1
|
Matt GY, Sioson E, Shelton K, Wang J, Lu C, Zaldivar Peraza A, Gangwani K, Paul R, Reilly C, Acić A, Liu Q, Sandor SR, McLeod C, Patel J, Wang F, Im C, Wang Z, Sapkota Y, Wilson CL, Bhakta N, Ness KK, Armstrong GT, Hudson MM, Robison LL, Zhang J, Yasui Y, Zhou X. St. Jude Survivorship Portal: sharing and analyzing large clinical and genomic datasets from pediatric cancer survivors. Cancer Discov 2024:742905. [PMID: 38593228 DOI: 10.1158/2159-8290.cd-23-1441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 03/08/2024] [Accepted: 03/26/2024] [Indexed: 04/11/2024]
Abstract
Childhood cancer survivorship studies generate comprehensive datasets comprising demographic, diagnosis, treatment, outcome, and genomic data from survivors. To broadly share this data, we created the St. Jude Survivorship Portal (https://survivorship.stjude.cloud), the first data portal for sharing, analyzing, and visualizing pediatric cancer survivorship data. Over 1,600 phenotypic variables and 400 million genetic variants from over 7,700 childhood cancer survivors can be explored on this free, open-access portal. Summary statistics of variables are computed on-the-fly and visualized through interactive and customizable charts. Survivor cohorts can be customized and/or divided into groups for comparative analysis. Users can also seamlessly perform cumulative incidence and regression analyses on the stored survivorship data. Using the portal, we explored the ototoxic effects of platinum-based chemotherapy, uncovered a novel association between mental health, age, and limb amputation, and discovered a novel haplotype in MAGI3 strongly associated with cardiomyopathy specifically in survivors of African ancestry.
Collapse
Affiliation(s)
- Gavriel Y Matt
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Edgar Sioson
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Kyla Shelton
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Jian Wang
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Congyu Lu
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | | | | | - Robin Paul
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Colleen Reilly
- St. Jude Children's Research Hospital, Memphis, United States
| | - Aleksandar Acić
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Qi Liu
- University of Alberta, Edmonton, Alberta, Canada
| | | | - Clay McLeod
- St. Jude Children's Research Hospital, Memphis, United States
| | - Jaimin Patel
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Fan Wang
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Cindy Im
- University of Minnesota, Minneapolis, MN, United States
| | - Zhaoming Wang
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Yadav Sapkota
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Carmen L Wilson
- St. Jude Children's Research Hospital, Memphis, TENNESSEE, United States
| | - Nickhill Bhakta
- St. Jude Children's Research Hospital, Memphis, United States
| | - Kirsten K Ness
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | | | - Melissa M Hudson
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Leslie L Robison
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Jinghui Zhang
- St. Jude Children's Research Hospital, Memphis, TN, United States
| | - Yutaka Yasui
- St. Jude Children's Research Hospital, Memphis, United States
| | - Xin Zhou
- St. Jude Children's Research Hospital, memphis, United States
| |
Collapse
|
2
|
Force LM, Hlatywayo L, Salek M, Bhakta M, Bonilla M, Kaye EC, Rodriguez-Galindo C, Baker JN, Bhakta N, Chitsike I. Understanding treatment recommendations at diagnosis of advanced cancer in pediatric oncology: The need to explore decision-making challenges globally. Pediatr Blood Cancer 2024; 71:e30854. [PMID: 38233986 PMCID: PMC10922856 DOI: 10.1002/pbc.30854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 12/26/2023] [Indexed: 01/19/2024]
Affiliation(s)
- Lisa M. Force
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Loyce Hlatywayo
- Parirenyatwa Hospital and University of Zimbabwe, Harare, Zimbabwe
| | - Marta Salek
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Manoo Bhakta
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Miguel Bonilla
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Erica C. Kaye
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Division of Quality of Life and Palliative Care, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Carlos Rodriguez-Galindo
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Justin N. Baker
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Division of Quality of Life and Palliative Care, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Inam Chitsike
- Parirenyatwa Hospital and University of Zimbabwe, Harare, Zimbabwe
| |
Collapse
|
3
|
Bolous NS, Chokwenda-Makore N, Bonilla M, Chingo G, Kambugu J, Mulindwa JM, Noleb M, Chitsike I, Bhakta N. Addressing the gap in health economics data to support national cancer control plans in low- and middle-income countries: The Childhood Cancers Budgeting Rapidly to Incorporate Disadvantaged Groups for Equity (CC-BRIDGE) tool. Cancer 2024; 130:1112-1124. [PMID: 38100617 DOI: 10.1002/cncr.35146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 11/09/2023] [Accepted: 11/14/2023] [Indexed: 12/17/2023]
Abstract
BACKGROUND National cancer control plans (NCCPs) are complex public health programs that incorporate evidence-based cancer control strategies to improve health outcomes for all individuals in a country. Given the scope of NCCPs, small and vulnerable populations, such as patients with childhood cancer, are often missed. To support planning efforts, a rapid, modifiable tool was developed that estimates a context-specific national budget to fund pediatric cancer programs, provides 5-year scale-up scenarios, and calculates annual cost-effectiveness. METHODS The tool was codeveloped by teams of policymakers, clinicians, and public health advocates in Zimbabwe, Zambia, and Uganda. The 11 costing categories included real-world data, modeled data, and data from the literature. A base-case and three 5-year scale-up scenarios were created using modifiable inputs. The cost-effectiveness of the disability-adjusted life years averted was calculated. Results were compared with each country's projected gross domestic product per capita for 2022 through 2026. RESULTS The number of patients/total budget for year 1 was 250/$1,109,366 for Zimbabwe, 280/$1,207,555 for Zambia, and 1000/$2,277,397 for Uganda. In year 5, these values were assumed to increase to 398/$5,545,445, 446/$4,926,150, and 1594/$9,059,331, respectively. Base-case cost per disability-adjusted life year averted/ratio to gross domestic product per capita for year 1, assuming 20% survival, was: $807/0.5 for Zimbabwe, $785/0.7 for Zambia, and $420/0.5 for Uganda. CONCLUSIONS This costing tool provided a framework to forecast a budget for childhood-specific cancer services. By leveraging minimal primary data collection with existing secondary data, local teams obtained rapid results, ensuring that childhood cancer budgeting is not neglected once in every 5 to 6 years of planning processes.
Collapse
Affiliation(s)
- Nancy S Bolous
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nester Chokwenda-Makore
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, University of Zimbabwe, Harare, Zimbabwe
| | - Miguel Bonilla
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Grace Chingo
- Department of Pediatric Oncology, Cancer Disease Hospital, Lusaka, Zambia
| | - Joyce Kambugu
- Department of Pediatric Oncology, Uganda Cancer Institute, Kampala, Uganda
| | - Justin M Mulindwa
- Department of Pediatric Oncology, Cancer Disease Hospital, Lusaka, Zambia
| | - Mugisha Noleb
- Department of Pediatric Oncology, Uganda Cancer Institute, Kampala, Uganda
| | - Inam Chitsike
- Department of Paediatrics and Child Health, Faculty of Medicine and Health Sciences, University of Zimbabwe, Harare, Zimbabwe
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| |
Collapse
|
4
|
Goggin KP, Lu L, Lee DE, Howell CR, Srivastava D, Brinkman TM, Armstrong GT, Bhakta N, Robison LL, Ehrhardt MJ, Hudson MM, Krull KR, Pui CH, Rubnitz J, Ness KK, Wolf J. Severe Sepsis During Treatment for Childhood Leukemia and Sequelae Among Adult Survivors. JAMA Netw Open 2024; 7:e242727. [PMID: 38497960 PMCID: PMC10949094 DOI: 10.1001/jamanetworkopen.2024.2727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 01/24/2024] [Indexed: 03/19/2024] Open
Abstract
Importance Children undergoing treatment for leukemia are at increased risk of severe sepsis, a dysregulated immune response to infection leading to acute organ dysfunction. As cancer survivors, they face a high burden of long-term adverse effects. The association between sepsis during anticancer therapy and long-term organ dysfunction in adult survivors of childhood cancer has not been examined. Objective To determine whether severe sepsis during therapy for leukemia in childhood is associated with subsequent chronic health conditions in adult survivors. Design, Setting, and Participants This cohort study included 644 adult survivors of childhood leukemia who were diagnosed between January 1, 1985, and July 19, 2010, and participated in the St Jude Lifetime Cohort Study. Participants were excluded if they received hematopoietic cell transplant or had relapsed leukemia. Data collection ended June 30, 2017. Data were analyzed from July 1, 2020, to January 5, 2024. Exposures Severe sepsis episodes, defined according to consensus criteria as septic shock, acute respiratory distress syndrome, or multiorgan dysfunction associated with infection occurring during anticancer therapy, were abstracted by medical record review for all participants. Main Outcomes and Measures Common Terminology Criteria for Adverse Events-defined chronic health condition outcomes were independently abstracted. Associations between sepsis and cumulative incidence of chronic health conditions (eg, cardiovascular, pulmonary, kidney, neurological, and neurocognitive outcomes) were compared by adjusted hazard ratios from Cox proportional hazards logistic regression. Inverse propensity score weighting was used to adjust for potential confounders, including age, year of diagnosis, and leukemia type. Results The study sample consisted of 644 adult survivors of pediatric leukemia (329 women [51.1%] and 315 men [48.9%]; including 56 with a history of acute myeloid leukemia and 585 with a history of acute lymphoblastic leukemia) who were most recently evaluated at a median age of 24.7 (IQR, 21.2-28.3) years at a median time after leukemia diagnosis of 17.3 (IQR, 13.7-21.9) years. Severe sepsis during treatment of acute childhood leukemia occurred in 46 participants (7.1%). Participants who experienced severe sepsis during treatment were more likely to develop moderate to severe neurocognitive impairment (29 of 46 [63.0%] vs 310 of 598 [51.8%]; adjusted hazard ratio, 1.86 [95% CI, 1.61-2.16]; P < .001) significantly affecting attention, executive function, memory and visuospatial domains. Sepsis was not associated with long-term risk of cardiovascular, pulmonary, kidney, or neurological chronic health conditions. Conclusions and Relevance In this cohort study of long-term outcomes in survivors of pediatric leukemia, severe sepsis during anticancer therapy for leukemia was associated with a selectively increased risk for development of serious neurocognitive sequelae. Efforts to reduce the effects of anticancer therapy on long-term function and quality of life in survivors might include prevention of severe sepsis during therapy and early detection or amelioration of neurocognitive deficits in survivors of sepsis.
Collapse
Affiliation(s)
- Kathryn P. Goggin
- Department of Infectious Diseases, St Jude Children’s Research Hospital, Memphis, Tennessee
- Now with Department of Pediatrics, Emory University School of Medicine and Children’s Healthcare of Atlanta, Atlanta, Georgia
| | - Lu Lu
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Danielle E. Lee
- Department of Pediatrics, University of Tennessee Health Science Center, Le Bonheur Children’s Hospital, Memphis
| | - Carrie R. Howell
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Deokumar Srivastava
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Tara M. Brinkman
- Department of Psychology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Mathew J. Ehrhardt
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kevin R. Krull
- Department of Psychology, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Ching-Hon Pui
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Jeffrey Rubnitz
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Joshua Wolf
- Department of Infectious Diseases, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Pediatrics, University of Tennessee Health Science Center, Le Bonheur Children’s Hospital, Memphis
| |
Collapse
|
5
|
Agulnik A, Nogovitsyna Y, Kizyma R, Yakimkova T, Vivtcharenko V, Bhakta N, Wise PH, Rodriguez-Galindo C, Kacharian A. Strategies to promote sustainable care for children with cancer in Ukraine. Lancet Oncol 2024; 25:285-288. [PMID: 38307103 DOI: 10.1016/s1470-2045(23)00577-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 10/23/2023] [Accepted: 11/06/2023] [Indexed: 02/04/2024]
Affiliation(s)
- Asya Agulnik
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN 38105, USA; Division of Critical Care, St Jude Children's Research Hospital, Memphis, TN 38105, USA.
| | | | - Roman Kizyma
- Western Ukrainian Specialized Children's Medical Center, Lviv, Ukraine; Clinical Center for Children's Healthcare, Lviv, Ukraine
| | - Taisiya Yakimkova
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | | | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Paul H Wise
- Department of Pediatrics, Department of Health Policy, Stanford University School of Medicine, Stanford, CA, USA
| | - Carlos Rodriguez-Galindo
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | | |
Collapse
|
6
|
Bolous NS, Mercredi P, Bonilla M, Friedrich P, Bhakta N, Metzger ML, Gassant PY. Determining the cost and cost-effectiveness of childhood cancer treatment in Haiti. Ecancermedicalscience 2024; 18:1675. [PMID: 38439808 PMCID: PMC10911665 DOI: 10.3332/ecancer.2024.1675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Indexed: 03/06/2024] Open
Abstract
Haiti is a low-income country with one of the lowest human development index rankings in the world. Its childhood cancer services are provided by a single hospital with the only dedicated paediatric oncology department in the country. Our objective was to assess the cost and cost-effectiveness of all types of childhood cancer in Haiti to help prioritise investments and to support national cancer control planning. All costing data were collected from the year 2017 or 2018 hospital records. Costs were classified into 11 cost categories, and the proportion of the overall budget represented by each was calculated and converted from Haitian Gourde to United States dollars. The 5-year survival rate was retrieved from hospital records and used to calculate the cost-effectiveness of disability-adjusted life year (DALY) averted, using a healthcare costing perspective. Additional sensitivity analyses were conducted accounting for late-effect morbidity and early mortality and discounting rates of 0%, 3% and 6%. The annual cost of operating a paediatric oncology unit in Haiti treating 74 patients with newly diagnosed cancer was $803,184 overall or $10,854 per patient. The largest cost category was pharmacy, constituting 25% of the overall budget, followed by medical personnel (20%) and administration (12%). The cost per DALY averted in the base-case scenario was $1,128, which is 76% of the gross domestic product per capita, demonstrating that treating children with cancer in Haiti is very cost-effective according to the World Health Organisation Choosing Interventions that are Cost-Effective (WHO-CHOICE) threshold. In the most conservative scenario, the cost per DALY averted was cost-effective by WHO-CHOICE criteria. Our data will add to the growing body of literature illustrating a positive return on investment associated with diagnosing and treating children with cancer in even the most resource-limited environments. We anticipate that these data will aid local stakeholders and policymakers when identifying cancer control priorities and making budgetary decisions.
Collapse
Affiliation(s)
- Nancy S Bolous
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | | | - Miguel Bonilla
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Paola Friedrich
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | | | - Pascale Y Gassant
- Nos Petit Frères et Sœurs-St Damien Hospital, Port-au-Prince 6124, Haiti
| |
Collapse
|
7
|
Berger A, Rennie S, Aijaz J, Johnson LM, Antillon F, Roberts MC, Chitsike I, Kambugu J, Saha V, Bhakta N, Davis AM, Alexander TB. The role of relative advantage for development of sequencing-based diagnostics for pediatric cancer in low- and middle-income countries. Cancer 2024; 130:173-178. [PMID: 37843081 DOI: 10.1002/cncr.35065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2023]
Abstract
Efforts to address limitations in cancer diagnostics in low‐ and middle‐income countries should follow an approach that avoids two extremes: unproductive attempts to require implementation of high‐income country gold standards or acquiescence to the diagnostic status quo. The relative advantage of implementing new diagnostic tests (including sequencing‐based approaches) should be determined through comparison to local standards of care, with context‐specific clinical utility determined using locally available therapeutic options.
Collapse
Affiliation(s)
- Anissa Berger
- Department of Social Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Stuart Rennie
- Department of Social Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Javeria Aijaz
- Department of Pathology, Indus Health and Hospital Network, Karachi, Pakistan
| | - Liza-Marie Johnson
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | | | - Megan C Roberts
- Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, USA
| | | | | | - Vaskar Saha
- Tata Translational Cancer Research Center, Kolkata, India
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Arlene M Davis
- Department of Social Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Thomas B Alexander
- Department of Pediatrics, University of North Carolina, Chapel Hill, North Carolina, USA
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| |
Collapse
|
8
|
Mutua D, Omotola A, Bonilla M, Bhakta N, Friedrich P, Wata D, Muma SN, Ganey M, Muriithi C, Mwangi M, Maina AK, Libes J. Implementation of a formalized evaluation and planning tool to improve pediatric oncology outcomes in Kenya. Pediatr Blood Cancer 2023; 70:e30657. [PMID: 37690982 DOI: 10.1002/pbc.30657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 07/31/2023] [Accepted: 08/24/2023] [Indexed: 09/12/2023]
Abstract
BACKGROUND Survival from pediatric cancers in low middle-income countries is often very low compared to that of high-income countries due to multifactorial etiologies, including late presentation, delayed diagnosis, difficulty with accessing healthcare, drug unavailability, and treatment abandonment. The St. Jude Pediatric Oncology Facility Integrated Local Evaluation Tool (PrOFILE) was developed to map and evaluate childhood cancer healthcare delivery in individual institutions and entire countries, identifying the strengths and weaknesses, as well as opportunities for advancement of care. PROCEDURE Using the PrOFILE self-assessment tool, selected Kenyan pediatric oncology facilities entered data into 12 modules: national context, facility and local context, finances and resources, personnel, service capacity, service integration, diagnostics, chemotherapy, supportive care, surgery, radiation therapy, and patients and outcomes. These modules are grouped into five specific components, including Context, Workforce, Diagnostics, Therapy, and Patients and Outcomes. The St. Jude PrOFILE team analyzed the data and organized the first hybrid workshop, containing both in-person and virtual components. RESULTS Multidisciplinary stakeholders prioritized recommendations for improving care and developed smart objectives to accomplish identified goals over the following 2 years. Strengths and weaknesses of conducting a hybrid global workshop were identified. CONCLUSIONS We demonstrated successful use of the PrOFILE tool to conduct a hybrid workshop and identify strategies to improve pediatric oncology care in Kenya. The voluntarily structured work groups will methodically aim to achieve outcome-oriented goals moving forward.
