Efficacy and safety of onasemnogene abeparvovec for the treatment of patients with spinal muscular atrophy type 1: A systematic review with meta-analysis.

BACKGROUND: Onasemnogene abeparvovec has been approved for the treatment of spinal muscular atrophy 5q type 1 in several countries, which calls for an independent assessment of the evidence regarding efficacy and safety. OBJECTIVE: Conduct a meta-analysis to assess the efficacy and safety of onasemnogene abeparvovec in patients diagnosed with SMA type 1, based on the available evidence. METHODS: This article results from searches conducted on databases up to November 2022. Outcomes of interest were global survival and event-free survival, improvement in motor function and treatment-related adverse events. Risk of bias assessment and certainty of evidence were performed for each outcome. Proportional meta-analysis models were performed when applicable. RESULTS: Four reports of three open-label, non-comparative clinical trials covering 67 patients were included. Meta-analyses of data available in a 12-month follow-up estimate a global survival of 97.56% (95%CI: 92.55 to 99.86, I2 = 0%, n = 67), an event-free survival of 96.5% (95%CI: 90.76 to 99.54, I2 = 32%, n = 66) and a CHOP-INTEND score ≥ 40 points proportion of 87.28% (95%CI: 69.81 to 97.83, I2 = 69%, n = 67). Proportion of 52.64% (95%CI: 27.11 to 77.45, I2 = 78%, n = 67) of treatment-related adverse events was estimated. CONCLUSION: The results indicate a potential change in the natural history of type 1 SMA, but the methodological limitations of the studies make the real extent of the technology's long-term benefits uncertain.

Cost-Effectiveness of Onasemnogene Abeparvovec Compared With Nusinersen and Risdiplam in Patients With Spinal Muscular Atrophy Type 1 in Brazil: Custo-Efetividade do Onasemnogeno Abeparvoveque (AVXS-101) em Comparação ao Nusinersena e Risdiplam em Pacientes com Atrofia Muscular Espinhal Tipo 1 no Brasil.

OBJECTIVES: This study aimed to evaluate the cost-effectiveness of the onasemnogene abeparvovec in relation to nusinersen and risdiplam in the treatment of spinal muscular atrophy type 1 from the perspective of the Brazilian Unified Health System. METHODS: A Markov model was built on a lifetime horizon. Short-term data were obtained from clinical trials of the technologies and from published cohort survival curves (long term). Costs were measured in current 2022 local currency (R$) values and benefits in quality-adjusted life-years (QALYs). Utility values were derived from type 1 spinal muscular atrophy literature, whereas costs related to technologies and maintenance care in each health state were obtained from official sources of reimbursement in Brazil. Deterministic and probabilistic, as well as scenario, sensitivity analyses were performed. RESULTS: Compared with the less costly strategy (nusinersen), the use of onasemnogene abeparvovec resulted in an incremental cost of R$2.468.448,06 ($975 671.169 - purchasing power parity [PPP]) and a 3-QALY increment and incremental cost-effectiveness ratio of R$742.890,92 ($293 632.774 - PPP)/QALY. Risdiplam had an extended dominance from other strategies, resulting in an incremental cost-effectiveness ratio of R$926.586,22 ($366 239.612 - PPP)/QALY compared with nusinersen. Sensitivity analysis showed a significant impact of the follow-up time of the cohort and the cost of acquiring onasemnogene abeparvovec. CONCLUSIONS: Over a lifetime horizon, onasemnogene abeparvovec seems to be a potentially more effective option than nusinersen and risdiplam, albeit with an incremental cost. Such a trade-off should be weighed in efficiency criteria during decision making and outcome monitoring from the perspective of the Brazilian Unified Health System.

Disparity in the use of Alzheimer's disease treatment in Southern Brazil.

Alzheimer's disease (AD) treatment is freely available in the Brazilian public health system. However, the prescription pattern and its associated factors have been poorly studied in our country. We reviewed all granted requests for AD treatment in the public health system in October 2021 in the Rio Grande do Sul (RS) state, Southern Brazil. We performed a spatial autocorrelation analysis with the population-adjusted patients receiving any AD medication as the outcome and correlated it with several socioeconomic variables. 2382 patients with AD were being treated during the period analyzed. The distribution of the outcome variable was not random (Moran's I 0.17562, P <.0001), with the most developed regions having a higher number of patients/100,000 receiving any AD medication. We show that although AD medications are available through the public health system, there is a clear disparity between regions of RS state. Factors related to socioeconomic development partly explain this finding.

