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Malecki SL, Heung T, Wodchis WP, Saskin R, Palma L, Verma AA, Bassett AS. Young adults with a 22q11.2 microdeletion and the cost of aging with complexity in a population-based context. Genet Med 2024; 26:101088. [PMID: 38310401 DOI: 10.1016/j.gim.2024.101088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 01/24/2024] [Accepted: 01/25/2024] [Indexed: 02/05/2024] Open
Abstract
PURPOSE Information about the impact on the adult health care system is limited for complex rare pediatric diseases, despite their increasing collective prevalence that has paralleled advances in clinical care of children. Within a population-based health care context, we examined costs and multimorbidity in adults with an exemplar of contemporary genetic diagnostics. METHODS We estimated direct health care costs over an 18-year period for adults with molecularly confirmed 22q11.2 microdeletion (cases) and matched controls (total 60,459 person-years of data) by linking the case cohort to health administrative data for the Ontario population (∼15 million people). We used linear regression to compare the relative ratio (RR) of costs and to identify baseline predictors of higher costs. RESULTS Total adult (age ≥ 18) health care costs were significantly higher for cases compared with population-based (RR 8.5, 95% CI 6.5-11.1) controls, and involved all health care sectors. At study end, when median age was <30 years, case costs were comparable to population-based individuals aged 72 years, likelihood of being within the top 1st percentile of health care costs for the entire (any age) population was significantly greater for cases than controls (odds ratio [OR], for adults 17.90, 95% CI 7.43-43.14), and just 8 (2.19%) cases had a multimorbidity score of zero (vs 1483 (40.63%) controls). The 22q11.2 microdeletion was a significant predictor of higher overall health care costs after adjustment for baseline variables (RR 6.9, 95% CI 4.6-10.5). CONCLUSION The findings support the possible extension of integrative models of complex care used in pediatrics to adult medicine and the potential value of genetic diagnostics in adult clinical medicine.
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Affiliation(s)
- Sarah L Malecki
- Internal Medicine Residency Program, University of Toronto, Toronto, Ontario, Canada; Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Tracy Heung
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; The Dalglish Family 22q Clinic, University Health Network, Toronto, Ontario, Canada
| | - Walter P Wodchis
- Professor, Institute of Health Policy Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Senior Scientist and Research Chair, Implementation and Evaluation Science, Institute for Better Health, Trillium Health Partners, Toronto, Ontario, Canada; ICES, Toronto, Ontario, Canada
| | | | | | - Amol A Verma
- Li Ka Shing Knowledge Institute and Department of Medicine, St. Michael's Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Anne S Bassett
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; The Dalglish Family 22q Clinic, University Health Network, Toronto, Ontario, Canada; Division of Cardiology, Centre for Mental Health & Toronto General Hospital Research Institute, University Health Network, Toronto, Ontario, Canada; Campbell Family Mental Health Research Institute, Toronto, Ontario, Canada; Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada.
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Dos Santos TR, Carlucci NSS, de Avó LRDS, Barbato IT, Pinto LLDC, Pilotto RF, Germano CMR, Melo DG. Quality of life of Brazilian families who have children with Fragile X syndrome: a descriptive study. J Community Genet 2023; 14:407-418. [PMID: 37594660 PMCID: PMC10444934 DOI: 10.1007/s12687-023-00660-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 07/24/2023] [Indexed: 08/19/2023] Open
Abstract
This study aimed to assess the Family Quality of Life (FQoL) of Brazilian families with male children with Fragile X syndrome (FXS). Data from 53 families were collected using forms that included sociodemographic and clinical information, as well as the Beach Center Family Quality of Life Scale, a 5-point Likert scale ranging from "very dissatisfied" (1) to "very satisfied" (5). The mean overall FQoL score was 3.56 ± 0.79; the emotional well-being domain had the lowest score (2.98 ± 1.11) and showed significant differences between the other domains: family interaction (3.81 ± 0.89; p < 0.001), parenting (3.66 ± 0.89; p < 0.001), physical and material well-being (3.48 ± 0.83; p < 0.001), and disability-related support (3.75 ± 0.98; p < 0.001). Physical and material well-being was the second-lowest domain and was statistically different from the family interaction domain (p = 0.013). Lower FQoL satisfaction ratings were found in families with children who had difficulty getting along with people of the same age (t(51) = -3.193, p = 0.002; d = 1.019) and difficulty in living together on a day-to-day basis (t(51) = -3.060, p = 0.004; d = 0.888). These results highlight the importance of proper emotional support for the family, emphasizing the need to provide assistance not only for individuals with FXS but also for other family members. Besides, we advocate for the adoption of public policies that provide financial assistance to families and the implementation of the Brazilian Policy of Comprehensive Care for People with Rare Diseases.