Collapse
Affiliation(s)
| | - Ayomide Omotola
- Global Pediatric Medicine Department, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Miguel Bonilla
- Global Pediatric Medicine Department, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nickhill Bhakta
- Global Pediatric Medicine Department, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Paola Friedrich
- Global Pediatric Medicine Department, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - David Wata
- Division of Pharmacy, Kenyatta National Hospital, Nairobi, Kenya
| | | | - Michael Ganey
- Tenwek Hospital, Bomet, Kenya
- Department of Surgery, Loma Linda University School of Medicine, California, USA
| | | | - Martin Mwangi
- National Cancer Institute of Kenya, Ministry of Health, Nairobi, Kenya
| | | | - Jaime Libes
- Department of Pediatric Hematology-Oncology, Arnold Palmer Hospital for Children, Orlando, Florida, USA
| |
Collapse
|
9
|
Williams AM, Mandelblatt JS, Wang M, Dong Q, Armstrong GT, Bhakta N, Brinkman TM, Ehrhardt MJ, Mulrooney DA, Gilmore N, Robison LL, Yasui Y, Small BJ, Srivastava D, Hudson MM, Ness KK, Krull KR, Wang Z. Deficit Accumulation Index and Biological Markers of Aging in Survivors of Childhood Cancer. JAMA Netw Open 2023; 6:e2344015. [PMID: 37983031 PMCID: PMC10660189 DOI: 10.1001/jamanetworkopen.2023.44015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 10/10/2023] [Indexed: 11/21/2023] Open
Abstract
Importance Survivors of childhood cancer experience premature aging compared with community controls. The deficit accumulation index (DAI) uses readily available clinical data to measure physiological age in survivors; however, little data exist on how well deficit accumulation represents underlying biological aging among survivors of cancer. Objective To examine the associations between the DAI and epigenetic age acceleration (EAA) and mean leukocyte telomere length (LTL). Design, Setting, and Participants This cross-sectional study analyzed data from the St Jude Lifetime Cohort, an assessment of survivors of childhood cancer who were treated at St Jude Children's Research Hospital in Memphis, Tennessee. Data were collected between 2007 and 2016, assayed between 2014 and 2019, and analyzed between 2022 and 2023. Participants were adult survivors who were diagnosed between 1962 and 2012 and who survived 5 years or more from time of diagnosis. The analyses were restricted to survivors with European ancestry, as there were too few survivors with non-European ancestry. Exposures The DAI included 44 aging-related items, such as chronic health conditions and functional, psychosocial, and mental well-being. Item responses were summed and divided by the total number of items, resulting in a ratio ranging from 0 to 1. These DAI results were categorized based on reported associations with hospitalization and mortality: low, defined as a DAI less than 0.2; medium, defined as a DAI of 0.2 to less than 0.35; and high, defined as a DAI of 0.35 or higher. Main Outcomes and Measures Genome-wide DNA methylation was generated from peripheral blood mononuclear cell-derived DNA. The EAA was calculated as the residuals from regressing the Levine epigenetic age on chronological age. The mean LTL was estimated using whole-genome sequencing data. Results This study included 2101 survivors of childhood cancer (1122 males [53.4%]; mean [SD] age, 33.9 [9.1] years; median [IQR] time since diagnosis, 25.1 [18.7-31.9] years) with European ancestry. Compared with survivors in the low DAI group, those in the high DAI group experienced 3.7 more years of EAA (β = 3.66; 95% CI, 2.47-4.85; P < .001), whereas those in the medium DAI group experienced 1.8 more years of EAA (β = 1.77; 95% CI, 0.84-2.69; P < .001), independent of treatment exposures. The EAA and DAI association was consistent across 3 common diagnoses (acute lymphoblastic leukemia, Hodgkin lymphoma, and central nervous system tumors) and across chronological age groups. For example, among acute lymphoblastic leukemia survivors, those in the medium DAI group (β = 2.27; 95% CI, 0.78-3.76; P = .001) experienced greater EAA vs those in the low DAI group. Similarly, among survivors younger than 30 years, the high DAI group experienced 4.9 more years of EAA vs the low DAI group (β = 4.95; 95% CI, 2.14-7.75; P < .001). There were no associations between mean LTL residual and the DAI. Conclusions and Relevance This cross-sectional study of survivors of childhood cancer showed that the DAI was associated with EAA, suggesting an underlying biological process to the accumulation of deficits. Both the DAI and EAA were effective at identifying aging phenotypes, and either may be used to measure aging and response to interventions targeting aging pathways.
Collapse
Affiliation(s)
- AnnaLynn M. Williams
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Now with Department of Surgery, Division of Supportive Care in Cancer, University of Rochester School of Medicine and Dentistry, Rochester, New York
| | | | - Mingjuan Wang
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Qian Dong
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Psychology and Biobehavioral Sciences, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Matthew J. Ehrhardt
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Daniel A. Mulrooney
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Nikesha Gilmore
- Now with Department of Surgery, Division of Supportive Care in Cancer, University of Rochester School of Medicine and Dentistry, Rochester, New York
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Brent J. Small
- School of Aging Studies, University of South Florida, Tampa
| | - Deokumar Srivastava
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kevin R. Krull
- Department of Psychology and Biobehavioral Sciences, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| |
Collapse
|
10
|
Stocker KJ, Tiemann A, Brunk KM, Agegnehu B, Buhlinger K, Amerine L, Roberts MC, McLaughlin JE, Clark SM, Rose R, Mekonnen B, Bhakta N, Fentie AM, Alexander TB, Ozawa S, Chargualaf M, Muluneh B. Processes and perceptions of chemotherapy supply chain in Ethiopia: A mixed-method study. J Oncol Pharm Pract 2023; 29:1555-1564. [PMID: 36303425 DOI: 10.1177/10781552221134254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
BACKGROUND The impact and downstream effects of the chemotherapy supply chain in Ethiopia are not well understood. The purpose of this study was to identify perceived gaps in supply chain and characterize their impact on patient care. METHODS A concurrent mixed-method study was conducted at a large academic cancer center in Ethiopia. In-depth interviews (IDIs) and surveys were completed in collaboration with external stakeholders with knowledge about chemotherapy supply chain in Ethiopia. Thematic coding was used for qualitative analysis of IDI and descriptive statistics were used to summarize quantitative survey data. RESULTS Six stakeholders participated in the IDIs and seven completed surveys. IDIs revealed that most chemotherapeutic agents are purchased by the Ethiopian Pharmaceutical Supply Agency (EPSA) and are distributed to cancer treatment centers. A free-market purchasing option also exists, but for chemotherapy obtained outside of government-subsidized channels, the potential for substandard or falsified chemotherapy was a concern. Participants expressed confidence that the correct treatment was administered to patients, but viewpoints on reliability and consistency of medication supply were variable. Quantitative data from the survey showed that participants were not confident that medications are prepared safely and correctly. Improper storage and manipulation of high-risk medications remain a significant risk to staff. CONCLUSIONS This study provides insight from a healthcare staff perspective on how gaps in the chemotherapy supply chain process impact patient care in a low-income country. Inventory management, disruptions in supply chain, and product integrity were perceived as the largest gaps in the current chemotherapy supply chain structure.
Collapse
Affiliation(s)
- Kurtis J Stocker
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
| | - Andrew Tiemann
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
| | - Kelly M Brunk
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
| | - Bemnat Agegnehu
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
| | - Kaitlyn Buhlinger
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
| | - Lindsey Amerine
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Megan C Roberts
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
- University of North Carolina Lineberger Comprehensive Cancer Center, Chapel Hill, NC, USA
| | | | - Stephen M Clark
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Robert Rose
- Department of pharmacy, University of Kentucky HealthCare, Lexington, KY, USA
| | | | | | - Atalay Mulu Fentie
- Addis Ababa University, College of Health Sciences, School of Pharmacy, Addis Ababa, Ethiopia
- Addis Ababa University, College of Health Sciences, Tikur Anbesa Specialized Hospital, Oncology Unit, Addis Ababa, Ethiopia
| | - Thomas B Alexander
- University of North Carolina Lineberger Comprehensive Cancer Center, Chapel Hill, NC, USA
- University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Sachiko Ozawa
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
| | - Michael Chargualaf
- Department of Pharmacy, University of North Carolina Medical Center, Chapel Hill, NC, USA
| | - Benyam Muluneh
- University of North Carolina Eshelman School of Pharmacy, Chapel Hill, NC, USA
- University of North Carolina Lineberger Comprehensive Cancer Center, Chapel Hill, NC, USA
| |
Collapse
|
11
|
Ehrhardt MJ, Krull KR, Bhakta N, Liu Q, Yasui Y, Robison LL, Hudson MM. Improving quality and quantity of life for childhood cancer survivors globally in the twenty-first century. Nat Rev Clin Oncol 2023; 20:678-696. [PMID: 37488230 DOI: 10.1038/s41571-023-00802-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/30/2023] [Indexed: 07/26/2023]
Abstract
The contributions of cooperative groups to performing large-cohort clinical trials and long-term survivorship studies have facilitated advances in treatment, supportive care and, ultimately, survival for patients with paediatric cancers. As a result, the number of childhood cancer survivors in the USA alone is expected to reach almost 580,000 by 2040. Despite these substantial improvements, childhood cancer survivors continue to have an elevated burden of chronic disease and an excess risk of early death compared with the general population and therefore constitute a large, medically vulnerable population for which delivery of high-quality, personalized care is much needed. Data from large survivorship cohorts have enabled the identification of compelling associations between paediatric cancers, cancer therapy and long-term health conditions. Effectively translating these findings into clinical care that improves the quality and quantity of life for survivors remains an important focus of ongoing research. Continued development of well-designed clinical studies incorporating dissemination and implementation strategies with input from patient advocates and other key stakeholders is crucial to overcoming these gaps. This Review highlights the global progress made and future efforts that will be needed to further increase the quality and quantity of life-years gained for childhood cancer survivors.
Collapse
Affiliation(s)
- Matthew J Ehrhardt
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Kevin R Krull
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Global Paediatric Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Qi Liu
- Department of Public Health Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| |
Collapse
|
12
|
Salek M, Silverstein A, Tilly A, Gassant PY, Gunasekera S, Hordofa DF, Hesson D, Duffy C, Malik N, McNeil M, Force LM, Bhakta N, Rodin D, Kaye EC. Factors influencing treatment decision-making for cancer patients in low- and middle-income countries: A scoping review. Cancer Med 2023; 12:18133-18152. [PMID: 37526041 PMCID: PMC10524036 DOI: 10.1002/cam4.6375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 07/01/2023] [Accepted: 07/16/2023] [Indexed: 08/02/2023] Open
Abstract
PURPOSE In this scoping review, we evaluated existing literature related to factors influencing treatment decision-making for patients diagnosed with cancer in low- and middle-income countries, noting factors that influence decisions to pursue treatment with curative versus non-curative intent. We identified an existing framework for adult cancer developed in a high-income country (HIC) context and described similar and novel factors relevant to low-and middle-income country settings. METHODS We used scoping review methodology to identify and synthesize existing literature on factors influencing decision-making for pediatric and adult cancer in these settings. Articles were identified through an advanced Boolean search across six databases, inclusive of all article types from inception through July 2022. RESULTS Seventy-nine articles were identified from 22 countries across six regions, primarily reporting the experiences of lower-middle and upper-middle-income countries. Included articles largely represented original research (54%), adult cancer populations (61%), and studied patients as the targeted population (51%). More than a quarter of articles focused exclusively on breast cancer (28%). Approximately 30% described factors that influenced decisions to choose between therapies with curative versus non-curative intent. Of 56 reported factors, 22 novel factors were identified. Socioeconomic status, reimbursement policies/cost of treatment, and treatment and supportive care were the most commonly described factors. CONCLUSIONS This scoping review expanded upon previously described factors that influence cancer treatment decision-making in HICs, broadening knowledge to include perspectives of low- and middle-income countries. While global commonalities exist, certain variables influence treatment choices differently or uniquely in different settings. Treatment regimens should further be tailored to local environments with consideration of contextual factors and accessible resources that often impact decision-making.
Collapse
Affiliation(s)
- Marta Salek
- Department of Global Pediatric MedicineSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Allison Silverstein
- Department of PediatricsUniversity of Colorado School of MedicineAuroraColoradoUSA
| | - Alyssa Tilly
- Division of General Medicine and Clinical EpidemiologyUniversity of North Carolina School of MedicineChapel HillNorth CarolinaUSA
| | | | - Sanjeeva Gunasekera
- Department of Paediatric OncologyNational Cancer InstituteMaharagamaSri Lanka
| | - Diriba Fufa Hordofa
- Department of Pediatrics and Child HealthJimma University Medical CenterJimmaEthiopia
| | - Donna Hesson
- Welch Medical LibraryJohns Hopkins UniversityBaltimoreMarylandUSA
| | - Caitlyn Duffy
- Department of Global Pediatric MedicineSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Nauman Malik
- Department of Radiation OncologyUniversity of California, San FranciscoSan FranciscoCaliforniaUSA
| | - Michael McNeil
- Department of Global Pediatric MedicineSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Lisa M. Force
- Department of Health Metrics Sciences and Department of Pediatrics, Division of Pediatric Hematology/OncologyUniversity of WashingtonSeattleWashingtonUSA
| | - Nickhill Bhakta
- Department of Global Pediatric MedicineSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Danielle Rodin
- Department of Radiation, OncologyUniversity of TorontoTorontoOntarioCanada
- Radiation Medicine ProgramPrincess Margaret Cancer CentreTorontoOntarioCanada
- Canada Global Cancer ProgramPrincess Margaret Cancer CentreTorontoOntarioCanada
| | - Erica C. Kaye
- Department of OncologySt Jude Children's Research HospitalMemphisTennesseeUSA
| |
Collapse
|
13
|
Ritter J, Allen S, Cohen PD, Fajardo AF, Marx K, Loggetto P, Auste C, Lewis H, de Sá Rodrigues KE, Hussain S, Omotola A, Bolous NS, Thirumurthy H, Essue BM, Steliarova-Foucher E, Huang IC, Meheus F, Bhakta N. Financial hardship in families of children or adolescents with cancer: a systematic literature review. Lancet Oncol 2023; 24:e364-e375. [PMID: 37657477 PMCID: PMC10775706 DOI: 10.1016/s1470-2045(23)00320-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 06/26/2023] [Accepted: 06/27/2023] [Indexed: 09/03/2023]
Abstract
Financial hardship in childhood cancer contributes to poor health outcomes and global disparities in survival, but the extent of the financial burden on families is not yet fully understood. We systematically reviewed financial hardship prevalence and individual components characterising financial hardship across six domains (medical, non-medical, and indirect costs, financial strategies, psychosocial responses, and behavioural responses) and compared characteristics across country income levels using an established theory of human needs. We included 123 studies with data spanning 47 countries. Extensive heterogeneity in study methodologies and measures resulted in incomparable prevalence estimates and limited analysis. Components characterising financial hardship spanned the six domains and showed variation across country income contexts, yet a synthesis of existing literature cannot establish whether these are true differences in characterisation or burden. Our findings emphasise a crucial need to implement a data-driven methodological framework with validated measures to inform effective policies and interventions to address financial hardship in childhood cancer.
Collapse
Affiliation(s)
- Julie Ritter
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA.
| | | | | | | | - Kelsey Marx
- Prometheus Federal Services, Washington, DC, USA
| | - Patrícia Loggetto
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Hedley Lewis
- CHOC Childhood Cancer Foundation South Africa, Rivonia, South Africa
| | | | | | - Ayomide Omotola
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Nancy S Bolous
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Harsha Thirumurthy
- Department of Medical Ethics and Health Policy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Beverley M Essue
- Institute of Health Policy, Management and Evaluation, University of Toronto, ON, Canada
| | | | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Filip Meheus
- Cancer Surveillance Branch, International Agency for Research on Cancer, Lyon, France
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA; Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN, USA
| |
Collapse
|
14
|
Habashy C, Yemeke TT, Bolous NS, Chen Y, Ozawa S, Bhakta N, Alexander TB. Variations in global prices of chemotherapy for childhood cancer: a descriptive analysis. EClinicalMedicine 2023; 60:102005. [PMID: 37251630 PMCID: PMC10209684 DOI: 10.1016/j.eclinm.2023.102005] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 04/25/2023] [Accepted: 04/26/2023] [Indexed: 05/31/2023] Open
Abstract
Background The stark disparity in survival for children with cancer across the world has inspired a global call to expand chemotherapy access in low and middle income countries. Among the numerous barriers to success, a paucity of reliable information regarding chemotherapy pricing hinders the ability of governments and other key stakeholders to make informed budget decisions or negotiate lower medication prices. The aim of this study was to generate comparative price information on both individual chemotherapy agents and comprehensive treatment regimens for common childhood cancers using real-world data. Methods Chemotherapy agents were selected based on their inclusion in the World Health Organization (WHO) Essential Medicines List for Children (EMLc) and their use in frontline regimens for the tracer cancer types prioritized by the WHO's Global Initiative for Childhood Cancer (GICC). Sources included IQVIA MIDAS data, obtained under license from IQVIA, and publicly available data from Management Sciences for Health (MSH). Data on chemotherapy prices and purchase volumes spanning 2012-2019 were aggregated according to WHO region and World Bank (WB) income classification. Cumulative chemotherapy prices for treatment regimens were compared across WB income classification. Findings Data representing an estimated 1.1 billion doses of chemotherapy were obtained for 97 countries: 43 high income countries (HICs), 28 upper middle income countries (UMICs), and 26 low and lower middle income countries (LLMICs). Median drug prices in HICs were 0.9-20.4 times those of UMICs and 0.9-15.5 times those of LMICs. Regimen prices were generally higher for HICs, hematologic malignancies, non-adapted protocols, and higher risk stratification or stage, albeit with notable exceptions. Interpretation This study represents the largest price analysis to date of chemotherapy agents used globally in childhood cancer therapy. The findings of this study form a basis for future cost-effectiveness analysis in pediatric cancer and should inform efforts of governments and stakeholders to negotiate drug prices and develop pooled purchasing strategies. Funding NB received funding support from the American Lebanese Syrian Associated Charities and Cancer Center Support grant (CA21765) from the National Cancer Institute through the National Institutes of Health. TA received funding through the University of North Carolina Oncology K12 (K12CA120780) and the University Cancer Research Fund from the UNC Lineberger Comprehensive Cancer Center.
Collapse
Affiliation(s)
- Catherine Habashy
- Division of Pediatric Hematology-Oncology, University of North Carolina, Chapel Hill, NC, USA
| | - Tatenda T. Yemeke
- Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
| | - Nancy S. Bolous
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yichen Chen
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sachiko Ozawa
- Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Thomas B. Alexander
- Division of Pediatric Hematology-Oncology, University of North Carolina, Chapel Hill, NC, USA
| |
Collapse
|
15
|
Moreira DC, Qaddoumi I, Chen Y, Bhakta N, Chantada GL, Santana VM, Caniza MA, Devidas M, Pritchard-Jones K, Rodriguez-Galindo C, Bouffet E, Mukkada S. Outcomes of SARS-CoV-2 infection in 126 children and adolescents with central nervous system tumors. Pediatr Blood Cancer 2023:e30402. [PMID: 37194498 DOI: 10.1002/pbc.30402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Revised: 04/10/2023] [Accepted: 04/14/2023] [Indexed: 05/18/2023]
Abstract
BACKGROUND The Global Registry of COVID-19 in Childhood Cancer (GRCCC) seeks to describe the natural history of SARS-CoV-2 in children with cancer across the world. Here, we report the disease course and management of coronavirus disease 2019 (COVID-19) infection in the subset of children and adolescents with central nervous system (CNS) tumors who were included in the GRCCC until February 2021, the first data freeze. PROCEDURE The GRCCC is a deidentified web-based registry of patients less than 19 years of age with cancer or recipients of a hematopoietic stem cell transplant and laboratory-confirmed SARS-CoV-2 infection. Demographic data, cancer diagnosis, cancer-directed therapy, and clinical characteristics of SARS-CoV-2 infection were collected. Outcomes were collected at 30 and 60 days post infection. RESULTS The GRCCC included 1500 cases from 45 countries, including 126 children with CNS tumors (8.4%). Sixty percent of the cases were from middle-income countries, while no cases were reported from low-income countries. Low-grade gliomas, high-grade gliomas, and CNS embryonal tumors were the most common CNS cancer diagnoses (67%, 84/126). Follow-up at 30 days was available for 107 (85%) patients. Based on the composite measure of severity, 53.3% (57/107) of reported SARS-CoV-2 infections were asymptomatic, 39.3% (42/107) were mild/moderate, and 6.5% (7/107) were severe or critical. One patient died from SARS-CoV-2 infection. There was a significant association between infection severity and absolute neutrophil count less than 500 (p = .04). Of 107 patients with follow-up available, 40 patients (37.4%) were not receiving cancer-directed therapy. Thirty-four patients (50.7%) had a modification to their treatment due to withholding of chemotherapy or delays in radiotherapy or surgery. CONCLUSION In this cohort of patients with CNS tumors and COVID-19, the frequency of severe infection appears to be low, although severe disease and death do occur. We found that greater severity was seen in patients with severe neutropenia, although treatment modifications were not associated with infection severity or cytopenias. Additional analyses are needed to further describe this unique group of patients.
