed to SCD-specific weights) were used to interpret DCEA results. CONCLUSION: Gene therapy is cost-ineffective per conventional CEA standards but can be an equitable therapeutic strategy for persons living with SCD in the United States per DCEA standards. PRIMARY FUNDING SOURCE: Yale Bernard G. Forget Scholars Program and Bunker Endowment.

Prioritizing Quality Measures in Acute Stroke Care : A Cost-Effectiveness Analysis.

BACKGROUND: The American Heart Association and American Stroke Association (AHA/ASA) endorsed 15 process measures for acute ischemic stroke (AIS) to improve the quality of care. Identifying the highest-value measures could reduce the administrative burden of quality measure adoption while retaining much of the value of quality improvement. OBJECTIVE: To prioritize AHA/ASA-endorsed quality measures for AIS on the basis of health impact and cost-effectiveness. DESIGN: Individual-based stroke simulation model. DATA SOURCES: Published literature. TARGET POPULATION: U.S. patients with incident AIS. TIME HORIZON: Lifetime. PERSPECTIVE: Health care sector. INTERVENTION: Current versus complete (100%) implementation at the population level of quality measures endorsed by the AHA/ASA with sufficient clinical evidence (10 of 15). OUTCOME MEASURES: Life-years, quality-adjusted life-years (QALYs), incremental cost-effectiveness ratios, and incremental net health benefits. RESULTS OF BASE-CASE ANALYSIS: Discounted life-years gained from complete implementation would range from 472 (tobacco use counseling) to 34 688 (early carotid imaging) for an annual AIS patient cohort. All AIS quality measures were cost-saving or highly cost-effective by AHA standards (<$50 000 per QALY for high-value care). Early carotid imaging and intravenous tissue plasminogen activator contributed the largest fraction of the total potential value of quality improvement (measured as incremental net health benefit), accounting for 72% of the total value. The top 5 quality measures accounted for 92% of the total potential value. RESULTS OF SENSITIVITY ANALYSIS: A web-based user interface allows for context-specific sensitivity and scenario analyses. LIMITATION: Correlations between quality measures were not incorporated. CONCLUSION: Substantial variation exists in the potential net benefit of quality improvement across AIS quality measures. Benefits were highly concentrated among 5 of 10 measures assessed. Our results can help providers and payers set priorities for quality improvement efforts and value-based payments in AIS care. PRIMARY FUNDING SOURCE: National Institute of Neurological Disorders and Stroke.

Lower Limb Serratia marcescens Necrotizing Fasciitis Complicated by Nosocomial COVID-19.

Serratia marcescens represents an unusual yet potentially deadly cause of lower limb necrotizing fasciitis (NF). Compounding the already high mortality of NF, S. marcescens infections are usually associated with worse outcomes (i.e., amputation). Here we present the case of a 56-year-old immunocompromised man due to lupus nephritis who developed lower limb NF secondary to S. marcescens followed by nosocomial coronavirus disease 2019 (COVID-19) pneumonitis. Successful limb salvage was achieved through a multidisciplinary team approach from various specialties including plastic surgery, orthopedic surgery, anesthesiology, intensive care, respiratory medicine, and nephrology. At 11 months' follow-up, the patient was largely independent with activities of daily living and was able to ambulate. Unfortunately, he suffered a myocardial infarction at 19 months post-operatively and passed away. A review of the literature revealed only a handful of cases of lower limb NF due to S. marcescens and none with subsequent COVID-19. Therefore, this is the first report of such a case which should help with the clinical management of such cases going forward, especially with COVID-19 now becoming endemic in our communities and contributing to delayed presentations and increased mortality in NF.

Smartphone-Based DIY Home Microsurgical Training with 3D Printed Microvascular Clamps and Japanese Noodles.

We have recently incorporated simple modifications of the konjac flour noodle model to enable DIY home microsurgical training by (i) placing a smartphone on a mug to act as a microscope with at least ×3.5-5 magnification, and (ii) rather than cannulating with a 22G needle as described by others, we have found that cannulation with a 23G needle followed by a second pass with an 18G needle will create a lumen (approximately 0.83 mm) without an overly thick and unrealistic "vessel" wall. The current setup, however, did not allow realistic evaluation of anastomotic patency as the noodles became macerated after application of standard microvascular clamps, which also did not facilitate practice of back-wall anastomoses. In order to simulate the actual operative environment as much as possible, we introduced the use of 3D-printed microvascular clamps. These were modified from its previous iteration (suitable for use in silastic and chicken thigh vessels), and video recordings were submitted for internal validation by senior surgeons. A "wet" operative field where the konjac noodle lumen can be distended or collapsed, unlike other nonliving models, was noted by senior surgeons. With the 3D clamps, the noodle could now be flipped over for back-wall anastomosis and allowed patency testing upon completion as it did not become macerated, unlike that from clinical microvascular clamps. The perceived advantages of this model are numerous. Not only does it comply with the 3Rs of simulation-based training, but it can also reduce the associated costs of training by up to a hundred-fold or more when compared to a traditional rat course and potentially be extended to low-middle income countries without routine access to microsurgical training for capacity development. That it can be utilized remotely also bodes well with the current limitations on face-to-face training due to COVID restrictions and lockdowns.

Modeling the Cost and Health Impacts of Diagnostic Strategies in Patients with Suspected Transthyretin Cardiac Amyloidosis.