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Affiliation(s)
- Thamires Rosa Dos Santos
- Departamento de Medicina, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brasil
| | | | - Lucimar Retto da Silva de Avó
- Departamento de Medicina, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brasil
- Instituto Nacional de Genética Médica Populacional, INAGEMP, Porto Alegre, Rio Grande do Sul, Brasil
| | - Ingrid Tremel Barbato
- Laboratório Neurogene, Florianópolis, Santa Catarina, Brasil
- Associação Catarinense da Síndrome do X Frágil, Florianópolis, Santa Catarina, Brasil
| | - Louise Lapagesse de Camargo Pinto
- Serviço de Referência em Doenças Raras do Hospital Infantil Joana de Gusmão, Florianópolis, Santa Catarina, Brasil
- Curso de Medicina, Universidade do Sul de Santa Catarina (UNISUL), Campus Tubarão, Tubarão, Santa Catarina, Brasil
| | - Rui Fernando Pilotto
- Departamento de Genética, Universidade Federal do Paraná (UFPR), Curitiba, Paraná, Brasil
| | - Carla Maria Ramos Germano
- Departamento de Medicina, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brasil
- Instituto Nacional de Genética Médica Populacional, INAGEMP, Porto Alegre, Rio Grande do Sul, Brasil
| | - Débora Gusmão Melo
- Departamento de Medicina, Universidade Federal de São Carlos (UFSCar), São Carlos, São Paulo, Brasil.
- Instituto Nacional de Genética Médica Populacional, INAGEMP, Porto Alegre, Rio Grande do Sul, Brasil.
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May D, Kponee-Shovein K, Mahendran M, Downes N, Sheng K, Lefebvre P, Cheng WY. Epidemiology and patient journey of Rett syndrome in the United States: a real-world evidence study. BMC Neurol 2023; 23:141. [PMID: 37016355 PMCID: PMC10071755 DOI: 10.1186/s12883-023-03181-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 03/24/2023] [Indexed: 04/06/2023] Open
Abstract
BACKGROUND Rett syndrome (RTT) is a neurodevelopmental disorder that almost exclusively affects females and is associated with high clinical burden. However, literature characterizing the real-world journey of patients with RTT is limited. This study provided an overview of the epidemiology, patient characteristics, clinical manifestations, healthcare resource utilization (HRU), costs, and treatment patterns of patients with RTT in the US. METHODS IQVIA™ Medical Claims Data and Longitudinal Prescription Data (11/01/2016-10/31/2019) were used to identify female patients with RTT, with the first observed diagnosis defined as the index date. Annual incidence and prevalence of RTT were assessed over the entire study period; clinical manifestations, all-cause and RTT-related HRU and costs, and treatment patterns were evaluated during the observation period-from the index date to end of clinical activity or end of data availability, whichever occurred first. Results were further stratified into pediatric (< 18 years) and adult (≥ 18 years) subgroups. RESULTS In 2019, prevalence and incidence of RTT was 0.32 and 0.23 per 10,000 enrollees, respectively. Among 5,940 female patients (pediatric: 3,078; adult: 2,862) with mean observation period of 2.04 years, the most prevalent clinical manifestations were neurological disorders (72.8%), gastrointestinal/nutritional disorders (41.9%), and orthopedic disorders (34.6%). The incidence rate of all-cause HRU was 44.43 visits per-patient-per-year and RTT-related HRU comprised 47% of all-cause HRU. Mean all-cause healthcare costs were $40,326 per-patient-per-year, with medical costs driven by home/hospice care visits, therapeutic services, outpatient visits, and inpatient visits. RTT-related healthcare costs comprised 45% of all-cause healthcare costs. The most prevalent supportive therapy and pharmacologic agent were feeding assistance (37.9%) and antiepileptic drugs (54.8%), respectively. Trends were similar by subgroup; although, rates of HRU were generally higher among pediatric patients relative to adult patients (all-cause: 52.43 and 35.86, respectively), which translated into higher mean healthcare costs (all-cause: $45,718 and $34,548, respectively). CONCLUSIONS Patients with RTT have substantial disease burden, including prevalent clinical manifestations, high rates of HRU and annual healthcare costs, and reliance on pharmacologic and supportive therapies. These findings underscore the unmet need for effective therapies to target the multifactorial manifestations of RTT.