Efficacy and Safety of Taliglucerase Alfa for the Treatment of Gaucher Disease: A 9-Year Experience

Abstract Gaucher disease (GD) is one of the most common lysosomal disorders, occurring in approximately 1 in 40,000 live births worldwide. Since 2014 enzyme replacement therapy (ERT) with taliglucerase alfa has been the treatment of choice for adult patients with GD in Brazil. The aim of this study was to evaluate the long-term efficacy and safety of taliglucerase alfa in a cohort of Brazilian patients treated at a referral center for inborn errors of metabolism. All patients who received at least one infusion of the enzyme at the study center were considered eligible to participate. Patients were followed for adverse reactions and events throughout the study period. Platelets, hemoglobin, chitotriosidase activity, bone marrow burden (BMB) score, bone mineral density, and the severity score index (SSI) were analyzed. For patients who were switched to taliglucerase alfa from imiglucerase, the same variables were compared before and after the switch. At 9-year follow-up, all parameters of interest had remained stable or improved. The overall rate of adverse events was lower than in other studies that evaluated long-term ERT with taliglucerase, and no serious adverse events were considered related to treatment. Based on our findings, ERT with taliglucerase alfa is an effective and safe approach for treatment of patients with GD.

A Systematic Review and Meta-Analysis of Enzyme Replacement Therapy in Late-Onset Pompe Disease.

Pompe disease (PD) is a glycogen storage disorder caused by deficient activity of acid alpha-glucosidase (GAA). We sought to review the latest available evidence on the safety and efficacy of recombinant human GAA enzyme replacement therapy (ERT) for late-onset PD (LOPD). METHODS: We systematically searched the MEDLINE (via PubMed), Embase, and Cochrane databases for prospective clinical studies evaluating ERT for LOPD on pre-specified outcomes. A meta-analysis was also performed. RESULTS: Of 1601 articles identified, 22 were included. Studies were heterogeneous and with very low certainty of evidence for most outcomes. The following outcomes showed improvements associated with GAA ERT, over a mean follow-up of 32.5 months: distance walked in the 6-min walking test (6MWT) (mean change 35.7 m (95% confidence interval [CI] 7.78, 63.75)), physical domain of the SF-36 quality of life (QOL) questionnaire (mean change 1.96 (95% CI 0.33, 3.59)), and time on ventilation (TOV) (mean change -2.64 h (95% CI -5.28, 0.00)). There were no differences between the pre- and post-ERT period for functional vital capacity (FVC), Walton and Gardner-Medwin Scale score, upper-limb strength, or total SF-36 QOL score. Adverse events (AEs) after ERT were mild in most cases. CONCLUSION: Considering the limitations imposed by the rarity of PD, our data suggest that GAA ERT improves 6MWT, physical QOL, and TOV in LOPD patients. ERT was safe in the studied population. PROSPERO register: 135102.

Hypoglycemia frequency and treatment satisfaction in patients receiving insulin analogues for treatment of type 1 diabetes mellitus.

OBJECTIVE: The aim of this study was to evaluate the frequency of hypoglycemia and the treatment satisfaction in patients with type 1 diabetes (T1D) using insulin analogues. METHODS: This observational retrospective study included 516 adult patients with T1D from 38 cities in Southern Brazil. Demographics and clinical data were collected using a self-report questionnaire. Hypoglycemia was defined as an event based on either symptoms or self-monitored blood glucose < 70 mg/dL. Treatment satisfaction was evaluated using the Diabetes Treatment Satisfaction Questionnaire status version (DTSQs) and with a specific question with scores ranging from 0-10. Common mental disorders were assessed using the General Health Questionnaire (GHQ-12). RESULTS: Overall, the mean age was 38 ± 14 years and 52% of the participants were women. The median diabetes duration was 18 years. The scores for insulin analogue treatment satisfaction were higher than those for previous treatments. DTSQ scores had a median value of 32 (interquartile range 29-35) and remained unchanged over time. The percentage of patients with hypoglycemia (including severe and nocturnal) was comparable across groups divided according to duration of use of insulin analogues. Most patients (n=395, 77%) screened positive for common mental disorders. CONCLUSION: Patient satisfaction with insulin analogue treatment was high and remained unchanged with time. Episodes of hypoglycemia also remained unchanged over time among patients using insulin analogues.