Collapse
Affiliation(s)
| | | | - Yichen Chen
- St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nickhill Bhakta
- St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Guillermo L Chantada
- Fundacion Pérez Scremini-Hospital Pereira Rossell, Montevideo, Uruguay
- Hospital Sant Joan de Déu, Barcelona, Spain
| | | | | | | | | | | | - Eric Bouffet
- The Hospital for Sick Kids, Toronto, Ontario, Canada
| | - Sheena Mukkada
- St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| |
Collapse
|
16
|
Matt G, Sioson E, Patel J, Wang J, Paul R, Reilly C, Lu C, Shelton K, Liu Q, Qiu W, Im C, Wang Z, Wilson CL, Bhakta N, Ness K, Armstrong GT, Hudson MM, Robison LL, Zhang J, Yasui Y, Zhou X. Abstract 4513: St. Jude Survivorship Portal: A data portal for storing, analyzing, and sharing large and complex cancer survivorship datasets. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-4513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Survivors of childhood cancer are at risk for developing various adverse health conditions as adults that are attributable to the cancer and treatments they were exposed to as children. Cancer survivorship research relies on large-scale, longitudinal studies that generate a wide range of demographic, clinical, and genetic data on cancer survivors at multiple time points. To maximize the utility of these comprehensive datasets, we must be able to store and share these datasets in a web-based environment that can be accessed by the broader survivorship research community. Furthermore, this environment should be integrated with analytical tools for performing statistical analyses on the stored data without needing to download the data and import it into third-party analytical software. To address this need, we have created the St. Jude Survivorship Portal (https://survivorship.stjude.cloud > Clinical Data Browser), a web-based data portal for exploring, sharing, and analyzing data from survivors of pediatric cancer. The portal hosts data from two large cohorts of pediatric cancer survivors: the St. Jude Lifetime Cohort Study and the Childhood Cancer Survivor Study. The data stored on the portal consists of demographic data, clinical data, including cancer diagnosis, cancer treatment, clinical outcomes, and patient-reported data, and genetic data, including whole-genome-sequencing-derived genotypes and published polygenic risk scores computed for >500 traits. This data is organized hierarchically in a data dictionary that can be easily explored by the user. Charts and plots of variables can be quickly created, customized, and stratified with other variables, all within the portal environment. Statistical analyses, including cumulative incidence analysis and regression analysis, may also be performed within the portal. In cumulative incidence analysis, users can analyze the incidence of a variety of CTCAE-graded adverse events (e.g., cardiovascular dysfunction, neurological disorders, subsequent neoplasms) in survivors and can also compare them across different survivor populations defined by other variables. In regression analysis, users have the option to perform either a linear, logistic, or cox regression analysis and may use any of the demographic, clinical, or genetic variables on the portal as outcome or explanatory variables in the analysis. In this way, users can assess any risk factor associations within a survivor cohort and generate predictive models for outcomes of interest. Lastly, we also provide the user with the option to download the data on the portal for use in any future analyses. The St. Jude Survivorship Portal provides a comprehensive, powerful, and easy-to-use interface for sharing and analyzing childhood cancer survivorship data that will serve as a valuable research tool for the broader survivorship research community.
Citation Format: Gavriel Matt, Edgar Sioson, Jaimin Patel, Jian Wang, Robin Paul, Colleen Reilly, Congyu Lu, Kyla Shelton, Qi Liu, Weiyu Qiu, Cindy Im, Zhaoming Wang, Carmen L. Wilson, Nickhill Bhakta, Kirsten Ness, Gregory T. Armstrong, Melissa M. Hudson, Leslie L. Robison, Jinghui Zhang, Yutaka Yasui, Xin Zhou. St. Jude Survivorship Portal: A data portal for storing, analyzing, and sharing large and complex cancer survivorship datasets. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 4513.
Collapse
Affiliation(s)
- Gavriel Matt
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Edgar Sioson
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Jaimin Patel
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Jian Wang
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Robin Paul
- 1St. Jude Children's Research Hospital, Memphis, TN
| | | | - Congyu Lu
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Kyla Shelton
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Qi Liu
- 2University of Alberta, Edmonton, Alberta, Canada
| | - Weiyu Qiu
- 2University of Alberta, Edmonton, Alberta, Canada
| | - Cindy Im
- 2University of Alberta, Edmonton, Alberta, Canada
| | | | | | | | - Kirsten Ness
- 1St. Jude Children's Research Hospital, Memphis, TN
| | | | | | | | | | - Yutaka Yasui
- 1St. Jude Children's Research Hospital, Memphis, TN
| | - Xin Zhou
- 1St. Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
17
|
Moreira DC, Lam CG, Bhakta N, Boop FA, Chiang J, Merchant TE, Rodriguez-Galindo C, Gajjar A, Qaddoumi I. Tackling Pediatric Low-Grade Gliomas: A Global Perspective. JCO Glob Oncol 2023; 9:e2300017. [PMID: 37043711 DOI: 10.1200/go.23.00017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/14/2023] Open
Affiliation(s)
- Daniel C Moreira
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Catherine G Lam
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Frederick A Boop
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Jason Chiang
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN
| | - Thomas E Merchant
- Department of Radiation Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Carlos Rodriguez-Galindo
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Amar Gajjar
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Ibrahim Qaddoumi
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
18
|
Horan MR, Srivastava DK, Bhakta N, Ehrhardt MJ, Brinkman TM, Baker JN, Yasui Y, Krull KR, Ness KK, Robison LL, Hudson MM, Huang IC. Determinants of health-related quality-of-life in adult survivors of childhood cancer: integrating personal and societal values through a health utility approach. EClinicalMedicine 2023; 58:101921. [PMID: 37090443 PMCID: PMC10114517 DOI: 10.1016/j.eclinm.2023.101921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/05/2023] [Accepted: 03/07/2023] [Indexed: 04/25/2023] Open
Abstract
Background Childhood cancer survivors are at elevated risk for poor health-related quality-of-life (HRQOL). Identification of potentially modifiable risk factors associated with HRQOL is needed to inform survivorship care. Methods Participants included 4294 adult childhood cancer survivors from the St. Jude Lifetime Cohort Study who completed a survey and clinical assessment at entry into the survivorship cohort (baseline) and follow-up (median interval: 4.3 years) between 2007 and 2019. The SF-6D compared utility-based HRQOL of survivors to an independent sample from the U.S. Medical Expenditures Panel Survey. Chronic health conditions (CHCs) were graded using modified Common Terminology Criteria for Adverse Events. General linear models examined cross-sectional and temporal associations of HRQOL with CHC burden (total and by organ-system), adjusting for potential risk factors. Findings Survivors reported poorer HRQOL compared to the general population (effect size [d] = -0.343). In cross-sectional analyses at baseline, significant non-demographic risk factors included higher total CHC burden (driven by more severe cardiovascular [d = -0.119, p = 0.002], endocrine [d = -0.112, p = 0.001], gastrointestinal [d = -0.226, p < 0.001], immunologic [d = -0.168, p = 0.035], neurologic [d = -0.388, p < 0.001], pulmonary [d = -0.132, p = 0.003] CHCs), public (d = -0.503, p < 0.001) or no health insurance (d = -0.123, p = 0.007), current smoking (d = -0.270, p < 0.001), being physically inactive (d = -0.129, p < 0.001), ever using illicit drugs (d = -0.235, p < 0.001), and worse diet quality (d = -0.004, p = 0.016). In temporal analyses, poorer utility-based HRQOL at follow-up was associated with risk factors at baseline, including higher total CHC burden (driven by cardiovascular [d = -0.152, p = 0.002], endocrine [d = -0.092, p = 0.047], musculoskeletal [d = -0.160, p = 0.016], neurologic [d = -0.318, p < 0.001] CHCs), public (d = -0.415, p < 0.001) or no health insurance (d = -0.161, p = 0.007), current smoking (d = -0.218, p = 0.001), and ever using illicit drugs (d = -0.217, p < 0.001). Interpretation Adult survivors report worse utility-based HRQOL than the general population, and potentially modifiable risk factors were associated with HRQOL. Interventions to prevent the early onset of CHCs, promote healthy lifestyle, and ensure access to health insurance in the early survivorship stage may provide opportunities to improve HRQOL. Funding The research reported in this manuscript was supported by the U.S. National Cancer Institute under award numbers U01CA195547 (Hudson/Ness), R01CA238368 (Huang/Baker), R01CA258193 (Huang/Yasui), R01CA270157 (Bhakta/Yasui), and T32CA225590 (Krull). The content is solely the responsibility of the authors and does not necessarily represent the official views of the funding agencies.
Collapse
Affiliation(s)
- Madeline R. Horan
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Deo Kumar Srivastava
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Matthew J. Ehrhardt
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Justin N. Baker
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kevin R. Krull
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Corresponding author. Department of Epidemiology & Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS735, Memphis, TN, 38105, USA.
| |
Collapse
|
19
|
Zhang FF, Hudson MM, Chen F, Li Z, Huang IC, Bhakta N, Ness KK, Brinkman TM, Klosky J, Ojha RP, Lanctot JQ, Robison LL, Krull KR. Dietary supplement use among adult survivors of childhood cancer: A report from the St. Jude Lifetime Cohort Study. Cancer 2023; 129:1602-1613. [PMID: 36808617 PMCID: PMC10133174 DOI: 10.1002/cncr.34700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 01/04/2023] [Accepted: 01/23/2023] [Indexed: 02/20/2023]
Abstract
BACKGROUND Adult survivors of childhood cancer have poor adherence to nutrition guidelines and inadequate intake of dietary vitamins D and E, potassium, fiber, magnesium, and calcium. The contribution of vitamin and mineral supplement use to total nutrient intake in this population is unclear. METHODS We examined the prevalence and dose of nutrient intake among 2570 adult survivors of childhood cancer participating in the St. Jude Lifetime Cohort Study, and the association of dietary supplement use with treatment exposures, symptom burden, and quality of life. RESULTS Nearly 40% of the adult survivors of cancer survivors reported regular use of dietary supplements. Although cancer survivors who used dietary supplements were less likely to have inadequate intake of several nutrients, they were also more likely to have excessive intake (total nutrient intake ≥ tolerable upper intake levels) of folate (15.4% vs. 1.3%), vitamin A (12.2% vs. 0.2%), iron (27.8% vs. 1.2%), zinc (18.6% vs. 1%), and calcium (5.1% vs. 0.9%) compared with survivors who did not use dietary supplements (all p < 0.05). Treatment exposures, symptom burden, and physical functioning were not associated with supplement use, whereas emotional well-being and vitality were positively associated with supplement use among childhood cancer survivors. CONCLUSIONS Supplement use is associated with both inadequate and excessive intake of specific nutrients, but positively impacts aspects of quality of life among childhood cancer survivors.
Collapse
Affiliation(s)
- Fang Fang Zhang
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA.,Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Fan Chen
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, USA
| | - Zhongyu Li
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, Massachusetts, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA.,Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA.,Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Tara M Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA.,Department of Psychology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - James Klosky
- Department of Psychology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Rohit P Ojha
- Center for Epidemiology & Healthcare Delivery Research, JPS Health Network, Fort Worth, Texas, USA
| | - Jennifer Q Lanctot
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Kevin R Krull
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee, USA.,Department of Psychology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| |
Collapse
|
20
|
Williams AM, Mandelblatt J, Wang M, Armstrong GT, Bhakta N, Brinkman TM, Chemaitilly W, Ehrhardt MJ, Mulrooney DA, Small BJ, Wang Z, Srivastava D, Robison LL, Hudson MM, Ness KK, Krull KR. Premature aging as an accumulation of deficits in young adult survivors of pediatric cancer. J Natl Cancer Inst 2023; 115:200-207. [PMID: 36370084 PMCID: PMC9905971 DOI: 10.1093/jnci/djac209] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 09/26/2022] [Accepted: 11/08/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND We aimed to characterize premature aging as an accumulation of deficits in survivors of pediatric cancer compared with community controls and examine associations with host and treatment factors, neurocognition, and mortality. METHODS Pediatric cancer survivors (n = 4000, median age = 28.6, interquartile range [IQR] = 23-35 years; 20 years postdiagnosis: IQR = 15-27), and community participants without a history of cancer serving as controls (n = 638, median age = 32, IQR = 25-40 years) completed clinical assessments and questionnaires and were followed for mortality through April 30, 2020 (mean [SD] follow-up = 7.0 [3.4] years). A deficit accumulation index (DAI) score was calculated from 44 aging-related items including self-reported daily function, psychosocial symptoms, and health conditions. Items were weighted from 0 (absent) to 1 (present and/or most severe), summed and divided by the total yielding a ratio (higher = more deficits). Scores less than 0.20 are robust, and 0.06 is a clinically meaningful difference. Linear regression compared the DAI in survivors and controls with an age*survivor or control interaction. Logistic regression and Cox-proportional hazards estimated the risk of neurocognitive impairment and death. Models were minimally adjusted for age, sex, and race and ethnicity. RESULTS The adjusted mean DAI among survivors at age 30 years was 0.16 corresponding to age 63 years in controls (33 years premature aging; β = 0.07, 95% confidence interval [CI] = 0.06 to 0.08; P < .001). Cranial and abdominal radiation, alkylators, platinum, and neurosurgery were associated with worse DAI (P ≤ .001). Higher scores were associated with increased risk of neurocognitive impairment in all domains (P < .001) and increased risk of death (DAI = 0.20-0.35, hazard ratio = 2.80, 95% CI = 1.97 to 3.98; DAI ≥ 0.35, hazard ratio = 5.08, 95% CI = 3.52 to 7.34). CONCLUSION Pediatric cancer survivors experience clinically significant premature aging. The DAI may be used to identify survivors at greatest risk of poor health outcomes.
Collapse
Affiliation(s)
- AnnaLynn M Williams
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Current affiliation: Department of Surgery, Division of Supportive Care in Cancer, University of Rochester Medical Center, James P. Wilmot Cancer Institute, Rochester, NY, USA
| | | | - Mingjuan Wang
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Tara M Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Wassim Chemaitilly
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Matthew J Ehrhardt
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Daniel A Mulrooney
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Brent J Small
- School of Aging Studies, University of South Florida, Tampa, FL, USA
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Deokumar Srivastava
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Kevin R Krull
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| |
Collapse
|
21
|
Ehrhardt MJ, Liu Q, Dixon SB, Caron E, Redd D, Shelton K, Huang IC, Bhakta N, Ness KK, Mulrooney DA, Brinkman TM, Chemaitilly W, Delaney A, Armstrong GT, Srivastava DK, Zaidi A, Robison LL, Yasui Y, Hudson MM. Association of Modifiable Health Conditions and Social Determinants of Health With Late Mortality in Survivors of Childhood Cancer. JAMA Netw Open 2023; 6:e2255395. [PMID: 36763361 PMCID: PMC9918884 DOI: 10.1001/jamanetworkopen.2022.55395] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/11/2023] Open
Abstract
IMPORTANCE Associations between modifiable chronic health conditions (CHCs), social determinants of health, and late mortality (defined as death occurring ≥5 years after diagnosis) in childhood cancer survivors are unknown. OBJECTIVE To explore associations between modifiable CHCs and late mortality within the context of social determinants of health. DESIGN, SETTING, AND PARTICIPANTS This longitudinal cohort study used data from 9440 individuals who were eligible to participate in the St Jude Lifetime Cohort (SJLIFE), a retrospective cohort study with prospective clinical follow-up that was initiated in 2007 to characterize outcomes among childhood cancer survivors. Eligible individuals had survived 5 or more years after childhood cancer diagnosis, were diagnosed between 1962 and 2012, and received treatment at St Jude Children's Research Hospital were included in mortality estimates. A total of 3407 adult SJLIFE participants (aged ≥18 years) who completed an on-campus assessment were included in risk factor analyses. Vital status, date of death, and cause of death were obtained by linkage with the National Death Index (coverage from inception to December 31, 2016). Deaths occurring before inception of the National Death Index were obtained from the St Jude Children's Research Hospital Cancer Registry. Data were analyzed from June to December 2022. EXPOSURES Data on treatment exposures and causes of death were abstracted for individuals who were eligible to participate in the SJLIFE study. Information on modifiable CHCs (dyslipidemia, hypertension, diabetes, underweight or obesity, bone mineral deficiency, hypogonadism, hypothyroidism, and adrenal insufficiency, all graded by the modified Common Terminology Criteria for Adverse Events), healthy lifestyle index (smoking status, alcohol consumption, body mass index [calculated as weight in kilograms divided by height in meters squared], and physical activity), area deprivation index (ADI; which measures neighborhood-level socioeconomic disadvantage), and frailty (low lean muscle mass, exhaustion, low energy expenditure, slowness, and weakness) was obtained for participants. MAIN OUTCOMES AND MEASURES National Death Index causes of death were used to estimate late mortality using standardized mortality ratios (SMRs) and 95% CIs, which were calculated based on US mortality rates. For the risk factor analyses (among participants who completed on-campus assessment), multivariable piecewise exponential regression analysis was used to estimate rate ratios (RRs) and 95% CIs for all-cause and cause-specific late mortality. RESULTS Among 9440 childhood cancer survivors who were eligible to participate in the SJLIFE study, the median (range) age at assessment was 27.5 (5.3-71.9) years, and the median (range) duration of follow-up was 18.8 (5.0-58.0) years; 55.2% were male and 75.3% were non-Hispanic White. Survivors experienced increases in all-cause mortality (SMR, 7.6; 95% CI, 7.2-8.1) and health-related late mortality (SMR, 7.6; 95% CI, 7.0-8.2). Among 3407 adult SJLIFE participants who completed an on-campus assessment, the median (range) age at assessment was 35.4 (17.9-69.8) years, and the median (range) duration of follow-up was 27.3 (7.3-54.7) years; 52.5% were male and 81.7% were non-Hispanic White. Models adjusted for attained age, sex, race and ethnicity, age at diagnosis, treatment exposures, household income, employment status, and insurance status revealed that having 1 modifiable CHC of grade 2 or higher (RR, 2.2; 95% CI, 1.2-4.0; P = .01), 2 modifiable CHCs of grade 2 or higher (RR, 2.6; 95% CI, 1.4-4.9; P = .003), or 3 modifiable CHCs of grade 2 or higher (RR, 3.6; 95% CI, 1.8-7.1, P < .001); living in a US Census block with an ADI in the 51st to 80th percentile (RR, 5.5; 95% CI, 1.3-23.5; P = .02), an ADI in the 81st to 100th percentile (RR, 8.7; 95% CI, 2.0-37.6; P = .004), or an unassigned ADI (RR, 15.7; 95% CI, 3.5-70.3; P < .001); and having frailty (RR, 2.3; 95% CI, 1.3-3.9; P = .004) were associated with significant increases in the risk of late all-cause death. Similar associations were observed for the risk of late health-related death (1 modifiable CHC of grade ≥2: RR, 2.2 [95% CI, 1.1-4.4; P = .02]; 2 modifiable CHCs of grade ≥2: RR, 2.5 [95% CI, 1.2-5.2; P = .01]; 3 modifiable CHCs of grade ≥2: RR, 4.0 [95% CI, 1.9-8.4; P < .001]; ADI in 51st-80th percentile: RR, 9.2 [95% CI, 1.2-69.7; P = .03]; ADI in 81st-100th percentile: RR, 16.2 [95% CI, 2.1-123.7; P = .007], unassigned ADI: RR, 27.3 [95% CI, 3.5-213.6; P = .002]; and frailty: RR, 2.3 [95% CI, 1.2-4.1; P = .009]). CONCLUSIONS AND RELEVANCE In this cohort study of childhood cancer survivors, living in a Census block with a high ADI and having modifiable CHCs were independently associated with an increased risk of late death among survivors of childhood cancer. Future investigations seeking to mitigate these factors will be important to improving health outcomes and developing risk-stratification strategies to optimize care delivery to childhood cancer survivors.