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Affiliation(s)
- Damian May
- Acadia Pharmaceuticals Inc., 12830 El Camino Real, Ste. 400, San Diego, CA, 92130, USA.
| | - Kalé Kponee-Shovein
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Malena Mahendran
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Nathaniel Downes
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Kristy Sheng
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Patrick Lefebvre
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
| | - Wendy Y Cheng
- Analysis Group, Inc., 111 Huntington Avenue, 14th floor, Boston, MA, 02199, USA
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Research Gaps in Fragile X Syndrome: An Updated Literature Review to Inform Clinical and Public Health Practice. J Dev Behav Pediatr 2023; 44:e56-e65. [PMID: 36219479 PMCID: PMC9770151 DOI: 10.1097/dbp.0000000000001134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Accepted: 08/03/2022] [Indexed: 02/04/2023]
Abstract
OBJECTIVE The phenotypic impact of fragile X syndrome (FXS) has been well-documented since the discovery of the fragile X messenger ribonucleoprotein 1 gene 30 years ago. However, gaps remain in clinical and public health research. The purpose of this literature review was to determine the extent to which these gaps have been addressed and identify targeted areas of future research. METHODS We conducted an electronic search of several scientific databases using a variety of key words. The search focused on 5 areas identified as research gaps by an earlier review: (1) diagnosis, (2) phenotypic presentation, (3) familial impact, (4) interventions and treatments, and (5) life span perspectives. Inclusion criteria included publication between 2014 and 2020, focus on human subjects, and publication in English. A total of 480 articles were identified, 365 were reviewed, and 112 are summarized in this review. RESULTS Results are organized into the following categories: (1) FXS phenotype and subtypes (FXS subtypes, medical profile, cognitive/developmental profile, social and behavioral profile); (2) needs of adults; (3) public health needs (clinical diagnosis and newborn screening, health care needs, and access); (4) treatment (treatment priorities, pharmacological treatments, and behavioral and educational interventions); and (5) families (economic burden and mother-child relationship). CONCLUSION Despite the progress in many areas of FXS research, work remains to address gaps in clinical and public health knowledge. We pose 3 main areas of focused research, including early detection and diagnosis, determinants of health, and development and implementation of targeted interventions.
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Prenatal Testing or Screening? MATERNAL-FETAL MEDICINE 2020. [DOI: 10.1097/fm9.0000000000000061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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Do TQN, Riley C, Paramsothy P, Ouyang L, Bolen J, Grosse SD. Fragile X Syndrome-Associated Emergency Department Visits in the United States, 2006-2011. AMERICAN JOURNAL ON INTELLECTUAL AND DEVELOPMENTAL DISABILITIES 2020; 125:103-108. [PMID: 32058813 PMCID: PMC7305836 DOI: 10.1352/1944-7558-125.2.103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Using national data, we examined emergency department (ED) encounters during 2006-2011 for which a diagnosis code for fragile X syndrome (FXS) was present (n = 7,217). Almost half of ED visits coded for FXS resulted in hospitalization, which is much higher than for ED visits not coded for FXS. ED visits among females coded for FXS were slightly more likely to result in hospitalization. These findings underscore the importance of surveillance systems that could accurately identify individuals with FXS, track healthcare utilization and co-occurring conditions, and monitor quality of care in order to improve care and reduce FXS-associated morbidity.