Hypoglycemia frequency and treatment satisfaction in patients receiving insulin analogues for treatment of type 1 diabetes mellitus

ABSTRACT Objective: The aim of this study was to evaluate the frequency of hypoglycemia and the treatment satisfaction in patients with type 1 diabetes (T1D) using insulin analogues. Subjects and methods: This observational retrospective study included 516 adult patients with T1D from 38 cities in Southern Brazil. Demographics and clinical data were collected using a self-report questionnaire. Hypoglycemia was defined as an event based on either symptoms or self-monitored blood glucose < 70 mg/dL. Treatment satisfaction was evaluated using the Diabetes Treatment Satisfaction Questionnaire status version (DTSQs) and with a specific question with scores ranging from 0-10. Common mental disorders were assessed using the General Health Questionnaire (GHQ-12). Results: Overall, the mean age was 38 ± 14 years and 52% of the participants were women. The median diabetes duration was 18 years. The scores for insulin analogue treatment satisfaction were higher than those for previous treatments. DTSQ scores had a median value of 32 (interquartile range 29-35) and remained unchanged over time. The percentage of patients with hypoglycemia (including severe and nocturnal) was comparable across groups divided according to duration of use of insulin analogues. Most patients (n=395, 77%) screened positive for common mental disorders. Conclusions: Patient satisfaction with insulin analogue treatment was high and remained unchanged with time. Episodes of hypoglycemia also remained unchanged over time among patients using insulin analogues.

Evaluation of severe hypoglycemia and common mental disorders in patients receiving insulin analogues for treatment of type 1 diabetes

ABSTRACT This is a retrospective report of the frequency of severe hypoglycemia and the association between common mental disorders and type 1 diabetes mellitus treated with insulin analogues. Patients with severe hypoglycemia compared with those without this complication had a higher prevalence of positive screening for common mental disorders (88% vs.77%, respectively, p = 0.03).

Evaluation of severe hypoglycemia and common mental disorders in patients receiving insulin analogues for treatment of type 1 diabetes.

This is a retrospective report of the frequency of severe hypoglycemia and the association between common mental disorders and type 1 diabetes mellitus treated with insulin analogues. Patients with severe hypoglycemia compared with those without this complication had a higher prevalence of positive screening for common mental disorders (88% vs. 77%, respectively, p = 0.03).

Access to treatment for phenylketonuria by judicial means in Rio Grande do Sul, Brazil.

Treatment of phenylketonuria (PKU) includes the use of a metabolic formula which should be provided free of charge by the Unified Health System (SUS). This retrospective, observational study sought to characterize judicial channels to obtain PKU treatment in Rio Grande do Sul (RS), Brazil. Lawsuits filed between 2001- 2010 and having as beneficiaries PKU patients requesting treatment for the disease were included. Of 20 lawsuits filed, corresponding to 16.8% of RS patients with PKU, 19 were retrieved for analysis. Of these, only two sought to obtain therapies other than metabolic formula. In all the other 17 cases, prior treatment requests had been granted by the State Department of Health. Defendants included the State (n = 19), the Union (n = 1), and municipalities (n = 4). In 18/19 cases, the courts ruled in favor of the plaintiffs. Violation of the right to health and discontinuation of State-provided treatment were the main reasons for judicial recourse. Unlike other genetic diseases, patients with PKU seek legal remedy to obtain a product already covered by the national pharmaceutical assistance policy, suggesting that management failures are a driving factor for judicialization in Brazil.

Access to treatment for phenylketonuria by judicial means in Rio Grande do Sul, Brazil / Acesso ao tratamento para fenilcetonúria por via judicial no Rio Grande do Sul, Brasil

Treatment of phenylketonuria (PKU) includes the use of a metabolic formula which should be provided free of charge by the Unified Health System (SUS). This retrospective, observational study sought to characterize judicial channels to obtain PKU treatment in Rio Grande do Sul (RS), Brazil. Lawsuits filed between 2001- 2010 and having as beneficiaries PKU patients requesting treatment for the disease were included. Of 20 lawsuits filed, corresponding to 16.8% of RS patients with PKU, 19 were retrieved for analysis. Of these, only two sought to obtain therapies other than metabolic formula. In all the other 17 cases, prior treatment requests had been granted by the State Department of Health. Defendants included the State (n = 19), the Union (n = 1), and municipalities (n = 4). In 18/19 cases, the courts ruled in favor of the plaintiffs. Violation of the right to health and discontinuation of State-provided treatment were the main reasons for judicial recourse. Unlike other genetic diseases, patients with PKU seek legal remedy to obtain a product already covered by the national pharmaceutical assistance policy, suggesting that management failures are a driving factor for judicialization in Brazil.