Collapse
Affiliation(s)
- Matthew J. Ehrhardt
- Department of Oncology, St Jude Children’s Research Hospital, Memphis Tennessee
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Qi Liu
- Department of Public Health Sciences, University of Alberta, Alberta, Canada
| | - Stephanie B. Dixon
- Department of Oncology, St Jude Children’s Research Hospital, Memphis Tennessee
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Eric Caron
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Debbie Redd
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kyla Shelton
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Global Pediatric Oncology, St Jude Children’s Research Hospital, Memphis Tennessee
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Daniel A. Mulrooney
- Department of Oncology, St Jude Children’s Research Hospital, Memphis Tennessee
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Wassim Chemaitilly
- University of Pittsburgh Medical Center, Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania
| | - Angela Delaney
- Department of Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, TN
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Deo Kumar Srivastava
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Alia Zaidi
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Melissa M. Hudson
- Department of Oncology, St Jude Children’s Research Hospital, Memphis Tennessee
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, Tennessee
| |
Collapse
|
22
|
Saab R, Santana V, Obeid A, Devidas M, Belgaumi A, Bhakta N, Naidu P, Saha V, Sultan I, Arora RS, Mukoka L, Jeha S. Addressing the Gap in Research Methodologies Education in Pediatric Oncology in the Eastern Mediterranean Region. JCO Glob Oncol 2023; 9:e2200295. [PMID: 36780591 PMCID: PMC10166560 DOI: 10.1200/go.22.00295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/15/2023] Open
Abstract
PURPOSE Formal training in clinical research methodologies is limited in limited-resource countries. Through collaboration among high- and middle-resource settings and in response to an identified need verbalized by regional pediatric oncology practitioners, Pediatric Oncology East & Mediterranean Group and St Jude Global developed a workshop focused on capacity building in research skills. Here, we describe its structure, implementation, and early results. METHODS Leveraging virtual capabilities, the format included lectures and small group breakout exercise sessions, for 3 hours per day on 2 consecutive days per week for 2 consecutive weeks. Topics included basics of study design, introduction to health care statistics, research ethics, data registries, and scientific writing. Applicants were required to submit an abstract for a potential research project. Each breakout group selected one abstract for further development and presented the final version in a groupwide session. The participants' experience was evaluated through an online survey. RESULTS Attendance included 29 registrants from 12 countries and six disciplines. Each breakout group was assigned a themed category: cohort studies, clinical trials, or registries. Critical feedback from the breakout sessions helped strengthen the selected projects, which included a retrospective study, a prospective observational study, a prospective interventional study, and a registry proposal. After the workshop, participants were invited to further develop their original abstracts, and three proposals received additional mentoring, one of which was a multi-institutional prospective study that was subsequently submitted through the Pediatric Oncology East & Mediterranean Group network for implementation. The postworkshop survey revealed an overall highly positive experience, and feedback provided potential themes for future workshops. CONCLUSION This workshop demonstrated the potential for collaborative network partnerships in targeting research training gaps in pediatric oncology. Lessons learned will be applied to future workshops to strengthen research in limited-resource settings.
Collapse
Affiliation(s)
- Raya Saab
- Children's Cancer Institute, Department of Pediatrics & Adolescent Medicine, American University of Beirut Medical Center, Beirut, Lebanon.,Department of Pediatrics, Stanford University, Palo Alto, CA
| | - Victor Santana
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN.,Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Anas Obeid
- Children's Cancer Institute, Department of Pediatrics & Adolescent Medicine, American University of Beirut Medical Center, Beirut, Lebanon
| | - Meenakshi Devidas
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Asim Belgaumi
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Pediatrics, Aga Khan University, Karachi, Pakistan
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Paula Naidu
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Vaskar Saha
- Tata Translational Cancer Research Centre, Tata Medical Center, Kolkata, India.,Division of Cancer Sciences, University of Manchester, Manchester, United Kingdom
| | | | - Ramandeep Singh Arora
- Pediatric Oncology Disease Management Group, Max Super-Specialty Hospital, New Delhi, India
| | - Lilly Mukoka
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Sima Jeha
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN.,Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
23
|
Shin H, Dudley WN, Bhakta N, Horan MR, Wang Z, Bartlett TR, Srivastava D, Yasui Y, Baker JN, Robison LL, Ness KK, Krull KR, Hudson MM, Huang IC. Associations of Symptom Clusters and Health Outcomes in Adult Survivors of Childhood Cancer: A Report From the St Jude Lifetime Cohort Study. J Clin Oncol 2023; 41:497-507. [PMID: 36166720 PMCID: PMC9870227 DOI: 10.1200/jco.22.00361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 08/04/2022] [Accepted: 08/15/2022] [Indexed: 01/26/2023] Open
Abstract
PURPOSE To identify symptom clusters among adult survivors of childhood cancers and test associations with health-related quality of life (HRQOL) and physical and neurocognitive performance. METHODS This cross-sectional study included 3,085 survivors (mean age at evaluation 31.9 ± 8.3 years; mean years from diagnosis 28.1 ± 9.1) participating in the St Jude Lifetime Cohort Study. Survivors self-reported the presence of 37 symptoms capturing 10 domains (cardiac, pulmonary, sensory, motor/movement, nausea, pain, fatigue, memory, anxiety, and depression). The Short Form-36's Physical/Mental Component Summaries assessed HRQOL; the Physical Performance Test evaluated physical performance; and neurocognitive batteries tested attention, processing/psychomotor speed, memory, and executive function. Latent class analysis identified subgroups of survivors experiencing different patterns of symptom burden (ie, symptom clusters). Multivariable regression models identified risk of cluster membership and tested associations with health outcomes. RESULTS Four symptom clusters were identified including cluster 1 (prevalence 52.4%; low physical, somatization, and psychologic domains), cluster 2 (16.1%; low physical, moderate somatic, and high psychologic domains), cluster 3 (17.6%; high physical, moderate somatic, and low psychologic domains), and cluster 4 (13.9%; high in all three domains). Compared with cluster 1, survivors in cluster 4 were more likely to have less than high school education (odds ratio [OR], 7.71; 95% CI, 4.46 to 13.31), no insurance (OR, 1.49; 95% CI, 1.04 to 2.13), and exposure to corticosteroids (OR, 1.76; 95% CI, 1.02 to 3.03); survivors in cluster 3 were more likely to have received platinum agents (OR, 2.22; 95% CI, 1.34 to 3.68) and brain radiation ≥ 30 Gy (OR, 3.99; 95% CI, 2.33 to 6.86). Survivors in cluster 4 reported the poorest Physical Component Summary/Mental Component Summary scores (31.0/26.7) and physical and neurocognitive performance versus survivors in the other clusters (P < .001). CONCLUSION Nearly 50% of survivors had moderate to high multisymptom burden, which was associated with sociodemographic, treatment factors, HRQOL, and functional outcomes.
Collapse
Affiliation(s)
- Hyewon Shin
- College of Nursing, Ewha Womans University, Seoul, South Korea
| | - William N. Dudley
- Department of Public Health Education, University of North Carolina Greensboro, Greensboro, NC
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Madeline R. Horan
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | | | - Deokumar Srivastava
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Justin N. Baker
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Kevin R. Krull
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
- Department of Psychology, St Jude Children's Research Hospital, Memphis, TN
| | - Melissa M. Hudson
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
24
|
Soliman R, Oke J, Sidhom I, Bhakta N, Bolous NS, Tarek N, Ahmed S, Abdelrahman H, Moussa E, Zamzam M, Fawzy M, Zekri W, Hafez H, Sedky M, Hammad M, Elzomor H, Ahmed S, Awad M, Abdelhameed S, Mohsen E, Shalaby L, Eweida W, Abouelnaga S, Elhaddad A, Heneghan C. Cost-effectiveness of childhood cancer treatment in Egypt: Lessons to promote high-value care in a resource-limited setting based on real-world evidence. EClinicalMedicine 2023; 55:101729. [PMID: 36386036 PMCID: PMC9646894 DOI: 10.1016/j.eclinm.2022.101729] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 10/15/2022] [Accepted: 10/17/2022] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Childhood cancer in low-and middle-income countries is a global health priority, however, the perception that treatment is unaffordable has potentially led to scarce investment in resources, contributing to inferior survival. In this study, we analysed real-world data about the cost-effectiveness of treating 8886 children with cancer at a large resource-limited paediatric oncology setting in Egypt, between 2013 and 2017, stratified by cancer type, stage/risk, and disease status. METHODS Childhood cancer costs (USD 2019) were calculated from a health-system perspective, and 5-year overall survival was used to represent clinical effectiveness. We estimated cost-effectiveness as the cost per disability-adjusted life-year (cost/DALY) averted, adjusted for utility decrement for late-effect morbidity and mortality. FINDINGS For all cancers combined, cost/DALY averted was $1384 (0.5 × GDP/capita), which is very cost-effective according to WHO-CHOICE thresholds. Ratio of cost/DALY averted to GDP/capita varied by cancer type/sub-type and disease severity (range: 0.1-1.6), where it was lowest for Hodgkin lymphoma, and retinoblastoma, and highest for high-risk acute leukaemia, and high-risk neuroblastoma. Treatment was cost-effective (ratio <3 × GDP/capita) for all cancer types/subtypes and risk/stage groups, except for relapsed/refractory acute leukaemia, and relapsed/progressive patients with brain tumours, hepatoblastoma, Ewing sarcoma, and neuroblastoma. Treatment cost-effectiveness was affected by the high costs and inferior survival of advanced-stage/high-risk and relapsed/progressive cancers. INTERPRETATION Childhood cancer treatment is cost-effective in a resource-limited setting in Egypt, except for some relapsed/progressive cancer groups. We present evidence-based recommendations and lessons to promote high-value in care delivery, with implications on practice and policy. FUNDING Egypt Cancer Network; NIHR School for Primary Care Research; ALSAC.
Collapse
Affiliation(s)
- Ranin Soliman
- Department of Continuing Education, University of Oxford, UK
- Health Economics and Value Unit, Children's Cancer Hospital Egypt – 57357, Egypt
- Corresponding author. Department for Continuing Education, Kellogg College, University of Oxford, UK; Health Economics and Value Unit, Children's Cancer Hospital 57357–Egypt (CCHE), Cairo, Egypt.
| | - Jason Oke
- Centre for Evidence-Based Medicine (CEBM), Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Iman Sidhom
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Nickhill Bhakta
- Global Paediatric Medicine Department, St. Jude Children's Research Hospital, USA
| | - Nancy S. Bolous
- Global Paediatric Medicine Department, St. Jude Children's Research Hospital, USA
| | - Nourhan Tarek
- Health Economics and Value Unit, Children's Cancer Hospital Egypt – 57357, Egypt
| | - Sonia Ahmed
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Hany Abdelrahman
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Emad Moussa
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Clinical Oncology Department, Menoufia University, Egypt
| | - Manal Zamzam
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Mohamed Fawzy
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Wael Zekri
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Hanafy Hafez
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Mohamed Sedky
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatrics Department, National Research Centre, Cairo, Egypt
| | - Mahmoud Hammad
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Hossam Elzomor
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Sahar Ahmed
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Madeha Awad
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, Nasser Institute for Research and Treatment, Cairo, Egypt
| | - Sayed Abdelhameed
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Enas Mohsen
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Clinical Oncology Department, Beni-suef University, Egypt
| | - Lobna Shalaby
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Wael Eweida
- Chief Operating Office, Children's Cancer Hospital Egypt – 57357, Egypt
| | - Sherif Abouelnaga
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
- Chief Executive Office, Children's Cancer Hospital Egypt – 57357, Egypt
| | - Alaa Elhaddad
- Paediatric Oncology Department, Children's Cancer Hospital Egypt – 57357, Egypt
- Paediatric Oncology Department, National Cancer Institute, Cairo University, Egypt
| | - Carl Heneghan
- Centre for Evidence-Based Medicine (CEBM), Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| |
Collapse
|
25
|
Bolous NS, Graetz DE, Ashrafian H, Barlow J, Bhakta N, Sounderajah V, Dowdeswell B. Harnessing a clinician-led governance model to overcome healthcare tribalism and drive innovation: a case study of Northumbria NHS Foundation Trust. J Health Organ Manag 2022; ahead-of-print:1-16. [PMID: 36520658 PMCID: PMC10430796 DOI: 10.1108/jhom-05-2022-0157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 05/26/2022] [Accepted: 10/04/2022] [Indexed: 12/23/2022]
Abstract
PURPOSE Healthcare tribalism refers to the phenomenon through which different groups in a healthcare setting strictly adhere to their profession-based silo, within which they exhibit stereotypical behaviours. In turn, this can lead to deleterious downstream effects upon productivity and care delivered to patients. This study highlights a clinician-led governance model, implemented at a National Health Service (NHS) trust, to investigate whether it successfully overcame tribalism and helped drive innovation. DESIGN/METHODOLOGY/APPROACH This was a convergent mixed-methods study including qualitative and quantitative data collected in parallel. Qualitative data included 27 semi-structured interviews with representatives from four professional groups. Quantitative data were collected through a verbally administered survey and scored on a 10-point scale. FINDINGS The trust arranged its services under five autonomous business units, with a clinician and a manager sharing the leadership role at each unit. According to interviewees replies, this equivalent authority was cascaded down and enabled breaking down professional siloes, which in turn aided in the adoption of an innovative clinical model restructure. PRACTICAL IMPLICATIONS This study contributes to the literature by characterizing a real-world example in which healthcare tribalism was mitigated while reflecting on the advantages yielded as a result. ORIGINALITY/VALUE Previous studies from all over the world identified major differences in the perspectives of different healthcare professional groups. In the United Kingdom, clinicians largely felt cut off from decision-making and dissatisfied with their managerial role. The study findings explain a governance model that allowed harmony and inclusion of different professions. Given the long-standing strains on healthcare systems worldwide, stakeholders can leverage the study findings for guidance in developing and implementing innovative managerial approaches.
Collapse
Affiliation(s)
- Nancy S. Bolous
- Department of Global Pediatric Medicine
,
St Jude Children’s Research Hospital
, Memphis, Tennessee,
USA
| | - Dylan E. Graetz
- Department of Global Pediatric Medicine
,
St Jude Children’s Research Hospital
, Memphis, Tennessee,
USA
| | - Hutan Ashrafian
- Institute of Global Health Innovation, Imperial College London
, London,
UK
- Department of Surgery and Cancer,
Imperial College London
, London,
UK
| | - James Barlow
- Business School,
Imperial College London
, London,
UK
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine
,
St Jude Children’s Research Hospital
, Memphis, Tennessee,
USA
| | - Viknesh Sounderajah
- Institute of Global Health Innovation, Imperial College London
, London,
UK
- Department of Surgery and Cancer,
Imperial College London
, London,
UK
| | - Barrie Dowdeswell
- Management Center Innsbruck, Internationale Hochschule GmbH
, Innsbruck,
Austria
| |
Collapse
|
26
|
Duffy C, Santana V, Inaba H, Jeha S, Pauley J, Sniderman L, Ghara N, Mushtaq N, Narula G, Bhakta N, Rodriguez-Galindo C, Brandt H. Evaluating blinatumomab implementation in low- and middle-income countries: a study protocol. Implement Sci Commun 2022; 3:62. [PMID: 35690878 PMCID: PMC9187890 DOI: 10.1186/s43058-022-00310-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 05/18/2022] [Indexed: 11/12/2022] Open
Abstract
Background The recent implementation of novel therapies has accelerated progress in pediatric cancer care. Despite the significantly poorer survival of patients in low- and middle-income countries (LMICs), administation complexities and other significant resource barriers have limited the translation of these novel therapies in these regions. This study aims to develop a model that can be used to support the implementation of novel therapies, such as blinatumomab (bispecific antibody therapy for B-cell acute lymphoblastic leukemia [B-ALL]) in LMIC centers, with the long-term goal of developing an implementation framework for similar future efforts. Methods In this study, mixed methods will be applied to understand the key contextual considerations that can be accounted for through a training program and prospectively designed implementation activities. The Consolidated Framework for Implementation Research will guide the activities related to implementation evaluation in parallel with a drug donation program. A multidisciplinary research team comprising high- and low-middle income healthcare professionals, industry, and implementation scientists has been assembled with the common goal of improving safe access to blinatumomab. To assess the factors affecting blinatumomab administration, semi-structured interviews with diverse collaborators and quantitative assessments of organizational characteristics will be conducted, together with quantitative and qualitative assessments of feasibility, acceptability, appropriateness, and cost of blinatumomab implementation. A quantitative assessment of stakeholder perceptions of different implementation strategies used as part of the multifaceted approach will also be performed. Finally, we will examine the key domains and processes used and construct the implementation roadmap for translation of novel therapies. Discussion This study will rigorously develop an implementation roadmap for translation of novel therapies in low-resource settings. The knowledge gained in the formative assessment will reveal the priority areas and key implementation strategies. Thereby, the resultant roadmap will facilitate future scale-out strategies for novel therapies in LMICs, thus increasing access, building capacity for management, and ultimately improving the care for children in LMICs.
Collapse
|
27
|
Foster KL, Salehabadi SM, Green DM, Xing M, Ness KK, Krull KR, Brinkman TM, Ehrhardt MJ, Chemaitilly W, Dixon SB, Bhakta N, Brennan RC, Krasin MJ, Davidoff AM, Robison LL, Hudson MM, Mulrooney DA. Clinical Assessment of Late Health Outcomes in Survivors of Wilms Tumor. Pediatrics 2022; 150:e2022056918. [PMID: 36300342 PMCID: PMC9812640 DOI: 10.1542/peds.2022-056918] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/27/2022] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVES We aimed to clinically characterize the health, neurocognitive, and physical function outcomes of curative treatment of Wilms tumor. METHODS Survivors of Wilms tumor (n = 280) participating in the St. Jude Lifetime Cohort, a retrospective study with prospective follow-up of individuals treated for childhood cancer at St. Jude Children's Research Hospital, were clinically evaluated and compared to age and sex-matched controls (n = 625). Health conditions were graded per a modified version of the National Cancer Institute's Common Terminology Criteria for Adverse Events. Standardized neurocognitive testing was graded by using age-adjusted z-scores. Impaired physical function was defined by age- and sex-matched z-scores >1.5 SD below controls. Modified Poisson regression was used to compare the prevalence of conditions and multivariable logistic regression to examine treatment associations. RESULTS Median age at evaluation was similar between survivors and controls (30.5 years [9.0-58.0] and 31.0 [12.0-70.0]). Therapies included nephrectomy (100%), vincristine (99.3%), dactinomycin (97.9%), doxorubicin (66.8%), and abdominal (59.3%) and/or chest radiation (25.0%). By age 40 years, survivors averaged 12.7 (95% confidence interval [CI] 11.7-13.8) grade 1-4 and 7.5 (CI: 6.7-8.2) grade 2 to 4 health conditions, compared to 4.2 (CI: 3.9-4.6) and 2.3 (CI: 2.1-2.5), respectively, among controls. Grade 2 to 4 endocrine (53.9%), cardiovascular (26.4%), pulmonary (18.2%), neurologic (8.6%), neoplastic (7.9%), and kidney (7.2%) conditions were most prevalent. Survivors exhibited neurocognitive and physical performance impairments. CONCLUSIONS Wilms tumor survivors experience a threefold higher burden of chronic health conditions compared to controls and late neurocognitive and physical function deficits. Individualized clinical management, counseling, and surveillance may improve long-term health maintenance.
Collapse
Affiliation(s)
- Kayla L. Foster
- Department of Pediatrics, Texas Children’s Hospital, Section of Hematology-Oncology Baylor College of Medicine, Houston, Texas
| | | | - Daniel M. Green
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Mengqi Xing
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kevin R. Krull
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Matthew J. Ehrhardt
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Wassim Chemaitilly
- Division of Pediatric Endocrinology, Children’s Hospital of Pittsburgh of UPMC, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Stephanie B. Dixon
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Nickhill Bhakta
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Rachel C. Brennan
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
| | - Matthew J. Krasin
- Department of Radiation Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Andrew M. Davidoff
- Department of Surgery, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Melissa M. Hudson
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Daniel A. Mulrooney
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennesseee
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| |
Collapse
|
28
|
Bolous NS, Bhatt N, Bhakta N, Neufeld EJ, Davidoff AM, Reiss UM. Gene Therapy and Hemophilia: Where Do We Go from Here? J Blood Med 2022; 13:559-580. [PMID: 36226233 PMCID: PMC9550170 DOI: 10.2147/jbm.s371438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 09/22/2022] [Indexed: 11/17/2022] Open
Abstract
Gene therapy for hemophilia using adeno-associated virus (AAV) derived vectors can reduce or eliminate patients' disease-related complications and improve their quality of life. Broad implementation globally will lead to societal gains and foster health equity. Several vector products each for factor IX (FIX) or factor VIII (FVIII) deficiency are in advanced clinical development. Safety data are reassuring. Efficacy data for up to 8 and 5 years, respectively, vary considerably among vector types and among individuals, but indicate significant reduction in bleeds and factor use. Products will soon be approved for marketing. This review highlights the relevant considerations for implementation of hemophilia gene therapy, specifically across a broad range of socioeconomic backgrounds globally, based on recent publications and our own experience. We address the current efficacy and safety data and relevant aspects of vector immunology. We then discuss pertinent implementation steps including pre-implementation and readiness assessments, considerations on cost, cost-effectiveness and payment models, approaches to education and informed consent, and the operational needs as well as the need for monitoring of health outcomes and implementation outcomes. To prevent a lag or complete lack of establishing access to this life-changing therapy option for all patients with hemophilia worldwide, adaptable pathways supported by collaborative and international efforts of all stakeholders are needed.