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Affiliation(s)
- Thuy Quynh N Do
- Thuy Quynh N. Do, Catharine Riley, Pangaja Paramsothy, Lijing Ouyang, Julie Bolen, and Scott D. Grosse, Centers for Disease Control and Prevention, National Center on Birth Defects and Developmental Disabilities
| | - Catharine Riley
- Thuy Quynh N. Do, Catharine Riley, Pangaja Paramsothy, Lijing Ouyang, Julie Bolen, and Scott D. Grosse, Centers for Disease Control and Prevention, National Center on Birth Defects and Developmental Disabilities
| | - Pangaja Paramsothy
- Thuy Quynh N. Do, Catharine Riley, Pangaja Paramsothy, Lijing Ouyang, Julie Bolen, and Scott D. Grosse, Centers for Disease Control and Prevention, National Center on Birth Defects and Developmental Disabilities
| | - Lijing Ouyang
- Thuy Quynh N. Do, Catharine Riley, Pangaja Paramsothy, Lijing Ouyang, Julie Bolen, and Scott D. Grosse, Centers for Disease Control and Prevention, National Center on Birth Defects and Developmental Disabilities
| | - Julie Bolen
- Thuy Quynh N. Do, Catharine Riley, Pangaja Paramsothy, Lijing Ouyang, Julie Bolen, and Scott D. Grosse, Centers for Disease Control and Prevention, National Center on Birth Defects and Developmental Disabilities
| | - Scott D Grosse
- Thuy Quynh N. Do, Catharine Riley, Pangaja Paramsothy, Lijing Ouyang, Julie Bolen, and Scott D. Grosse, Centers for Disease Control and Prevention, National Center on Birth Defects and Developmental Disabilities
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Ciaccio C, Fontana L, Milani D, Tabano S, Miozzo M, Esposito S. Fragile X syndrome: a review of clinical and molecular diagnoses. Ital J Pediatr 2017; 43:39. [PMID: 28420439 PMCID: PMC5395755 DOI: 10.1186/s13052-017-0355-y] [Citation(s) in RCA: 90] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2016] [Accepted: 04/07/2017] [Indexed: 12/24/2022] Open
Abstract
Background Fragile X Syndrome (FXS) is the second cause of intellectual disability after Down syndrome and the most prevalent cause of intellectual disability in males, affecting 1:5000–7000 men and 1:4000–6000 women. It is caused by an alteration of the FMR1 gene, which maps at the Xq27.3 band: more than 99% of individuals have a CGG expansion (>200 triplets) in the 5′ UTR of the gene, and FMR1 mutations and duplication/deletion are responsible for the remaining (<1%) molecular diagnoses of FXS. The aim of this review was to gather the current clinical and molecular knowledge about FXS to provide clinicians with a tool to guide the initial assessment and follow-up of FXS and to offer to laboratory workers and researchers an update about the current diagnostic procedures. Discussion FXS is a well-known condition; however, most of the studies thus far have focused on neuropsychiatric features. Unfortunately, some of the available studies have limitations, such as the paucity of patients enrolled or bias due to the collection of the data in a single-country population, which may be not representative of the average global FXS population. In recent years, insight into the adult presentation of the disease has progressively increased. Pharmacological treatment of FXS is essentially symptom based, but the growing understanding of the molecular and biological mechanisms of the disease are paving the way to targeted therapy, which may reverse the effects of FMRP deficiency and be a real cure for the disease itself, not just its symptoms. Conclusions The clinical spectrum of FXS is wide, presenting not only as an isolated intellectual disability but as a multi-systemic condition, involving predominantly the central nervous system but potentially affecting any apparatus. Given the relative high frequency of the condition and its complex clinical management, FXS appears to have an important economic and social burden.
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Affiliation(s)
- Claudia Ciaccio
- Pediatric Highly Intensive Care Unit, Department of Pathophysiology and Transplantation, University of Milan, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Via Commenda 9, 20122, Milan, Italy
| | - Laura Fontana
- Division of Pathology, Department of Pathophysiology and Transplantation, University of Milan, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Donatella Milani
- Pediatric Highly Intensive Care Unit, Department of Pathophysiology and Transplantation, University of Milan, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Via Commenda 9, 20122, Milan, Italy
| | - Silvia Tabano
- Division of Pathology, Department of Pathophysiology and Transplantation, University of Milan, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Monica Miozzo
- Division of Pathology, Department of Pathophysiology and Transplantation, University of Milan, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Susanna Esposito
- Pediatric Clinic, Department of Surgical and Biomedical Sciences, Università degli Studi di Perugia, Piazza Lucio Severi 1, Loc. S. Andrea delle Fratte, 06132, Perugia, Italy.