O tratamento da fenilcetonúria (PKU) inclui o uso de uma fórmula metabólica (FM) fornecida sem custos pelo Sistema Único de Saúde (SUS). O objetivo do estudo foi caracterizar o uso da via judicial para obter tratamento para PKU no estado do Rio Grande do Sul (RS), Brasil, através de um estudo retrospectivo e observacional, analisando ações judiciais. Foram incluídas ações judiciais arquivadas entre 2001-2010 que possuíam como beneficiários indivíduos com PKU solicitando alguma forma de tratamento para PKU. Foram localizados 20 casos, correspondendo a 16,8% dos pacientes com PKU no RS, sendo 19 obtidos para análise. Somente dois procuravam obter outras terapias que a FM. Nos outros 17 casos, uma solicitação de tratamento anterior fora concedida pela Secretaria Estadual de Saúde. Os réus incluem o Estado (n = 19), União (n = 1) e municípios (n = 4). Em 18/19 casos, os tribunais decidiram a favor dos demandantes. Violação do direito à saúde e interrupção do tratamento prestado pelo Estado foram os principais motivos para recorrer aos tribunais. Diferente de outras doenças genéticas, os pacientes com PKU buscam o meio jurídico para obter um produto já incluso na política de assistência farmacêutica nacional, sugerindo que falhas de gestão são um dos fatores desencadeantes da judicialização no país.

Adherence to Treatment of Phenylketonuria: A Study in Southern Brazilian Patients

Abstract Introduction: Phenylketonuria (PKU) is caused by the deficient activity of phenylalanine hydroxylase. Aim: To identify the factors associated with treatment adherence among patients with PKU seen at a southern Brazil reference center. Methodology: A cross-sectional, outpatient-based study including 56 patients with PKU (median age, 12 years) for whom a Phe-restrict diet plus specific metabolic formula have been prescribed. Patients were considered adherent or nonadherent depending on the median phenylalanine concentration for the 12 months prior to study and target levels of phenylalanine for each age range (<13 years = ≤360 µmol/L; ≥13 years = ≤900 µmol/L). Data were collected through a review of patient's medical records and a set of interviews with patients and their relatives. Results: Eighteen patients (32.1%; ≥13 years, 11) were classified as treatment adherent. Among all factors analyzed, only mental retardation, living with parents, and level of maternal education were associated with adherence to treatment. Conclusion: Our findings reinforce the importance of the family as promoting factor for treatment adherence.

Quality of life of brazilian patients with Gaucher disease and fabry disease.

OBJECTIVE: To evaluate QoL in a sample of Brazilian patients with Gaucher (GD) and Fabry (FD) disease using the SF-36 survey. METHOD: Observational cross-sectional study. The SF-36 survey was administered to cognitively able patients 12 years or older, who were seen in the Medical Genetics Service of Hospital de Clínicas de Porto Alegre, Brazil. RESULTS: Thirty-five patients were included in the study (GD = 21, FD = 14), mean age was 29.8 ± 14.2 years and 29 (82.9%) were receiving ERT. Patients with GD receiving ERT had better scores in the general health (p = 0.046) domain of the SF-36 than patients with FD receiving ERT. Comparison of patients with GD naive to ERT and those receiving ERT revealed differences only in the bodily pain domain (p = 0.036). The Zimran score showed a moderate negative correlation with the following domains of the SF-36: physical functioning (p = 0.035), role-physical (p = 0.036), general health (p = 0.023) and role emotional (p = 0.021). DISCUSSION AND CONCLUSION: Although limited because of the small number of patients included, findings suggest that patients with GD receiving ERT have a better QoL than patients with FD or with GD not receiving ERT. Imiglucerase has a beneficial effect against pain for patients with GD. Further studies should be conducted to confirm our findings.