Collapse
Affiliation(s)
- Nancy S Bolous
- Department of Global Pediatric Medicine – St. Jude Children’s Research Hospital, Memphis, TN, USA,Correspondence: Nancy S Bolous, Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 721, Memphis, TN, 38105, USA, Tel +1 901 595 1968, Fax +1 901 595 5319, Email
| | - Nidhi Bhatt
- Department of Hematology – St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine – St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Ellis J Neufeld
- Department of Hematology – St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Andrew M Davidoff
- Department of Surgery – St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Ulrike M Reiss
- Department of Hematology – St. Jude Children’s Research Hospital, Memphis, TN, USA
| |
Collapse
|
29
|
Mungle T, Das N, Pal S, Gogoi MP, Das P, Ghara N, Ghosh D, Arora RS, Bhakta N, Saha V, Krishnan S. Comparative treatment costs of risk-stratified therapy for childhood acute lymphoblastic leukemia in India. Cancer Med 2022; 12:3499-3508. [PMID: 36812120 PMCID: PMC9939102 DOI: 10.1002/cam4.5140] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 07/25/2022] [Accepted: 08/02/2022] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND To evaluate the treatment cost and cost effectiveness of a risk-stratified therapy to treat pediatric acute lymphoblastic leukemia (ALL) in India. METHODS The cost of total treatment duration was calculated for a retrospective cohort of ALL children treated at a tertiary care facility. Children were risk stratified into standard (SR), intermediate (IR) and high (HR) for B-cell precursor ALL, and T-ALL. Cost of therapy was obtained from the hospital electronic billing systems and details of outpatient (OP) and inpatient (IP) from electronic medical records. Cost effectiveness was calculated in disability-adjusted life years. RESULTS One hundred and forty five patients, SR (50), IR (36), HR (39), and T-ALL (20) were analyzed. Median cost of the entire treatment for SR, IR, HR, and T-ALL was found to be $3900, $5500, $7400, and $8700, respectively, with chemotherapy contributing to 25%-35% of total cost. Out-patient costs were significantly lower for SR (p < 0.0001). OP costs were higher than in-patient costs for SR and IR, while in-patient costs were higher in T-ALL. Costs for non-therapy admissions were significantly higher in HR and T-ALL (p < 0.0001), representing over 50% of costs of in-patient therapy. HR and T-ALL also had longer durations of non-therapy admissions. Based on WHO-CHOICE guidelines, the risk-stratified approach was very cost effective for all categories of patients. CONCLUSIONS Risk-stratified approach to treat childhood ALL is very cost-effective for all categories in our setting. The cost for SR and IR patients is significantly reduced through decreased IP admissions for both, chemotherapy and non-chemotherapy reasons.
Collapse
Affiliation(s)
- Tushar Mungle
- Clinical Research UnitTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia
| | - Nandana Das
- Clinical Research UnitTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia
| | - Saikat Pal
- Tata Consultancy ServicesTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia
| | - Manash Pratim Gogoi
- Clinical Research UnitTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia
| | - Parag Das
- Clinical Research UnitTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia
| | - Niharendu Ghara
- Department of Paediatric Haematology and OncologyTata Medical CenterKolkataIndia
| | - Debjani Ghosh
- Department of Paediatric Haematology and OncologyTata Medical CenterKolkataIndia
| | | | - Nickhill Bhakta
- Department of Global Pediatric MedicineSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Vaskar Saha
- Clinical Research UnitTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia,Department of Paediatric Haematology and OncologyTata Medical CenterKolkataIndia,Division of Cancer Sciences, Faculty of Biology, Medicine and HealthSchool of Medical Sciences, University of ManchesterManchesterUK
| | - Shekhar Krishnan
- Clinical Research UnitTata Translational Cancer Research Centre, Tata Medical CenterKolkataIndia,Department of Paediatric Haematology and OncologyTata Medical CenterKolkataIndia,Division of Cancer Sciences, Faculty of Biology, Medicine and HealthSchool of Medical Sciences, University of ManchesterManchesterUK
| |
Collapse
|
30
|
Moreira D, Chen Y, Qaddoumi I, Cioffi G, Waite K, Ostrom Q, Kruchko C, Barnholtz-Sloan J, Devidas M, Bhakta N. EPID-05. A novel, clinically-relevant classification of pediatric CNS tumors for cancer registries using a clustering analysis. Neuro Oncol 2022. [DOI: 10.1093/neuonc/noac079.173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
To accurately evaluate the burden of pediatric central nervous system (CNS) tumors, estimate resources for cancer control, and monitor outcomes, a classification system that segregates tumors into clinically relevant groups is essential. The current classification of CNS tumors included in the third revision of the International Childhood Cancer Classification does not identify key clinical groups, such as low- and high-grade gliomas. To address this need, a novel classification was embarked upon using ICD-O-3 codes, CBTRUS grouping, incidence, survival, and treatment modalities as inputs. For each ICD-O-3 code with >50 new cases/year in CBTRUS from 2000 to 2016, 2 clinicians reached consensus defining the efficacy of three treatment modalities: surgical resection, radiotherapy, and chemotherapy. Then, patient level 5-year overall survival (OS) times were simulated based on total incidence and 5-year OS for each code. Subsequently, 5 factors were included as potential classifiers: tumor behavior, CBTRUS sub-group, and efficacy of the three treatment modalities. A “survival tree” was developed by using partitioning. Starting with the patient cohort (root), univariate cox proportional hazards model was used to identify statistically significant (P < 0.05) factors. The factors with the largest hazard ratio were selected manually to create child nodes. Within each child node, the partitioning process was repeated on remaining factors until no statistically significant factor remained. This clustering yielded 4 main groups (low-, intermediate-, high-, and very high-risk tumors) and 11 subgroups, including “embryonal tumors” and “low-risk glial and glioneuronal tumors”. Further validation of the classification will be sought through a structured consensus process using multidisciplinary experts. This systematic method to develop a classification for pediatric CNS tumors will allow for more relevant estimations of outcomes and better estimation of resource utilization. Furthermore, this strategy could be replicated for other disease groups.
Collapse
Affiliation(s)
- Daniel Moreira
- St. Jude Children's Research Hospital , Memphis, TN , USA
| | - Yichen Chen
- St. Jude Children's Research Hospital , Memphis, TN , USA
| | | | - Gino Cioffi
- National Cancer Institute, Division of Cancer Epidemiology and Genetics , Bethesda, MD , USA
- Central Brain Tumor Registry of the United States (CBTRUS) , Hinsdale, IL , USA
| | - Kristin Waite
- National Cancer Institute, Division of Cancer Epidemiology and Genetics , Bethesda, MD , USA
- Central Brain Tumor Registry of the United States (CBTRUS) , Hinsdale, IL , USA
| | - Quinn Ostrom
- Central Brain Tumor Registry of the United States (CBTRUS) , Hinsdale, IL , USA
- Duke University Medical Center , Durham, NC , USA
| | - Carol Kruchko
- Central Brain Tumor Registry of the United States (CBTRUS) , Hinsdale, IL , USA
| | - Jill Barnholtz-Sloan
- National Cancer Institute, Division of Cancer Epidemiology and Genetics , Bethesda, MD , USA
- Central Brain Tumor Registry of the United States (CBTRUS) , Hinsdale, IL , USA
| | | | | |
Collapse
|
31
|
Finch ER, Foley E, Hyun G, Goodenough CG, Zhang FF, Krull KR, Bhakta N, Park Y, Ehrhardt MJ, Brinkman TM, Lanctot JQ, Robison LL, Hudson MM, Ness KK. Associations between diet quality and chronic health conditions (CHCs) in adult survivors of childhood cancer in the St. Jude Lifetime Cohort Study (SJLIFE). J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.16_suppl.12095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
12095 Background: Survivors of childhood cancer are at increased risk for early development of CHCs, including metabolic syndrome (MetS), low bone mineral density (LBMD), and gastrointestinal (GI) disease. Dietary modification is often recommended for prevention and/or treatment of these CHCs in non-cancer populations. However, associations between diet quality and severity of CHCs in adult survivors of childhood cancer are not well known. Methods: Adult survivors (≥10 years post-diagnosis) of childhood cancer who completed a clinical evaluation and Block Food Frequency Questionnaire were included. Diet quality was estimated using the Mediterranean diet score (aMED), with scores ranging from 0 to 9 (increased scores represent higher adherence to diet). CHCs were graded (modified CTCAE) and classified as “low” (grade ≤1 for LBMD and GI; grade ≤2 for MetS) or “high” (grade 2-4 for LBMD and GI; grade 3-4 for MetS). A multivariable linear regression model was used to estimate the mean aMED score by “low” or “high” disease category, with adjustment for age at evaluation, sex, race, education, total energy intake, adjusted BMI, physical activity, smoking, and alcohol consumption. Results: 2,822 survivors of childhood cancer (52.4% male, 83.1% non-Hispanic white) were included. The most prevalent diagnosis was acute lymphoblastic leukemia (34.1%). Time from primary diagnosis was 24.2±8.5 years and age at recruitment was 32.5±8.7 years. Lower adherence to aMED diet was associated with “high” MetS and LBMD, but not GI disease. See the Table for aMED multivariate-adjusted diet quality scores by CHC. Conclusions: In this cross-sectional analysis, MetS and LBMD were associated with poor adherence to the aMED diet. Although longitudinal investigation of associations between diet quality and CHCs in survivors of childhood cancer are needed to determine causal association between diet quality and CHCs in childhood cancer survivors, dietary interventions in early or late cancer survivors may help prevent development or progression of specific treatment related chronic conditions. [Table: see text]
Collapse
Affiliation(s)
| | | | - Geehong Hyun
- St. Jude Children's Research Hospital, Memphis, TN
| | | | | | | | | | - Yikyung Park
- Washington University School of Medicine, St. Louis, MO
| | | | | | | | | | | | | |
Collapse
|
32
|
Wang J, Bhakta N, Ayer Miller V, Revsine M, Litzow MR, Paietta E, Fedoriw Y, Roberts KG, Gu Z, Mullighan CG, Jones CD, Alexander TB. Acute Leukemia Classification Using Transcriptional Profiles From Low-Cost Nanopore mRNA Sequencing. JCO Precis Oncol 2022; 6:e2100326. [PMID: 35442720 PMCID: PMC9200386 DOI: 10.1200/po.21.00326] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
PURPOSE Most cases of pediatric acute leukemia occur in low- and middle-income countries, where health centers lack the tools required for accurate diagnosis and disease classification. Recent research shows the robustness of using unbiased short-read RNA sequencing to classify genomic subtypes of acute leukemia. Compared with short-read sequencing, nanopore sequencing has low capital and consumable costs, making it suitable for use in locations with limited health infrastructure. MATERIALS AND METHODS We show the feasibility of nanopore mRNA sequencing on 134 cryopreserved acute leukemia specimens (26 acute myeloid leukemia [AML], 73 B-lineage acute lymphoblastic leukemia [B-ALL], 34 T-lineage acute lymphoblastic leukemia, and one acute undifferentiated leukemia). Using multiple library preparation approaches, we generated long-read transcripts for each sample. We developed a novel composite classification approach to predict acute leukemia lineage and major B-ALL and AML molecular subtypes directly from gene expression profiles. RESULTS We demonstrate accurate classification of acute leukemia samples into AML, B-ALL, or T-lineage acute lymphoblastic leukemia (96.2% of cases are classifiable with a probability of > 0.8, with 100% accuracy) and further classification into clinically actionable genomic subtypes using shallow RNA nanopore sequencing, with 96.2% accuracy for major AML subtypes and 94.1% accuracy for major B-lineage acute lymphoblastic leukemia subtypes. CONCLUSION Transcriptional profiling of acute leukemia samples using nanopore technology for diagnostic classification is feasible and accurate, which has the potential to improve the accuracy of cancer diagnosis in low-resource settings.
Collapse
Affiliation(s)
- Jeremy Wang
- Department of Genetics, University of North Carolina, Chapel Hill, NC
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Vanessa Ayer Miller
- Office of Clinical Translational Research, University of North Carolina, Chapel Hill, NC
| | - Mahler Revsine
- Department of Biology, University of North Carolina, Chapel Hill, NC
| | - Mark R. Litzow
- Division of Hematology and Transplant Center, Mayo Clinic Rochester, Rochester, MN
| | | | - Yuri Fedoriw
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, NC
| | - Kathryn G. Roberts
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN
| | - Zhaohui Gu
- Department of Computational and Quantitative Medicine & Systems Biology, Beckman Research Institute of City of Hope, Duarte, CA
| | | | - Corbin D. Jones
- Department of Biology, University of North Carolina, Chapel Hill, NC
| | - Thomas B. Alexander
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, NC,Department of Pediatrics, University of North Carolina, Chapel Hill, NC,Thomas B. Alexander, MD, MPH, Department of Pediatrics and Department of Pathology and Laboratory Medicine, University of North Carolina Chapel Hill, 170 Manning Dr, 1185A Houpt Building, CB#7236, Chapel Hill, NC 27599;e-mail:
| |
Collapse
|
33
|
Lobo C, Moura P, Fidlarczyk D, Duran J, Barbosa R, Oliveira T, do Nascimento EM, Bhakta N, Hankins JS. Cost analysis of acute care resource utilization among individuals with sickle cell disease in a middle-income country. BMC Health Serv Res 2022; 22:42. [PMID: 34998394 PMCID: PMC8742916 DOI: 10.1186/s12913-021-07461-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 12/28/2021] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND The costs associated with the treatment of sickle cell disease (SCD) are understudied in low and middle-income countries (LMIC). We evaluated the cost of treating SCD-related acute complications and the potential cost-savings of hydroxyurea in a specialized hematology center in Brazil. METHODS The costs (US dollars) of emergency department (ED) and hospitalizations from SCD-related complications between 01.01.2018 and 06.30.2018 were ascertained using absorption and micro-costing approaches. The reasons for acute hospital visits were grouped as: 1) vaso-occlusive (VOC) pain, 2) infection, 3) anemia exacerbation, and 4) chronic organ damage complications. Hydroxyurea adherence was estimated by medication possession ratio (MPR) during the study period. RESULTS In total, 1144 patients, median age 17 years (range 0-70), 903 (78.9%) with HbSS/HbSβ0-thalassemia, 441 (38.5%) prescribed hydroxyurea, visited the ED, of whom 381 (33%) were admitted. VOC accounted for 64% of all ED visits and 60% of all admissions. Anemia exacerbation was the most expensive reason for ED visit ($321.87/visit), while chronic organ damage carried the highest admission cost ($2176.40/visit). Compared with other genotypes, individuals with HbSS/HbSβ0-thalassemia were admitted more often (79% versus 21%, p < 0.0001), and their admission costs were higher ($1677.18 versus $1224.47/visit, p = 0.0001). Antibiotics and analgesics accounted for 43% and 42% of the total ED costs, respectively, while housing accounted for 46% of the total admission costs. Costs of ED visits not resulting in admissions were lower among HbSS/HbSβ0-thalassemia individuals with hydroxyurea MPR ≥65% compared with visits by patients with MPR <65% ($98.16/visit versus $182.46/visit, p = 0.0007). No difference in admission costs were observed relative to hydroxyurea use. DISCUSSION In a LMIC hematology-specialized center, VOCs accounted for most acute visits from patients with SCD, but costs were highest due to anemia exacerbation. Analgesics, antibiotics, and housing drove most expenses. Hydroxyurea may reduce ED costs among individuals with HbSS/HbSβ0-thalassemia but is dependent on adherence level.
Collapse
Affiliation(s)
- Clarisse Lobo
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
| | - Patricia Moura
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
| | - Delaine Fidlarczyk
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
| | - Jane Duran
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
| | - Roberto Barbosa
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
| | - Thais Oliveira
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
| | - Emilia Matos do Nascimento
- Instituto Estadual de Hematologia do Rio de Janeiro HEMORIO, Rio de Janeiro, RJ, Brazil
- Fundação Centro Universitário Estadual da Zona Oeste UEZO, Rio de Janeiro, Brazil
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, 262 Danny Thomas Place, TN, 38105, Memphis, USA
| | - Jane S Hankins
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, 262 Danny Thomas Place, TN, 38105, Memphis, USA.