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Enders D, Ohlmeier C, Garbe E. The Potential of High-Dimensional Propensity Scores in Health Services Research: An Exemplary Study on the Quality of Care for Elective Percutaneous Coronary Interventions. Health Serv Res 2017; 53:197-213. [PMID: 28093724 DOI: 10.1111/1475-6773.12653] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
OBJECTIVE Evaluating the potential of the high-dimensional propensity score (HDPS) to control for residual confounding in studies analyzing quality of care based on administrative health insurance data. DATA SOURCE Secondary data from 2004 to 2009 from three German statutory health insurance providers. STUDY DESIGN We conducted a retrospective cohort study in patients with elective percutaneous coronary interventions (PCIs) and compared the mortality risk between the in- and outpatient setting using Cox regression. Adjustment for predefined confounders was performed using conventional propensity score (PS) techniques. Further, an HDPS was calculated based on predefined and empirically selected confounders from the database. PRINCIPAL FINDINGS Conventional PS methods showed a decreased mortality risk for outpatient compared to inpatient PCIs, while trimming of patients with nonoverlap in the HDPS distribution and weighting resulted in a comparable risk. Most comorbidities were less prevalent in the HDPS-trimmed population compared to the original one. CONCLUSION The HDPS methodology may reduce residual confounding by rendering the studied cohort more comparable through restriction. However, results cannot be generalized for the entire study population. To provide unbiased results, full assessment of all unmeasured confounders from proxy information in the database would be necessary.
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Affiliation(s)
- Dirk Enders
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
| | - Christoph Ohlmeier
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany.,IGES Institut GmbH, Berlin, Germany
| | - Edeltraut Garbe
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany.,Core Scientific Area "Health Sciences" at the University of Bremen, Bremen, Germany
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Nazareth T, Li N, Marynchenko M, Zhou Z, Chopra P, Signorovitch J, Wu E, Ahmed S, Marvel J, Sasane R. Burden of illness among patients with fragile X syndrome (FXS): a Medicaid perspective. Curr Med Res Opin 2016; 32:405-16. [PMID: 26565934 DOI: 10.1185/03007995.2015.1119678] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
BACKGROUND Fragile X syndrome (FXS) is an inherited intellectual disability that imposes a substantial clinical and humanistic burden on patients and caregivers. This study aimed to quantify the incremental burden of illness following FXS diagnosis in Medicaid populations. METHODS A retrospective matched-cohort study was conducted using FL, NJ, MO, IA, and KS Medicaid claims (1997-2012). Patients with FXS were matched 1:5 to a comparison group without FXS, based on age, gender, state, and continuous Medicaid coverage. Healthcare resource utilization and costs were compared among cohorts over 1 year following first diagnosis. RESULTS Overall, 697 patients with FXS were matched to 3485 non-FXS patients. Median age was 12.0 years; 82% were male. Newly diagnosed FXS patients were younger (median age: 7.0 years). During the follow-up, patients with FXS had significantly higher medication use, medical procedure use, medical specialist visits, and associated costs than the non-FXS comparison group. One-fourth of FXS patients filled prescriptions for stimulants, antipsychotics, or anticonvulsants; 25% of patients with FXS had speech and language therapy and 39% had physical therapy (versus 9%, 4% and 8%, respectively, for the comparison group). At least 44% of FXS patients visited a neurologist, cardiologist, otolaryngologist, or gastroenterologist; 92% of patients with FXS had an outpatient visit, 35% had an emergency room visit, and 34% used home services (compared to 31%-32%, 64%, 27%, and 10%, respectively, for the comparison group) (all p < 0.05). Patients with FXS had an incremental annual total healthcare cost of $33,409 (2012$) per person relative to the comparison group, while newly diagnosed FXS patients had incremental total annual healthcare costs of $17,617 (2012$) per person. CONCLUSIONS Both established and newly diagnosed FXS were associated with significantly increased use of multiple medications and medical services, and increased healthcare costs. Treatments that could help reduce this disease burden are urgently needed.
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Affiliation(s)
- Tara Nazareth
- a a Novartis Pharmaceuticals Corporation , East Hanover , NJ , USA
| | - Nanxin Li
- b b Analysis Group Inc. , Boston , MA , USA
| | | | - Zhou Zhou
- b b Analysis Group Inc. , Boston , MA , USA
| | | | | | - Eric Wu
- b b Analysis Group Inc. , Boston , MA , USA
| | - Saeed Ahmed
- a a Novartis Pharmaceuticals Corporation , East Hanover , NJ , USA
| | - Jessica Marvel
- a a Novartis Pharmaceuticals Corporation , East Hanover , NJ , USA
| | - Rahul Sasane
- a a Novartis Pharmaceuticals Corporation , East Hanover , NJ , USA
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