[Court-ordered access to treatment of rare genetic diseases: Fabry Disease in the state of Rio Grande do Sul, Brazil]. / Judicialização do acesso ao tratamento de doenças genéticas raras: a doença de Fabry no Rio Grande do Sul.

Court-ordered access to high-cost drugs for rare genetic diseases, such as Fabry Disease (alpha-galactosidase-A deficiency), is a growing phenomenon as yet lacking systematic study. An observational, cross-sectional and retrospective study was conducted to characterize the lawsuits related to access to treatment for Fabry Disease by Enzyme Replacement Therapy in the State of Rio Grande do Sul prior to 2007. The study identified 13 lawsuits and 17 plaintiffs, 11 requesting alfa and 6 betagalsidase. The State of RS, the Federal Government, and 5 municipalities figured as defendants, in the form of joinder of parties or otherwise. There were 13 requests for interlocutory relief of which 12 were granted, and 2 sentences were handed down, both favorable. "Risk of death" was alleged by doctors in 4 prescriptions and by lawyers in the 13 lawsuits. The data suggest the lack of discussions combining aspects of medical efficacy and safety, cost-effectiveness, economic impact, and legal and constitutional arguments, which requires a specific policy for rare genetic diseases to standardize access to treatment.

Judicialização do acesso ao tratamento de doenças genéticas raras: a doença de Fabry no Rio Grande do Sul / Court-ordered access to treatment of rare genetic diseases: Fabry Disease in the state of Rio Grande do Sul, Brazil

A judicialização do acesso a medicamentos de alto custo para doenças genéticas raras, como a doença de Fabry (deficiência de alfa-galactosidase A), é um fenômeno crescente e pouco estudado de forma sistemática. Realizou-se um estudo observacional, transversal e retrospectivo para caracterizar as ações judiciais relativas ao acesso ao tratamento da doença de Fabry por terapia de reposição enzimática no estado do Rio Grande do Sul até 2007. Foram identificadas 13 ações e 17 demandantes. Onze solicitaram alfa e 6 betagalsidase. Figuraram como réus o estado do RS, a União e 5 municípios, em litisconsórcio ou não. Houve 13 pedidos de antecipação da tutela, 12 concedidos, e 2 sentenças, ambas procedentes. "Risco de morte" foi alegado, por médicos, em 4 prescrições e, por advogados, nas 13 ações. Os dados sugerem a ausência de discussões que envolvam conjuntamente aspectos de eficácia e segurança médicas, custo-efetividade, impacto econômico e argumentos jurídico-constitucionais, sendo necessária uma política específica para doenças genéticas raras que padronize o acesso aos tratamentos.

Court-ordered access to high-cost drugs for rare genetic diseases, such as Fabry Disease (alpha-galactosidase-A deficiency), is a growing phenomenon as yet lacking systematic study. An observational, cross-sectional and retrospective study was conducted to characterize the lawsuits related to access to treatment for Fabry Disease by Enzyme Replacement Therapy in the State of Rio Grande do Sul prior to 2007. The study identified 13 lawsuits and 17 plaintiffs, 11 requesting alfa and 6 betagalsidase. The State of RS, the Federal Government, and 5 municipalities figured as defendants, in the form of joinder of parties or otherwise. There were 13 requests for interlocutory relief of which 12 were granted, and 2 sentences were handed down, both favorable. "Risk of death" was alleged by doctors in 4 prescriptions and by lawyers in the 13 lawsuits. The data suggest the lack of discussions combining aspects of medical efficacy and safety, cost-effectiveness, economic impact, and legal and constitutional arguments, which requires a specific policy for rare genetic diseases to standardize access to treatment.

Enzyme replacement therapy for Fabry disease: A systematic review and meta-analysis.