- Department of Hematology, St. Jude Children's Research Hospital, TN, 38105, Memphis, USA.
| |
Collapse
|
34
|
Alvarez EM, Force LM, Xu R, Compton K, Lu D, Henrikson HJ, Kocarnik JM, Harvey JD, Pennini A, Dean FE, Fu W, Vargas MT, Keegan THM, Ariffin H, Barr RD, Erdomaeva YA, Gunasekera DS, John-Akinola YO, Ketterl TG, Kutluk T, Malogolowkin MH, Mathur P, Radhakrishnan V, Ries LAG, Rodriguez-Galindo C, Sagoyan GB, Sultan I, Abbasi B, Abbasi-Kangevari M, Abbasi-Kangevari Z, Abbastabar H, Abdelmasseh M, Abd-Elsalam S, Abdoli A, Abebe H, Abedi A, Abidi H, Abolhassani H, Abubaker Ali H, Abu-Gharbieh E, Achappa B, Acuna JM, Adedeji IA, Adegboye OA, Adnani QES, Advani SM, Afzal MS, Aghaie Meybodi M, Ahadinezhad B, Ahinkorah BO, Ahmad S, Ahmadi S, Ahmed MB, Ahmed Rashid T, Ahmed Salih Y, Aiman W, Akalu GT, Al Hamad H, Alahdab F, AlAmodi AA, Alanezi FM, Alanzi TM, Alem AZ, Alem DT, Alemayehu Y, Alhalaiqa FN, Alhassan RK, Ali S, Alicandro G, Alipour V, Aljunid SM, Alkhayyat M, Alluri S, Almasri NA, Al-Maweri SA, Almustanyir S, Al-Raddadi RM, Alvis-Guzman N, Ameyaw EK, Amini S, Amu H, Ancuceanu R, Andrei CL, Andrei T, Ansari F, Ansari-Moghaddam A, Anvari D, Anyasodor AE, Arabloo J, Arab-Zozani M, Argaw AM, Arshad M, Arulappan J, Aryannejad A, Asemi Z, Asghari Jafarabadi M, Atashzar MR, Atorkey P, Atreya A, Attia S, Aujayeb A, Ausloos M, Avila-Burgos L, Awedew AF, Ayala Quintanilla BP, Ayele AD, Ayen SS, Azab MA, Azadnajafabad S, Azami H, Azangou-Khyavy M, Azari Jafari A, Azarian G, Azzam AY, Bahadory S, Bai J, Baig AA, Baker JL, Banach M, Bärnighausen TW, Barone-Adesi F, Barra F, Barrow A, Basaleem H, Batiha AMM, Behzadifar M, Bekele NC, Belete R, Belgaumi UI, Bell AW, Berhie AY, Bhagat DS, Bhagavathula AS, Bhardwaj N, Bhardwaj P, Bhaskar S, Bhattacharyya K, Bhojaraja VS, Bibi S, Bijani A, Biondi A, Birara S, Bjørge T, Bolarinwa OA, Bolla SR, Boloor A, Braithwaite D, Brenner H, Bulamu NB, Burkart K, Bustamante-Teixeira MT, Butt NS, Butt ZA, Caetano dos Santos FL, Cao C, Cao Y, Carreras G, Catalá-López F, Cembranel F, Cerin E, Chakinala RC, Chakraborty PA, Chattu VK, Chaturvedi P, Chaurasia A, Chavan PP, Chimed-Ochir O, Choi JYJ, Christopher DJ, Chu DT, Chung MT, Conde J, Costa VM, Da'ar OB, Dadras O, Dahlawi SMA, Dai X, Damiani G, D'Amico E, Dandona L, Dandona R, Daneshpajouhnejad P, Darwish AH, Daryani A, De la Hoz FP, Debela SA, Demie TGG, Demissie GD, Demissie ZG, Denova-Gutiérrez E, Derbew Molla M, Desai R, Desta AA, Dhamnetiya D, Dharmaratne SD, Dhimal ML, Dhimal M, Dianatinasab M, Didehdar M, Diress M, Djalalinia S, Do HP, Doaei S, Dorostkar F, dos Santos WM, Drake TM, Ekholuenetale M, El Sayed I, El Sayed Zaki M, El Tantawi M, El-Abid H, Elbahnasawy MA, Elbarazi I, Elhabashy HR, Elhadi M, El-Jaafary SI, Enyew DB, Erkhembayar R, Eshrati B, Eskandarieh S, Faisaluddin M, Fares J, Farooque U, Fasanmi AO, Fatima W, Ferreira de Oliveira JMP, Ferrero S, Ferro Desideri L, Fetensa G, Filip I, Fischer F, Fisher JL, Foroutan M, Fukumoto T, Gaal PA, Gad MM, Gaewkhiew P, Gallus S, Garg T, Gebremeskel TG, Gemeda BNB, Getachew T, Ghafourifard M, Ghamari SH, Ghashghaee A, Ghassemi F, Ghith N, Gholami A, Gholizadeh Navashenaq J, Gilani SA, Ginindza TG, Gizaw AT, Glasbey JC, Goel A, Golechha M, Goleij P, Golinelli D, Gopalani SV, Gorini G, Goudarzi H, Goulart BNG, Grada A, Gubari MIM, Guerra MR, Guha A, Gupta B, Gupta S, Gupta VB, Gupta VK, Haddadi R, Hafezi-Nejad N, Hailu A, Haj-Mirzaian A, Halwani R, Hamadeh RR, Hambisa MT, Hameed S, Hamidi S, Haque S, Hariri S, Haro JM, Hasaballah AI, Hasan SMM, Hashemi SM, Hassan TS, Hassanipour S, Hay SI, Hayat K, Hebo SH, Heidari G, Heidari M, Herrera-Serna BY, Herteliu C, Heyi DZ, Hezam K, Hole MK, Holla R, Horita N, Hossain MM, Hossain MB, Hosseini MS, Hosseini M, Hosseinzadeh A, Hosseinzadeh M, Hostiuc M, Hostiuc S, Househ M, Hsairi M, Huang J, Hussein NR, Hwang BF, Ibitoye SE, Ilesanmi OS, Ilic IM, Ilic MD, Innos K, Irham LM, Islam RM, Islam SMS, Ismail NE, Isola G, Iwagami M, Jacob L, Jadidi-Niaragh F, Jain V, Jakovljevic M, Janghorban R, Javadi Mamaghani A, Jayaram S, Jayawardena R, Jazayeri SB, Jebai R, Jha RP, Joo T, Joseph N, Joukar F, Jürisson M, Kaambwa B, Kabir A, Kalankesh LR, Kaliyadan F, Kamal Z, Kamath A, Kandel H, Kar SS, Karaye IM, Karimi A, Kassa BG, Kauppila JH, Kemp Bohan PM, Kengne AP, Kerbo AA, Keykhaei M, Khader YS, Khajuria H, Khalili N, Khalili N, Khan EA, Khan G, Khan M, Khan MN, Khan MAB, Khanali J, Khayamzadeh M, Khosravizadeh O, Khubchandani J, Khundkar R, Kim MS, Kim YJ, Kisa A, Kisa S, Kissimova-Skarbek K, Kolahi AA, Kopec JA, Koteeswaran R, Koulmane Laxminarayana SL, Koyanagi A, Kugbey N, Kumar GA, Kumar N, Kwarteng A, La Vecchia C, Lan Q, Landires I, Lasrado S, Lauriola P, Ledda C, Lee SW, Lee WC, Lee YY, Lee YH, Leigh J, Leong E, Li B, Li J, Li MC, Lim SS, Liu X, Lobo SW, Loureiro JA, Lugo A, Lunevicius R, Magdy Abd El Razek H, Magdy Abd El Razek M, Mahmoudi M, Majeed A, Makki A, Male S, Malekpour MR, Malekzadeh R, Malik AA, Mamun MA, Manafi N, Mansour-Ghanaei F, Mansouri B, Mansournia MA, Martini S, Masoumi SZ, Matei CN, Mathur MR, McAlinden C, Mehrotra R, Mendoza W, Menezes RG, Mentis AFA, Meretoja TJ, Mersha AG, Mesregah MK, Mestrovic T, Miao Jonasson J, Miazgowski B, Michalek IM, Miller TR, Mingude AB, Mirmoeeni S, Mirzaei H, Misra S, Mithra P, Mohammad KA, Mohammadi M, Mohammadi SM, Mohammadian-Hafshejani A, Mohammadpourhodki R, Mohammed A, Mohammed S, Mohammed TA, Moka N, Mokdad AH, Molokhia M, Momtazmanesh S, Monasta L, Moni MA, Moradi G, Moradi Y, Moradzadeh M, Moradzadeh R, Moraga P, Morrison SD, Mostafavi E, Mousavi Khaneghah A, Mpundu-Kaambwa C, Mubarik S, Mwanri L, Nabhan AF, Nagaraju SP, Nagata C, Naghavi M, Naimzada MD, Naldi L, Nangia V, Naqvi AA, Narasimha Swamy S, Narayana AI, Nayak BP, Nayak VC, Nazari J, Nduaguba SO, Negoi I, Negru SM, Nejadghaderi SA, Nepal S, Neupane Kandel S, Nggada HA, Nguyen CT, Nnaji CA, Nosrati H, Nouraei H, Nowroozi A, Nuñez-Samudio V, Nwatah VE, Nzoputam CI, Oancea B, Odukoya OO, Oguntade AS, Oh IH, Olagunju AT, Olagunju TO, Olakunde BO, Oluwasanu MM, Omar E, Omar Bali A, Ong S, Onwujekwe OE, Ortega-Altamirano DV, Otstavnov N, Otstavnov SS, Oumer B, Owolabi MO, P A M, Padron-Monedero A, Padubidri JR, Pakshir K, Pana A, Pandey A, Pardhan S, Pashazadeh Kan F, Pasovic M, Patel JR, Pati S, Pattanshetty SM, Paudel U, Pereira RB, Peres MFP, Perianayagam A, Postma MJ, Pourjafar H, Pourshams A, Prashant A, Pulakunta T, Qadir MMFF, Rabiee M, Rabiee N, Radfar A, Radhakrishnan RA, Rafiee A, Rafiei A, Rafiei S, Rahim F, Rahimzadeh S, Rahman M, Rahman MA, Rahmani AM, Rajesh A, Ramezani-Doroh V, Ranabhat K, Ranasinghe P, Rao CR, Rao SJ, Rashedi S, Rashidi M, Rashidi MM, Rath GK, Rawaf DL, Rawaf S, Rawal L, Rawassizadeh R, Razeghinia MS, Regasa MT, Renzaho AMN, Rezaei M, Rezaei N, Rezaei N, Rezaeian M, Rezapour A, Rezazadeh-Khadem S, Riad A, Rios Lopez LE, Rodriguez JAB, Ronfani L, Roshandel G, Rwegerera GM, Saber-Ayad MM, Sabour S, Saddik B, Sadeghi E, Sadeghian S, Saeed U, Sahebkar A, Saif-Ur-Rahman KM, Sajadi SM, Salahi S, Salehi S, Salem MR, Salimzadeh H, Samy AM, Sanabria J, Sanmarchi F, Sarveazad A, Sathian B, Sawhney M, Sawyer SM, Saylan M, Schneider IJC, Seidu AA, Šekerija M, Sendo EG, Sepanlou SG, Seylani A, Seyoum K, Sha F, Shafaat O, Shaikh MA, Shamsoddin E, Shannawaz M, Sharma R, Sheikhbahaei S, Shetty A, Shetty BSK, Shetty PH, Shin JI, Shirkoohi R, Shivakumar KM, Shobeiri P, Siabani S, Sibhat MM, Siddappa Malleshappa SK, Sidemo NB, Silva DAS, Silva Julian G, Singh AD, Singh JA, Singh JK, Singh S, Sinke AH, Sintayehu Y, Skryabin VY, Skryabina AA, Smith L, Sofi-Mahmudi A, Soltani-Zangbar MS, Song S, Spurlock EE, Steiropoulos P, Straif K, Subedi R, Sufiyan MB, Suliankatchi Abdulkader R, Sultana S, Szerencsés V, Szócska M, Tabaeian SP, Tabarés-Seisdedos R, Tabary M, Tabuchi T, Tadbiri H, Taheri M, Taherkhani A, Takahashi K, Tampa M, Tan KK, Tat VY, Tavakoli A, Tbakhi A, Tehrani-Banihashemi A, Temsah MH, Tesfay FH, Tesfaye B, Thakur JS, Thapar R, Thavamani A, Thiyagarajan A, Thomas N, Tobe-Gai R, Togtmol M, Tohidast SA, Tohidinik HR, Tolani MA, Tollosa DN, Touvier M, Tovani-Palone MR, Traini E, Tran BX, Tran MTN, Tripathy JP, Tusa BS, Ukke GG, Ullah I, Ullah S, Umapathi KK, Unnikrishnan B, Upadhyay E, Ushula TW, Vacante M, Valadan Tahbaz S, Varthya SB, Veroux M, Villeneuve PJ, Violante FS, Vlassov V, Vu GT, Waheed Y, Wang N, Ward P, Weldesenbet AB, Wen YF, Westerman R, Winkler AS, Wubishet BL, Xu S, Yahyazadeh Jabbari SH, Yang L, Yaya S, Yazdi-Feyzabadi V, Yazie TS, Yehualashet SS, Yeshaneh A, Yeshaw Y, Yirdaw BW, Yonemoto N, Younis MZ, Yousefi Z, Yu C, Yunusa I, Zadnik V, Zahir M, Zahirian Moghadam T, Zamani M, Zamanian M, Zandian H, Zare F, Zastrozhin MS, Zastrozhina A, Zhang J, Zhang ZJ, Ziapour A, Zoladl M, Murray CJL, Fitzmaurice C, Bleyer A, Bhakta N. The global burden of adolescent and young adult cancer in 2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet Oncol 2022; 23:27-52. [PMID: 34871551 PMCID: PMC8716339 DOI: 10.1016/s1470-2045(21)00581-7] [Citation(s) in RCA: 87] [Impact Index Per Article: 43.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 09/28/2021] [Accepted: 09/29/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND In estimating the global burden of cancer, adolescents and young adults with cancer are often overlooked, despite being a distinct subgroup with unique epidemiology, clinical care needs, and societal impact. Comprehensive estimates of the global cancer burden in adolescents and young adults (aged 15-39 years) are lacking. To address this gap, we analysed results from the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2019, with a focus on the outcome of disability-adjusted life-years (DALYs), to inform global cancer control measures in adolescents and young adults. METHODS Using the GBD 2019 methodology, international mortality data were collected from vital registration systems, verbal autopsies, and population-based cancer registry inputs modelled with mortality-to-incidence ratios (MIRs). Incidence was computed with mortality estimates and corresponding MIRs. Prevalence estimates were calculated using modelled survival and multiplied by disability weights to obtain years lived with disability (YLDs). Years of life lost (YLLs) were calculated as age-specific cancer deaths multiplied by the standard life expectancy at the age of death. The main outcome was DALYs (the sum of YLLs and YLDs). Estimates were presented globally and by Socio-demographic Index (SDI) quintiles (countries ranked and divided into five equal SDI groups), and all estimates were presented with corresponding 95% uncertainty intervals (UIs). For this analysis, we used the age range of 15-39 years to define adolescents and young adults. FINDINGS There were 1·19 million (95% UI 1·11-1·28) incident cancer cases and 396 000 (370 000-425 000) deaths due to cancer among people aged 15-39 years worldwide in 2019. The highest age-standardised incidence rates occurred in high SDI (59·6 [54·5-65·7] per 100 000 person-years) and high-middle SDI countries (53·2 [48·8-57·9] per 100 000 person-years), while the highest age-standardised mortality rates were in low-middle SDI (14·2 [12·9-15·6] per 100 000 person-years) and middle SDI (13·6 [12·6-14·8] per 100 000 person-years) countries. In 2019, adolescent and young adult cancers contributed 23·5 million (21·9-25·2) DALYs to the global burden of disease, of which 2·7% (1·9-3·6) came from YLDs and 97·3% (96·4-98·1) from YLLs. Cancer was the fourth leading cause of death and tenth leading cause of DALYs in adolescents and young adults globally. INTERPRETATION Adolescent and young adult cancers contributed substantially to the overall adolescent and young adult disease burden globally in 2019. These results provide new insights into the distribution and magnitude of the adolescent and young adult cancer burden around the world. With notable differences observed across SDI settings, these estimates can inform global and country-level cancer control efforts. FUNDING Bill & Melinda Gates Foundation, American Lebanese Syrian Associated Charities, St Baldrick's Foundation, and the National Cancer Institute.
Collapse
|
35
|
Mukkada S, Bhakta N, Chantada GL, Chen Y, Vedaraju Y, Faughnan L, Homsi MR, Muniz-Talavera H, Ranadive R, Metzger M, Friedrich P, Agulnik A, Jeha S, Lam C, Dalvi R, Hessissen L, Moreira DC, Santana VM, Sullivan M, Bouffet E, Caniza MA, Devidas M, Pritchard-Jones K, Rodriguez-Galindo C. Global characteristics and outcomes of SARS-CoV-2 infection in children and adolescents with cancer (GRCCC): a cohort study. Lancet Oncol 2021; 22:1416-1426. [PMID: 34454651 PMCID: PMC8389979 DOI: 10.1016/s1470-2045(21)00454-x] [Citation(s) in RCA: 74] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 07/23/2021] [Accepted: 07/26/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND Previous studies have shown that children and adolescents with COVID-19 generally have mild disease. Children and adolescents with cancer, however, can have severe disease when infected with respiratory viruses. In this study, we aimed to understand the clinical course and outcomes of SARS-CoV-2 infection in children and adolescents with cancer. METHODS We did a cohort study with data from 131 institutions in 45 countries. We created the Global Registry of COVID-19 in Childhood Cancer to capture de-identified data pertaining to laboratory-confirmed SARS-CoV-2 infections in children and adolescents (<19 years) with cancer or having received a haematopoietic stem-cell transplantation. There were no centre-specific exclusion criteria. The registry was disseminated through professional networks through email and conferences and health-care providers were invited to submit all qualifying cases. Data for demographics, oncological diagnosis, clinical course, and cancer therapy details were collected. Primary outcomes were disease severity and modification to cancer-directed therapy. The registry remains open to data collection. FINDINGS Of 1520 submitted episodes, 1500 patients were included in the study between April 15, 2020, and Feb 1, 2021. 1319 patients had complete 30-day follow-up. 259 (19·9%) of 1301 patients had a severe or critical infection, and 50 (3·8%) of 1319 died with the cause attributed to COVID-19 infection. Modifications to cancer-directed therapy occurred in 609 (55·8%) of 1092 patients receiving active oncological treatment. Multivariable analysis revealed several factors associated with severe or critical illness, including World Bank low-income or lower-middle-income (odds ratio [OR] 5·8 [95% CI 3·8-8·8]; p<0·0001) and upper-middle-income (1·6 [1·2-2·2]; p=0·0024) country status; age 15-18 years (1·6 [1·1-2·2]; p=0·013); absolute lymphocyte count of 300 or less cells per mm3 (2·5 [1·8-3·4]; p<0·0001), absolute neutrophil count of 500 or less cells per mm3 (1·8 [1·3-2·4]; p=0·0001), and intensive treatment (1·8 [1·3-2·3]; p=0·0005). Factors associated with treatment modification included upper-middle-income country status (OR 0·5 [95% CI 0·3-0·7]; p=0·0004), primary diagnosis of other haematological malignancies (0·5 [0·3-0·8]; p=0·0088), the presence of one of more COVID-19 symptoms at the time of presentation (1·8 [1·3-2·4]; p=0·0002), and the presence of one or more comorbidities (1·6 [1·1-2·3]; p=0·020). INTERPRETATION In this global cohort of children and adolescents with cancer and COVID-19, severe and critical illness occurred in one fifth of patients and deaths occurred in a higher proportion than is reported in the literature in the general paediatric population. Additionally, we found that variables associated with treatment modification were not the same as those associated with greater disease severity. These data could inform clinical practice guidelines and raise awareness globally that children and adolescents with cancer are at high-risk of developing severe COVID-19 illness. FUNDING American Lebanese Syrian Associated Charities and the National Cancer Institute.
Collapse
Affiliation(s)
- Sheena Mukkada
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA.
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Guillermo L Chantada
- Department of Pediatric Hematology and Oncology, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Yichen Chen
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Yuvanesh Vedaraju
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Lane Faughnan
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Maysam R Homsi
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Hilmarie Muniz-Talavera
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Radhikesh Ranadive
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Monika Metzger
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Paola Friedrich
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Asya Agulnik
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Sima Jeha
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Catherine Lam
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Rashmi Dalvi
- Department of Pediatrics, Bombay Hospital Institute of Medical Sciences, Mumbai, India
| | - Laila Hessissen
- Department of Pediatric Hematology and Oncology, Mohammed V University, Rabat, Morocco
| | - Daniel C Moreira
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Victor M Santana
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Michael Sullivan
- Children's Cancer Centre, Royal Children's Hospital, Department of Paediatrics, University of Melbourne, Melbourne, VIC, Australia
| | - Eric Bouffet
- Division of Haematology/Oncology, Hospital for Sick Children, Toronto, ON, Canada
| | - Miguela A Caniza
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Meenakshi Devidas
- Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Kathy Pritchard-Jones
- Developmental Biology and Cancer Research and Teaching Department, UCL Great Ormond Street Institute of Child Health, London, UK
| | | |
Collapse
|
36
|
Namisango E, Bhakta N, Wolfe J, McNeil MJ, Powell RA, Kibudde S, Luyirika EBK, Mulema V, Feudtner C, Baker JN. Status of Palliative Oncology Care for Children and Young People in Sub-Saharan Africa: A Perspective Paper on Priorities for New Frontiers. JCO Glob Oncol 2021; 7:1395-1405. [PMID: 34546790 PMCID: PMC8457851 DOI: 10.1200/go.21.00102] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The burden of cancer disproportionately affects low- and middle-income countries. Low 5-year survival figures for children with cancer in low-income countries are due to late presentation at diagnosis, treatment abandonment, absence of sophisticated multidisciplinary care, and lack of adequate resources. The reasons for late presentation are partly due to limited awareness of cancer symptoms, high treatment costs, and facility-level barriers to timely access to treatment. Given the systemic challenges, the regional need for palliative oncology care for children care is high. Despite the enormity of the need for palliative oncology for children with cancer in Africa, its level of development remains poor. This paper presents the evidence on the status of palliative oncology care for children in sub-Saharan Africa. Countries must prioritize integration of pediatric palliative care in SSA pediatric oncology.![]()
Collapse
Affiliation(s)
- Eve Namisango
- African Palliative Care Association, Kampala, Uganda.,Cicely Saunders Institute, King's College London, London, United Kingdom
| | - Nickhill Bhakta
- Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Joanne Wolfe
- Department of Pediatrics, Boston Children's Hospital, Boston, MA.,Department of Psychosocial Oncology and Palliative Care, Dana-Farber Cancer Institute, Boston, MA
| | - Michael J McNeil
- Division of Quality of Life and Palliative Care, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Richard A Powell
- Department of Primary Care and Public Health, Imperial College London, London, United Kingdom.,MWAPO Health Development Group, Nairobi, Kenya
| | - Solomon Kibudde
- Department of Medical Oncology, Uganda Cancer Institute, Kampala, Uganda
| | | | | | - Chris Feudtner
- Department of Medical Ethics, The Children's Hospital of Philadelphia, Philadelphia, PA.,Departments of Pediatrics and of Medical Ethics and Health Policy, The Perelman School of Medicine of the University of Pennsylvania, Philadelphia, PA
| | - Justin N Baker
- Division of Quality of Life and Palliative Care, Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
37
|
Lindsey L, Baedke J, James A, Huang IC, Ness K, Howell C, Brinkman T, Bhakta N, Ehrhardt M, Im C, Letsou W, Liu Q, Robison L, Hudson M, Yasui Y. 1446Forgoing needed medical care among long-term survivors of childhood cancer: Racial/ethnic-insurance disparities. Int J Epidemiol 2021. [DOI: 10.1093/ije/dyab168.393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Background
Among adult childhood cancer survivors, the relationship between race/ethnicity and health insurance status, as a contributor to disparities in healthcare utilization, is poorly understood.