Background Transthyretin cardiac amyloidosis (ATTR-CMP) is an increasingly recognized and treatable cause of heart failure with preserved ejection fraction. Multimodality cardiac imaging is recommended for ATTR-CMP diagnosis, but its cost-effectiveness in current clinical practice has not been well studied. Methods and Results Using a microsimulation model, we compared the cost-effectiveness of a combination of strategies involving 99mtechnetium pyrophosphate (PYP), cardiac magnetic resonance imaging, and endomyocardial biopsy for the diagnosis of ATTR-CMP. We developed a decision analytic model to project health care costs and lifetime quality-adjusted life years for symptomatic, older patients who present with congestive heart failure, with an increased left ventricular wall thickness and a 13% prevalence of ATTR-CMP. Rates of clinical events, costs, and quality-of-life values were estimated from published literature. The analysis was conducted from a US health care system perspective with health and cost outcomes discounted annually at 3%. In the base-case scenario, using a fixed tafamidis price of $16 000 annually (previously identified cost-effective price), total health care costs per person were lowest for the PYP-only strategy ($209 415) and highest for endomyocardial biopsy strategy ($215 881). Of the 7 strategies examined, the PYP-only strategy had the highest net monetary benefit using a willingness-to-pay threshold of $100 000/quality-adjusted life year. Results were sensitive to variations in model inputs for PYP and cardiac magnetic resonance imaging specificity, cost of tafamidis, and willingness-to-pay thresholds. Conclusions Our model-based analyses showed that a PYP-only strategy to diagnose ATTR-CMP is the most cost-effective strategy, at willingness-to-pay threshold of $100 000/quality-adjusted life year. At higher threshold ($150 000/quality-adjusted life year), sequential tests involving PYP and cardiac magnetic resonance imaging may be considered cost effective.

Cost-effectiveness of routine versus indicated antibiotic therapy in the management of severe wasting in children.

BACKGROUND: In the outpatient management of severe wasting, routine antibiotic therapy is recommended for all children upon admission regardless of whether clinical signs of infection are present. Indicated antibiotic therapy, where antibiotics are provided only upon presentation of clinical signs of infection, may be considered for its potential to allow for more prudent antibiotic use and greater program coverage, reducing the risk of antibiotic resistance as well as costs and logistical burdens associated with treatment. We therefore conducted a cost-effectiveness analysis to measure the effects of indicated antibiotic therapy compared to routine antibiotic therapy in terms of incremental cost-per-life-year saved in Niger. METHODS: We used a cohort model to conduct a cost-effectiveness analysis from a healthcare system perspective to project and weigh the lifetime discounted costs and effects of indicated antibiotic therapy compared to routine antibiotic therapy in the treatment of uncomplicated severe wasting in children in Niger. We calculated incremental cost-effectiveness ratios (ICERs) in terms of treatment-related healthcare costs per discounted life-years saved (LYS), and conducted program coverage scenario and sensitivity analyses to assess model uncertainty. RESULTS: The ICER for indicated antibiotic therapy compared to routine antibiotic therapy was $8.5/LYS, which is under the cost-effectiveness threshold for Niger. The probability of the indicated strategy being optimal was 76.1% when program coverage was equal to coverage associated with routine therapy but was 100% likely to be optimal in probabilistic sensitivity analysis scenarios where indicated program coverage improved 5 percentage points. CONCLUSIONS: Indicated antibiotic therapy likely represents a cost-effective strategy, particularly if indicated treatment can result in expanded coverage. With the risk of increasing antibiotic resistance worldwide, antibiotic stewardship and simplified treatment protocols for severe wasting using indicated antibiotic therapy may represent good value for money in some low risk populations.

Development and validation of the age-associated dementia policy (AgeD-Pol) computer simulation model in the USA and Europe.

OBJECTIVE: To develop and validate a novel, microsimulation model that accounts for the prevalence and incidence of age-associated dementias (AAD), disease progression and associated mortality. DESIGN, DATA SOURCES AND OUTCOME MEASURES: We developed the AAD policy (AgeD-Pol) model, a microsimulation model to simulate the natural history, morbidity and mortality associated with AAD. We populated the model with age-stratified and sex-stratified data on AAD prevalence, AAD incidence and mortality among people with AAD. We first performed internal validation using data from the Adult Changes in Thought (ACT) cohort study. We then performed external validation of the model using data from the Framingham Heart Study, the Rotterdam Study and Kaiser Permanente Northern California (KPNC). We compared model-projected AAD cumulative incidence and mortality with published cohort data using mean absolute percentage error (MAPE) and root-mean-square error (RMSE). RESULTS: In internal validation, the AgeD-Pol model provided a good fit to the ACT cohort for cumulative AAD incidence, 10.4% (MAPE, 0.2%) and survival, 66.5% (MAPE, 8.8%), after 16 years of follow-up among those initially aged 65-69 years. In the external validations, the model-projected lifetime cumulative incidence of AAD was 30.5%-32.4% (females) and 16.7%-23.0% (males), using data from the Framingham and Rotterdam cohorts, and AAD cumulative incidence was 21.5% over 14 years using KPNC data. Model projections demonstrated a good fit to all three cohorts (MAPE, 0.9%-9.0%). Similarly, model-projected survival provided good fit to the Rotterdam (RMSE, 1.9-3.6 among those with and without AAD) and KPNC cohorts (RMSE, 7.6-18.0 among those with AAD). CONCLUSIONS: The AgeD-Pol model performed well when validated to published data for AAD cumulative incidence and mortality and provides a useful tool to project the AAD disease burden for health systems planning in the USA.