The specific treatment available for Fabry disease (FD) is enzyme replacement therapy (ERT) with agalsidase alfa or beta. A systematic review and meta-analysis was conducted to assess the efficacy and safety of ERT for FD. Only double-blind, randomized clinical trials (RCTs) comparing agalsidase alfa or beta and placebo were included. ERT with either agalsidase alfa or beta was considered similar for the purposes of analysis. Ten RCTs were identified, which showed improvements in neuropathic pain, in heart abnormalities and in globotriaosylceramide (GL-3) levels. A meta-analysis showed increased odds for fever, rigors, development of IgG antibodies to agalsidase, and no significant association with development of hypertension or reduction in the QRS complex duration on electrocardiogram. The RCTs included in this comparison enrolled few patients, were highly heterogeneous, and were focused mainly on surrogate endpoints, limiting any conclusions as to the real effect of ERT for FD. The available evidence suggests that response to ERT is variable across patient subgroups and that agalsidase may slow progression of FD, with slight improvement of existing changes. Nevertheless, many uncertainties remain, and further studies are necessary.

Ethical issues related to the access to orphan drugs in Brazil: the case of mucopolysaccharidosis type I.

BACKGROUND/AIMS: Mucopolysaccharidosis type I (MPS I) is a rare lysosomal storage disorder treated with bone marrow transplantation or enzyme replacement therapy with laronidase, a high-cost orphan drug. Laronidase was approved by the US Food and Drug Administration and the European Medicines Agency in 2003 and by the Brazilian National Health Surveillance Agency in 2005. Many Brazilian MPS I patients have been receiving laronidase despite the absence of a governmental policy regulating access to the drug. Epidemiological and treatment data concerning MPS I are scarce. This study aims to present a demographic profile of Brazilian patients with MPS I, describe the routes of access to laronidase in Brazil, and discuss associated ethical issues relating to public funding of orphan drugs. METHODS: In this cross-sectional observational study, data were collected nationwide between January and September 2008 from physicians, public institutions and non-governmental organisations involved with diagnosis and treatment of MPS I, using two data collection instruments specifically designed for this purpose. RESULTS: The minimum prevalence of MPS I in Brazil was estimated at 1/2,700,000. Most patients (69.8%) were younger than 15 years; 60 (88.2%) received laronidase. The most common route of access to the drug was through lawsuits (86.6%). CONCLUSIONS: In Brazil, MPS I is predominantly a paediatric illness. Even though the cost of laronidase treatment is not officially covered by the Brazilian government, most MPS I patients receive the drug, usually through litigation. This gives rise to major ethical conflicts concerning drug access in a low-resource context. The Brazilian health policy framework lacks evidence-based clinical protocols for the distribution of orphan drugs.

A Secretaria Estadual da Saúde do Rio Grande do Sul e a distribuição dos medicamentos especiais para fibrose cística / The State Health Board of Rio Grande do Sul and the special drugs dispensation program for cystic fibrosis

O tratamento medicamentoso da fibrose cística (alfa dornase, suplementos pancreáticos, antibióticos orais e inalatórios) são fornecidos pela Secretaria da Saúde do Estado do Rio Grande do Sul como parte de sua responsabilidade na Política Nacional Assistência Farmacêutica do governo central para acesso a medicamentos especiais dirigido a indivíduos que tenham um diagnóstico confirmado. Para ter acesso ao tratamento os pacientes devem seguir os passos descritos no texto.

The pharmacological treatment of Cystic Fibrosis (alpha-dornase, pancreatic enzymes, oral and inhaled antibiotics) has been delivered by the State Health Board of Rio Grande do Sul as part of its responsibility on the National Drugs Policy from the central government to permit access to special treatments for those who have a confirmed diagnosis. In order to access the treatment patients must follow the steps described in the text.

[High cost drugs for rare diseases in Brazil: the case of lysosomal storage disorders]. / Medicamentos de alto custo para doenças raras no Brasil: o exemplo das doenças lisossômicas.

This paper approaches in a critical way aspects of Brazilian public policies for drugs, emphasizing those classified as high cost and for rare diseases. The lysosomal storage diseases was taken as an example because of their rarity and the international trend for the development of new drugs for their treatment, all at high costs. Three lysosomal storage diseases were approached: Gaucher disease, Fabry disease and mucopolysaccharidosis type I. Gaucher disease has its treatment drug licensed in Brazil and guidelines for its use are established through a clinical protocol by the Ministry of Health. The others have their drug treatments registered in Brazil; however, no treatment guidelines for them have been developed by the government. The objective of the paper was to foster the discussion on the role of health technology assessment for high-cost drugs for rare diseases in Brazil, emphasizing the need for establishing health policies with legitimacy towards these diseases. Despite the difficulties in establishing a health policy for each rare disease, it is possible to create rational models to deal with this growing challenge.