Methods
We examined racial/ethnic-related disparities by insurance status in “forgoing needed medical care in the last year due to finances” using 3,964 adult childhood cancer survivors (3310 non-Hispanic/Latinx White, 562 non-Hispanic/Latinx Black, and 92 Hispanic/Latinx) participating in the St. Jude Lifetime Cohort Study (SJLIFE). Multivariable logistic regression analyses, guided by Andersen’s Healthcare Utilization Model, were adjusted for “predisposing” (age, sex, childhood cancer diagnosis, cancer treatment, surgery, and treatment era) and “need” (perceived health status) factors. Additional adjustment for income/education and chronic health conditions was considered.
Results
The risk of forgoing care was highest among non-Hispanic/Latinx Blacks and lowest among Hispanics/Latinxs for each insurance status. Among privately-insured survivors, relative to non-Hispanic/Latinx Whites, non-Hispanic/Latinx Blacks were more likely to forgo care (adjusted OR: 1.82, 95% CI: 1.30–2.54): this disparity remained despite additional adjustment for income/education (adjusted OR: 1.43, 95% CI: 1.01–2.01). In contrast, publicly-insured survivors, regardless of race/ethnicity, had similar risk of forgoing care as privately-insured non-Hispanic/Latinx Whites. All uninsured survivors had high risk of forgoing care. Additional adjustment for chronic health conditions did not alter these results.
Conclusions
The findings of this study show that provision of public insurance to all childhood cancer survivors may diminish racial/ethnic disparities in forgoing care that exist among the privately-insured and reduce the risk of forgoing care among uninsured survivors to that of privately-insured non-Hispanic/Latinx Whites.
Key messages
Providing publicly funded health insurance coverage to childhood cancer survivors can reduce disparities in forgoing medical care.
Collapse
Affiliation(s)
| | - Jessica Baedke
- St. Jude Research Hospital, Memphis, United States of America
| | - Aimee James
- Washington University School of Medicine, St. Louis, United States of America
| | - I-Chan Huang
- St. Jude Research Hospital, Memphis, United States of America
| | - Kirsten Ness
- St. Jude Research Hospital, Memphis, United States of America
| | - Carrie Howell
- University of Alabama at Birmingham., Birmingham, United States of America
| | - Tara Brinkman
- St. Jude Research Hospital, Memphis, United States of America
| | - Nickhill Bhakta
- St. Jude Research Hospital, Memphis, United States of America
| | | | - Cindy Im
- St. Jude Research Hospital, Memphis, United States of America
| | - William Letsou
- St. Jude Research Hospital, Memphis, United States of America
| | - Qi Liu
- St. Jude Research Hospital, Memphis, United States of America
| | - Leslie Robison
- St. Jude Research Hospital, Memphis, United States of America
| | - Melissa Hudson
- St. Jude Research Hospital, Memphis, United States of America
| | - Yutaka Yasui
- University Of Alberta, Edmonton, Canada
- St. Jude Research Hospital, Memphis, United States of America
| |
Collapse
|
38
|
Williams AM, Liu Q, Bhakta N, Krull KR, Hudson MM, Robison LL, Yasui Y. Rethinking Success in Pediatric Oncology: Beyond 5-Year Survival. J Clin Oncol 2021; 39:2227-2231. [PMID: 33769834 DOI: 10.1200/jco.20.03681] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Affiliation(s)
- AnnaLynn M Williams
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Qi Liu
- School of Public Health, University of Alberta, Edmonton, AB, Canada
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN.,Department of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, TN
| | - Kevin R Krull
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN.,Department of Psychology, St Jude Children's Research Hospital, Memphis, TN
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN.,Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
39
|
Bhattacharya K, Bentley JP, Ramachandran S, Chang Y, Banahan BF, Shah R, Bhakta N, Yang Y. Phase-Specific and Lifetime Costs of Multiple Myeloma Among Older Adults in the US. JAMA Netw Open 2021; 4:e2116357. [PMID: 34241627 PMCID: PMC8271356 DOI: 10.1001/jamanetworkopen.2021.16357] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
IMPORTANCE Health care costs associated with diagnosis and care among older adults with multiple myeloma (MM) are substantial, with cost of care and the factors involved differing across various phases of the disease care continuum, yet little is known about cost of care attributable to MM from a Medicare perspective. OBJECTIVE To estimate incremental phase-specific and lifetime costs and cost drivers among older adults with MM enrolled in fee-for-service Medicare. DESIGN, SETTING, AND PARTICIPANTS A retrospective cohort study was conducted using population-based registry data from the 2007-2015 Surveillance, Epidemiology, and End Results database linked with 2006-2016 Medicare administrative claims data. Data analysis included 4533 patients with newly diagnosed MM and 4533 matched noncancer Medicare beneficiaries from a 5% sample of Medicare to assess incremental MM lifetime and phase-specific costs (prediagnosis, initial care, continuing care, and terminal care) and factors associated with phase-specific incremental MM costs. The study was conducted from June 1, 2019, to April 30, 2021. MAIN OUTCOMES AND MEASURES Incremental MM costs were calculated for the disease lifetime and the following 4 phases of care: prediagnosis, initial, continuing care, and terminal. RESULTS Of the 4533 patients with MM included in the study, 2374 were women (52.4%), 3418 (75.4%) were White, and mean (SD) age was 75.8 (6.8) years (2313 [51.0%] aged ≥75 years). The characteristics of the control group were similar; however, mean (SD) age was 74.2 (8.8) years (2839 [62.6%] aged ≤74 years). Mean adjusted incremental MM lifetime costs were $184 495 (95% CI, $183 099-$185 968). Mean per member per month phase-specific incremental MM costs were estimated to be $1244 (95% CI, $1216-$1272) for the prediagnosis phase, $11 181 (95% CI, $11 052-$11 309) for the initial phase, $5634 (95% CI, $5577-$5694) for the continuing care phase, and $6280 (95% CI, $6248-$6314) for the terminal phase. Although inpatient and outpatient costs were estimated as the major cost drivers for the prediagnosis (inpatient, 55.8%; outpatient, 40.2%), initial care (inpatient, 38.1%; outpatient, 35.5%), and terminal (inpatient, 33.0%; outpatient, 34.6%) care phases, prescription drugs (44.9%) were the largest cost drivers in the continuing care phase. CONCLUSIONS AND RELEVANCE The findings of this study suggest that there is substantial burden to Medicare associated with diagnosis and care among older adults with MM, and the cost of care and cost drivers vary across different phases of the cancer care continuum. The study findings might aid policy discussions regarding MM care and coverage and help further the development of alternative payment models for MM, accounting for differential costs across various phases of the disease continuum and their drivers.
Collapse
Affiliation(s)
- Kaustuv Bhattacharya
- Center for Pharmaceutical Marketing and Management, University of Mississippi School of Pharmacy, University
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University
| | - John P. Bentley
- Center for Pharmaceutical Marketing and Management, University of Mississippi School of Pharmacy, University
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University
| | - Sujith Ramachandran
- Center for Pharmaceutical Marketing and Management, University of Mississippi School of Pharmacy, University
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University
| | - Yunhee Chang
- Department of Nutrition and Hospitality Management, University of Mississippi, University
| | - Benjamin F. Banahan
- Center for Pharmaceutical Marketing and Management, University of Mississippi School of Pharmacy, University
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University
| | | | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Yi Yang
- Center for Pharmaceutical Marketing and Management, University of Mississippi School of Pharmacy, University
- Department of Pharmacy Administration, University of Mississippi School of Pharmacy, University
| |
Collapse
|
40
|
Kenzik KM, Williams GR, Bhakta N, Robison LL, Landier W, Goyal G, Mehta A, Bhatia S. Healthcare utilization and spending among older patients diagnosed with Non-Hodgkin lymphoma. J Geriatr Oncol 2021; 12:1225-1232. [PMID: 34176753 DOI: 10.1016/j.jgo.2021.06.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 06/15/2021] [Accepted: 06/18/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND Developing appropriate care models for patients diagnosed with non-Hodgkin lymphoma (NHL) >65y require examination of current healthcare utilization patterns and cost, but non-malignant condition-specific utilization and Medicare spending among older patients has not been characterized. METHODS Using SEER-Medicare, 14,533 patients diagnosed with NHL at age > 65 between 2008 and 2015 and a comparable non-cancer cohort (n = 14,533) were identified. Hospitalizations and outpatient visits for 109 non-malignant conditions were grouped into ten categories, allowing condition-specific utilization and spending calculation from diagnosis to 5y, censoring at blood or marrow transplantation, 6mo prior to death or end (12/31/2016). Using the 90th percentile as a cut-off, factors associated with high-hospitalization rates and high-spending were evaluated. RESULTS Patients with NHL were 1.5-fold more likely to be hospitalized and 1.8-fold more likely to experience outpatient visits when compared with the non-cancer cohort. Patients with NHL had greater aging-related, cardiovascular, and gastrointestinal hospitalizations than controls (p < 0.001). Average Medicare spending/visit was higher for patients with NHL (hospitalization: $16,950 vs. $13,474, p < 0.001; outpatient: $1176 vs. $392, p < 0.001). Factors associated with high-utilization and high-spending included diffuse large B cell lymphoma subtype, non-white race, and residence in low-education area. CONCLUSIONS Older patients with NHL experienced higher utilization and higher spending per-utilization compared to a non-cancer cohort over five years from cancer diagnosis. Clinical and demographic sub-groups demonstrated increased risk for the highest spending and utilization. The substantial utilization and spending for non-malignant conditions among older patients with NHL provides quantifiable evidence for survivor-adapted healthcare management policies.
Collapse
Affiliation(s)
- Kelly M Kenzik
- Institute for Cancer Outcomes and Survivorship, University of Alabama at Birmingham, USA; Division of Hematology and Oncology, University of Alabama at Birmingham, USA.
| | - Grant R Williams
- Institute for Cancer Outcomes and Survivorship, University of Alabama at Birmingham, USA; Division of Hematology and Oncology, University of Alabama at Birmingham, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, USA; Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, USA
| | - Wendy Landier
- Institute for Cancer Outcomes and Survivorship, University of Alabama at Birmingham, USA; Division of Pediatric Oncology, University of Alabama at Birmingham, USA
| | - Gaurav Goyal
- Division of Hematology and Oncology, University of Alabama at Birmingham, USA
| | - Amitkumar Mehta
- Division of Hematology and Oncology, University of Alabama at Birmingham, USA
| | - Smita Bhatia
- Institute for Cancer Outcomes and Survivorship, University of Alabama at Birmingham, USA; Division of Pediatric Oncology, University of Alabama at Birmingham, USA
| |
Collapse
|
41
|
Howell CR, Bjornard KL, Ness KK, Alberts N, Armstrong GT, Bhakta N, Brinkman T, Caron E, Chemaitilly W, Green DM, Folse T, Huang IC, Jefferies JL, Kaste S, Krull KR, Lanctot JQ, Mulrooney DA, Neale G, Nichols KE, Sabin ND, Shelton K, Srivastava DK, Wang Z, Wilson C, Yasui Y, Zaidi A, Zhang J, Robison LL, Hudson MM, Ehrhardt MJ. Cohort Profile: The St. Jude Lifetime Cohort Study (SJLIFE) for paediatric cancer survivors. Int J Epidemiol 2021; 50:39-49. [PMID: 33374007 DOI: 10.1093/ije/dyaa203] [Citation(s) in RCA: 68] [Impact Index Per Article: 22.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/21/2020] [Indexed: 11/13/2022] Open
Affiliation(s)
- Carrie R Howell
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kari L Bjornard
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nicole Alberts
- Department of Psychology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tara Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Psychology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Eric Caron
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wassim Chemaitilly
- Department of Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Daniel M Green
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tim Folse
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - John L Jefferies
- Division of Adult Cardiovascular Disease, The University of Tennessee Health Science Center, Memphis, TN, USA
| | - Sue Kaste
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kevin R Krull
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Psychology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jennifer Q Lanctot
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Daniel A Mulrooney
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Geoffrey Neale
- Hartwell Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kim E Nichols
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Noah D Sabin
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kyla Shelton
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Deo Kumar Srivastava
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Carmen Wilson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Alia Zaidi
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Matthew J Ehrhardt
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| |
Collapse
|
42
|
Ehrhardt MJ, Williams AM, Liu Q, Scholle SH, Bhakta N, Yasui Y, Robison LL, Hudson MM. Cumulative burden of chronic health conditions among adolescent and young adult survivors of childhood cancer: Identification of vulnerable groups at key medical transitions. Pediatr Blood Cancer 2021; 68:e29030. [PMID: 33788394 PMCID: PMC8068638 DOI: 10.1002/pbc.29030] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 03/08/2021] [Accepted: 03/10/2021] [Indexed: 11/06/2022]
Abstract
The cumulative burden of chronic health conditions as childhood cancer survivors transition to adult health care and insurance systems is unknown. We estimated the cumulative burden (N = 4612 survivors, 625 controls) in the St. Jude Lifetime Cohort. At 18 and 26 years old, survivors experienced (per 100 individuals) an average of 22.3 (95% confidence interval [CI]: 17.2-27.4) and 40.3 (95% CI: 34.8-45.8) disabling conditions versus 3.5 (95% CI: 2.0-5.0) and 5.7 (95% CI: 3.7-7.7) in controls, and 128.7 (95% CI: 119.5-137.8) and 240.5 (95% CI: 229.9-251.0) lower severity conditions versus 12.4 (95% CI: 8.9-16.0) and 51.3 (95% CI: 43.1-59.4) in controls. Survivors experience a high cumulative burden at key health care transition ages, underscoring the need to optimize access to care.
Collapse
Affiliation(s)
- Matthew J. Ehrhardt
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN,Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis TN
| | - AnnaLynn M. Williams
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis TN
| | - Qi Liu
- Department of Public Health Sciences, University of Alberta, AB Canada
| | | | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis TN,Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis TN
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis TN
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis TN
| | - Melissa M. Hudson
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN,Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis TN
| |
Collapse
|
43
|
Baedke JL, Lindsey LA, James AS, Huang IC, Ness KK, Howell CR, Brinkman TM, Bhakta N, Ehrhardt MJ, Im C, Letsou W, Liu Q, Robison LL, Hudson MM, Yasui Y. Forgoing needed medical care among long-term survivors of childhood cancer: racial/ethnic-insurance disparities. J Cancer Surviv 2021; 16:677-687. [PMID: 34046821 PMCID: PMC8626536 DOI: 10.1007/s11764-021-01061-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Accepted: 05/19/2021] [Indexed: 12/30/2022]
Abstract
PURPOSE To investigate racial/ethnic-related disparities by insurance status in "forgoing needed medical care in the last year due to finances" in childhood cancer survivors. METHODS Our study included 3310 non-Hispanic/Latinx White, 562 non-Hispanic/Latinx Black, and 92 Hispanic/Latinx survivors from the St. Jude Lifetime Cohort Study. Logistic regression analyses, guided by Andersen's Healthcare Utilization Model, were adjusted for "predisposing" (survey age, sex, childhood cancer diagnosis and treatment, and treatment era) and "need" (perceived health status) factors. Additional adjustment for household income/education and chronic health conditions was considered. RESULTS Risk of forgoing care was highest among non-Hispanic/Latinx Blacks and lowest among Hispanics/Latinxs for each insurance status. Among privately insured survivors, relative to non-Hispanic/Latinx Whites, non-Hispanic/Latinx Blacks were more likely to forgo care (adjusted OR: 1.82, 95% CI: 1.30-2.54): this disparity remained despite additional adjustment for household income/education (adjusted OR: 1.43, 95% CI: 1.01-2.01). In contrast, publicly insured survivors, regardless of race/ethnicity, had similar risk of forgoing care as privately insured non-Hispanic/Latinx Whites. All uninsured survivors had high risk of forgoing care. Additional chronic health condition adjustment did not alter these results. CONCLUSIONS Provision of public insurance to all childhood cancer survivors may diminish racial/ethnic disparities in forgoing care that exist among the privately insured and reduce the risk of forgoing care among uninsured survivors to that of privately insured non-Hispanic/Latinx Whites. IMPLICATIONS FOR CANCER SURVIVORS Under public insurance, childhood cancer survivors had low risk of forgoing care, at the similar level to privately insured non-Hispanic/Latinx Whites, regardless of race/ethnicity.
Collapse
Affiliation(s)
- Jessica L Baedke
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Lauren A Lindsey
- School of Public Health, University of Alberta: Edmonton Clinic Health Academy, Room 3-300, 11405 87th Avenue, Edmonton, Alberta, T6G 1C9, Canada
| | - Aimee S James
- Department of Surgery, Washington University School of Medicine, Campus Box 8109, 4590 Children's Place, Suite 9600, St. Louis, MO, 63110, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Carrie R Howell
- Department of Medicine, Division of Preventive Medicine, University of Alabama at Birmingham, Medical Towers, MT-621, 1720 2nd Avenue South, Birmingham, AL, 35294, USA
| | - Tara M Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
- Department of Psychology, St. Jude Children's Research Hospital, Mailstop 740, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Nickhill Bhakta
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Mailstop 721, 262 Danny Thomas Place, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children's Research Hospital, Mailstop 260, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Matthew J Ehrhardt
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children's Research Hospital, Mailstop 260, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Cindy Im
- School of Public Health, University of Alberta: Edmonton Clinic Health Academy, Room 3-300, 11405 87th Avenue, Edmonton, Alberta, T6G 1C9, Canada
| | - William Letsou
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Qi Liu
- School of Public Health, University of Alberta: Edmonton Clinic Health Academy, Room 3-300, 11405 87th Avenue, Edmonton, Alberta, T6G 1C9, Canada
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children's Research Hospital, Mailstop 260, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Mailstop 735, 262 Danny Thomas Place, Memphis, TN, 38105, USA.
- School of Public Health, University of Alberta: Edmonton Clinic Health Academy, Room 3-300, 11405 87th Avenue, Edmonton, Alberta, T6G 1C9, Canada.
| |
Collapse
|
44
|
Foley EM, Hyun G, Zhang FF, Krull KR, Bhakta N, Ehrhardt MJ, Brinkman TM, Lanctot JQ, Robison LL, Hudson MM, Ness KK. Associations between diet and chronic disease burden in adult survivors of childhood cancer in the St. Jude Lifetime Cohort (SJLIFE) study. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.e22017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e22017 Background: Nutritional intake can impact health. Data describing associations between diet or specific dietary components and chronic health conditions in long-term survivors of childhood cancer are limited. This study evaluated the associations between specific components of diet and chronic disease burden in childhood cancer survivors. Methods: Adult survivors (≥5 years) of childhood cancer participating in SJLIFE (n = 2822), who completed a clinical evaluation and the Block Food Frequency Questionnaire were included. 168 chronic conditions were graded using a modified Common Terminology for Adverse Events. Conditions were summed within grade category, multiplied by weights (1, 2, 3, and 8 for grades 1-4, respectively) and standardized (z-scores) with higher scores indicating more disease burden. Adherence to the 2015 Dietary Guidelines for Americans was scored with the Healthy Eating Index-15 (HEI). Intake of key food groups and nutrients was estimated and divided into quartiles for analysis. Multivariable logistic regression, adjusted for sex, age, and race was used to compare dietary intake and higher disease burden (defined as a z-score > 0). Results: Survivors (median [range] survival time 23 [10-49] years, diagnosis age 7 [0-24] years, 47.6% female, 16.9% non-white, 38.0% leukemia, 19.5% lymphoma, 10.3% CNS tumor, 32.2% other solid tumor) had an average of 10.0 (95% CI 9.7-10.3) conditions by 30 years of age and had a mean score on the HEI of 57.9±12.2 (out of 100 where the population average is 59). Scores on the HEI were not associated with disease burden z-score. Compared to those in the lowest quartile, survivors who consumed in the highest quartile of dark green vegetables (OR 0.77, 95% CI 0.61-0.97), legumes (OR 0.74, 95% CI 0.59-0.92), and whole grains (OR 0.75, 95% CI 0.60-0.95) were less likely to have a disease burden z-score > 0, whereas those who consumed in the highest quartile of white potatoes (OR 1.31, 95% CI 1.05-1.64), refined grains (OR 1.26, 95% CI 1.01-1.58), and added sugars (OR: 1.27, 95% CI 1.01-1.56) were more likely to have a disease burden z-score > 0. Conclusions: Specific components of diet are associated with chronic disease burden in long term survivors of cancer. Dietary interventions may have potential to decrease chronic disease burden in this population.
Collapse
Affiliation(s)
| | - Geehong Hyun
- St. Jude Children's Research Hospital, Memphis, TN
| | | | | | | | | | | | | | | | | | | |
Collapse
|
45
|
Williams AM, Mandelblatt JS, Wang M, Ness KK, Armstrong GT, Bhakta N, Brinkman TM, Chemaitilly W, Ehrhardt MJ, Mulrooney DA, Small B, Wang Z, Yasui Y, Srivastava D, Hudson MM, Robison LL, Krull KR. Accelerated aging and mortality in long-term survivors of childhood cancer: A report from the St. Jude Lifetime Cohort (SJLIFE). J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.10045] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
10045 Background: Survivors of childhood cancer have functional limitations and health-related morbidity consistent with an accelerated aging phenotype. We characterized aging using a Deficit Accumulation Index (DAI) which examines the accumulation of multiple aging-related deficits readily available from medical records and self-report. DAI’s are used as surrogates of biologic aging and are validated to predict mortality in adult cancer patients. Methods: We included childhood cancer survivors (N = 3,758, mean age 30 [SD 8], 22 [9] years post diagnosis, 52% male) and community controls (N = 575, mean age 34 [10] 44% male) who completed clinical assessments and questionnaires and who were followed for mortality through December 31st, 2018 (mean follow-up 6.1 [3.1] years). Using the initial SJLIFE clinical assessment, a DAI score was generated as the proportion of deficits out of 44 items related to aging, including chronic conditions (e.g. hearing loss, hypertension), psychosocial and physical function, and activities of daily living. The total score ranged 0 to 1; scores > 0.20 are robust, while moderate and large clinically meaningful differences are 0.02 and 0.06, respectively. Linear regression compared the DAI in survivors and controls with an age*survivor/control interaction and examined treatment associations in survivors. Cox-proportional hazards models estimated risk of death associated with DAI. All models were adjusted for age, sex, and race. Results: Mean [SD] of DAI was 0.17 [0.11] for survivors and 0.10 [0.08] for controls. 32% of survivors had a DAI above the 90th percentile of the control distribution (p < 0.001). After adjustment for covariates, survivors had a statistically and clinically meaningfully higher DAI score than controls (β = 0.072 95%CI 0.062, 0.081; p < 0.001). When plotted against age, the adjusted DAI at the average age of survivors (30 years) was 0.166 (95% CI 0.160,0.171), which corresponded to 60 years of age in controls, suggesting premature aging of 30 years. The mean difference in DAI between survivors and controls increased with age from 0.06 (95% CI 0.04, 0.07) at age 20 to 0.11 (95% CI 0.08, 0.13) at age 60, consistent with an accelerated aging phenotype (p = 0.014). Cranial radiation, abdominal radiation, cyclophosphamide, platinum agents, neurosurgery, and amputation were each associated with a higher DAI (all p≤0.001). Among survivors, a 0.06 increase in DAI was associated with a 41% increased risk of all-cause mortality (HR 1.41 95%CI 1.32, 1.50; p < 0.001). Conclusions: Survivors of childhood cancer experience significant age acceleration that is associated with an increased risk of mortality; longitudinal analyses are underway to validate these findings. Given the ease of estimating a DAI, this may be a feasible method to quickly identify survivors for novel and tailored interventions that can improve health and prevent premature mortality.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - Yutaka Yasui
- St. Jude Children's Research Hospital, Memphis, TN
| | | | | | | | | |
Collapse
|
46
|
Foster KL, Green DM, Mirzaei Salehabadi S, Xing M, Ness KK, Krull KR, Brinkman TM, Ehrhardt MJ, Chemaitilly W, Dixon SB, Bhakta N, Brennan RC, Krasin MJ, Davidoff AM, Robison LL, Hudson MM, Mulrooney DA. Late health outcomes in survivors of Wilms tumor: A report from the St. Jude Lifetime (SJLIFE) cohort study. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.10038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
10038 Background: We aimed to characterize late health, neurocognitive, and physical performance outcomes among survivors of Wilms tumor. Methods: Wilms tumor survivors (n = 280), ≥ 5 years from diagnosis, participating in SJLIFE were clinically assessed along with a community control sample (n = 625). Health outcomes were graded per a modified Common Terminology Criteria for Adverse Events (grade 1 [mild] to grade 4 [life threatening]). Standardized neurocognitive testing was graded using age-adjusted z-scores. Aerobic function (six-minute walk), mobility (timed up and go) and flexibility (sit and reach) were assessed. Associations between treatment exposures and prevalent conditions were examined by multivariable logistic regression, adjusted for current age, sex and race. Results: Survivors (59% female, 73% white), median age 3 years (range 0-15) at diagnosis and 31 years (9-58) at evaluation, were comprehensively evaluated on the St. Jude campus. Two-thirds (67%) were treated with doxorubicin (median dose 175 mg/m2 range 52-490), 167 (60%) received abdominal radiation (median dose 12 Gy range 8.8-61.2) and 25% received chest radiation (12 Gy range 9-44). By age 40 years, survivors averaged 12.7 (95% confidence interval [CI] 11.7-13.8) grade 1-4 and 7.5 (CI 6.7-8.2) grade 2-4 conditions, compared to 4.2 (CI 3.9-4.6) and 2.3 (CI 2.1-2.5), respectively, among controls. The most prevalent medical conditions (grade ≥ 2) are reported in the table. Abnormal glucose metabolism was associated with abdominal radiation (relative risk [RR] 5.1 CI 1.4-19.0); restrictive pulmonary defects with chest radiation (RR 24.0 CI 3.2-180); and cardiomyopathy (RR 15.6 CI 1.9-128), pulmonary diffusion (RR 4.5 CI 1.3-15.1), and chronic kidney disease (RR 4.5 CI 1.3-16.1) with doxorubicin exposure. Survivors had a three-fold higher risk (standardized incidence ratio 3.5, CI 2.2-6.6) for subsequent neoplasms. Impairments (grade ≥ 2) in executive function (20% vs. 12%), attention (17% vs. 9%), memory (21% vs. 10%), and processing speed (20% vs. 8%) were more frequent in survivors than controls (p < 0.05). Impairments in aerobic function (13.6%), mobility (13.6%), and flexibility (11.1%) were higher than expected (p < 0.01). Significant associations were not identified between treatment exposures and neurocognitive or physical performance outcomes. Conclusions: Systematic clinical assessment identified a significant burden of chronic health conditions and previously unrecognized neurocognitive and physical performance limitations in survivors of Wilms tumor.[Table: see text]
Collapse
Affiliation(s)
| | | | | | - Mengqi Xing
- St Jude Children's Research Hospital, Memphis, TN
| | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
47
|
Arora RS, Bagai P, Bhakta N. Estimated National and State Level Incidence of Childhood and Adolescent Cancer in India. Indian Pediatr 2021; 58:417-423. [PMID: 33980727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
BACKGROUND Hitherto, incidence burden of childhood cancer in India has been derived from GLOBOCAN data. Recent analyses have challenged whether this accurately measures the true incidence of childhood cancer. OBJECTIVE To use observed data rather than simulation to estimate the number of children (0-14 years), as well as number of children and adolescents (0-19 years), in India who develop cancer every year at the national and state/union territory (UT) level. METHODS Age-specific (five year groups), sex-specific, and state/UT specific population data from India Census 2011 was used. Global average incidence rates from the International Incidence of Childhood Cancer 3 (IICC3) report were used. Incidence rates per million person-years for the 0-14 years and 0-19 years age groups were age-adjusted using the world standard population to provide age-standardized incidence rates, using the age-specific incidence rates for individual age groups (0-4 years, 5-9 years, 10-14 years, and 15-19 years). RESULTS The national number of children (0-14 years) and, children and adolescents (0-19 years) that may develop cancer every year based on 2011 census are 52,366 and 76,805 persons respectively. Cancer type specific incidence is provided for each state/UT for these age ranges. This national incidence is approximately double of the GLOBOCAN 2018 estimates of incidence of children diagnosed and registered with cancer and the differential is greater in girls. CONCLUSIONS Our analysis proposes new estimates of incident childhood cancer cases in India for children and adolescents. Future regional, national and international research on childhood cancer epidemiology and healthcare accessibility would help further refine these estimates.
Collapse
Affiliation(s)
- Ramandeep Singh Arora
- Department of Medical Oncology, Max Super Speciality Hospital, Saket, New Delhi, India and Quality Care, Research and Impact, Can Kids, New Delhi, India. Correspondence to: Dr Ramandeep Singh Arora, Consultant Pediatric Oncology, Department of Medical Oncology, Max Super-Speciality Hospital, Saket, New Delhi, India.
| | - Poonam Bagai
- Quality Care, Research and Impact, Can Kids, New Delhi, India
| | - Nickhill Bhakta
- Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, USA
| |
Collapse
|
48
|
Moreira DC, Sniderman E, Mukkada S, Chantada G, Bhakta N, Foster W, Avula M, Homsi MR, Faughnan L, Happ B, Andujar A, Sonnenfelt J, Dalvi R, Frazier AL, Hessissen L, Kearns PR, Luna‐Fineman S, Moreno A, Saghir Khan M, Sullivan M, Devidas M, Santana V, Caniza M, Pritchard‐Jones K, Rodriguez‐Galindo C. The Global COVID-19 Observatory and Resource Center for Childhood Cancer: A response for the pediatric oncology community by SIOP and St. Jude Global. Pediatr Blood Cancer 2021; 68:e28962. [PMID: 33629507 PMCID: PMC7994967 DOI: 10.1002/pbc.28962] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 02/01/2021] [Accepted: 02/02/2021] [Indexed: 12/16/2022]
Abstract
The COVID-19 pandemic quickly led to an abundance of publications and recommendations, despite a paucity of information on how COVID-19 affects children with cancer. This created a dire need for a trusted resource with curated information and a space for the pediatric oncology community to share experiences. The Global COVID-19 Observatory and Resource Center for Childhood Cancer was developed, launched, and maintained by the International Society of Pediatric Oncology and St. Jude Children's Research Hospital. The three components (Resource Library, Global Registry, and Collaboration Space) complement each other, establishing a mechanism to generate and transfer knowledge rapidly throughout the community.
Collapse
Affiliation(s)
- Daniel C. Moreira
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Elizabeth Sniderman
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Sheena Mukkada
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Guillermo Chantada
- Fundacion Perez Scremini‐Hospital Pereira RossellMontevideoUruguay
- Hospital Sant Joan de DéuBarcelonaSpain
| | - Nickhill Bhakta
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Whitney Foster
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Meghana Avula
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Maysam R. Homsi
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Lane Faughnan
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Brooke Happ
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Allyson Andujar
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Jason Sonnenfelt
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Rashmi Dalvi
- Bombay Hospital Institute of Medical Sciences and SRCC Children's HospitalMumbaiIndia
| | - A. Lindsay Frazier
- Dana‐Farber/Boston Children's Hospital Cancer and Blood Disorders CenterBostonMassachusettsUSA
| | | | - Pamela R. Kearns
- NIHR Birmingham Biomedical Research CentreInstitute of Cancer and Genomic Sciences and Birmingham Children's HospitalBirminghamUK
| | | | | | | | - Michael Sullivan
- University of Melbourne and Royal Children's HospitalMelbourneAustralia
| | - Meenakshi Devidas
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Victor Santana
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Miguela Caniza
- Department of Global Pediatric MedicineSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | | | | |
Collapse
|
49
|
Metzger ML, Link MP, Billett AL, Flerlage J, Lucas JT, Mandrell BN, Ehrhardt MJ, Bhakta N, Yock TI, Friedmann AM, de Alarcon P, Luna-Fineman S, Larsen E, Kaste SC, Shulkin B, Lu Z, Li C, Hiniker SM, Donaldson SS, Hudson MM, Krasin MJ. Excellent Outcome for Pediatric Patients With High-Risk Hodgkin Lymphoma Treated With Brentuximab Vedotin and Risk-Adapted Residual Node Radiation. J Clin Oncol 2021; 39:2276-2283. [PMID: 33826362 DOI: 10.1200/jco.20.03286] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
PURPOSE Brentuximab vedotin, an effective anti-CD30 antibody-drug conjugate approved for use in adults with classical Hodgkin lymphoma (HL), was introduced in this frontline trial to reduce prescribed radiation in children and adolescents with classical HL. METHODS Open-label, single-arm, multicenter trial for patients (age ≤ 18 years) with stage IIB, IIIB, or IV classical HL was conducted. Brentuximab vedotin replaced each vincristine in the OEPA/COPDac (vincristine, etoposide, prednisone, and doxorubicin/cyclophosphamide, vincristine, prednisone, and dacarbazine) regimen according to GPOH-HD2002 treatment group 3 (TG3); two cycles of AEPA and four cycles of CAPDac. Residual node radiotherapy (25.5 Gy) was given at the end of all chemotherapy only to nodal sites that did not achieve a complete response (CR) at the early response assessment (ERA) after two cycles of therapy. Primary objectives were to evaluate the safety and efficacy (complete remission at ERA) of this combination and the 3-year event-free (EFS) and overall survival (OS). The trials are registered at ClinicalTrials.gov (identifier: NCT01920932). RESULTS Of the 77 patients enrolled in the study, 27 (35%) achieved complete remission at ERA and were spared radiation. Patients who were irradiated received radiation to individual residual nodal tissue. At a median follow-up of 3.4 years, the 3-year EFS was 97.4% (SE 2.3%) and the OS was 98.7% (SE 1.6%). One irradiated patient experienced disease progression at the end of therapy and now remains disease free more than 6 years following salvage therapy, and one unexpected death occurred. Only 4% of patients experienced grade 3 neuropathy. CONCLUSION The integration of brentuximab vedotin in the frontline treatment of pediatric high-risk HL is highly tolerable, facilitated significant reduction in radiation exposure, and yielded excellent outcomes.
Collapse
Affiliation(s)
- Monika L Metzger
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Pediatrics, University of Tennessee Health Sciences Center, Memphis, TN
| | - Michael P Link
- Department of Pediatrics, Division of Pediatric Hematology-Oncology, Stanford University School of Medicine, Stanford, CA
| | - Amy L Billett
- Department of Pediatrics, Nemours/Alfred I duPont Hospital for Children, Wilmington, DE
| | - Jamie Flerlage
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Pediatrics, University of Tennessee Health Sciences Center, Memphis, TN
| | - John T Lucas
- Department of Radiation Oncology, St Jude Children's Research Hospital, Memphis, TN
| | - Belinda N Mandrell
- Department of Pediatrics, Division of Nursing Research, St Jude Children's Research Hospital, Memphis, TN
| | - Matthew J Ehrhardt
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Pediatrics, University of Tennessee Health Sciences Center, Memphis, TN
| | - Nickhill Bhakta
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Pediatrics, University of Tennessee Health Sciences Center, Memphis, TN
| | - Torunn I Yock
- Department of Radiation Oncology, Massachusetts General Hospital, Boston, MA
| | | | - Pedro de Alarcon
- Department of Pediatric, University of Illinois College of Medicine Peoria, Peoria, IL
| | | | - Eric Larsen
- Maine Children's Cancer Program, Scarborough, ME
| | - Sue C Kaste
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Diagnostic Imaging, St Jude Children's Research Hospital, Memphis, TN.,Department of Radiology, University of Tennessee Health Sciences Center, Memphis, TN
| | - Barry Shulkin
- Department of Diagnostic Imaging, St Jude Children's Research Hospital, Memphis, TN
| | - Zhaohua Lu
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN
| | - Chen Li
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN
| | - Susan M Hiniker
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA
| | - Sarah S Donaldson
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA
| | - Melissa M Hudson
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.,Department of Pediatrics, University of Tennessee Health Sciences Center, Memphis, TN
| | - Matthew J Krasin
- Department of Radiation Oncology, St Jude Children's Research Hospital, Memphis, TN
| |
Collapse
|
50
|
Graetz D, Agulnik A, Ranadive R, Vedaraju Y, Chen Y, Chantada G, Metzger ML, Mukkada S, Force LM, Friedrich P, Lam C, Sniderman E, Bhakta N, Hessissen L, Dalvi R, Devidas M, Pritchard-Jones K, Rodriguez-Galindo C, Moreira DC. Global effect of the COVID-19 pandemic on paediatric cancer care: a cross-sectional study. Lancet Child Adolesc Health 2021; 5:332-340. [PMID: 33675698 PMCID: PMC7929816 DOI: 10.1016/s2352-4642(21)00031-6] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 01/26/2021] [Accepted: 01/29/2021] [Indexed: 12/19/2022]
Abstract
Background Although mortality due to COVID-19 has been reportedly low among children with cancer, changes in health-care services due to the pandemic have affected cancer care delivery. This study aimed to assess the effect of the COVID-19 pandemic on childhood cancer care worldwide. Methods A cross-sectional survey was distributed to paediatric oncology providers worldwide from June 22 to Aug 21, 2020, through the St Jude Global Alliance and International Society for Paediatric Oncology listservs and regional networks. The survey included 60 questions to assess institution characteristics, the number of patients diagnosed with COVID-19, disruptions to cancer care (eg, service closures and treatment abandonment), adaptations to care, and resources (including availability of clinical staff and personal protective equipment). Surveys were included for analysis if respondents answered at least two thirds of the items, and the responses were analysed at the institutional level. Findings Responses from 311 health-care professionals at 213 institutions in 79 countries from all WHO regions were included in the analysis. 187 (88%) of 213 centres had the capacity to test for SARS-CoV-2 and a median of two (range 0–350) infections per institutution were reported in children with cancer. 15 (7%) centres reported complete closure of paediatric haematology-oncology services (median 10 days, range 1–75 days). Overall, 2% (5 of 213) of centres were no longer evaluating new cases of suspected cancer, while 43% (90 of 208) of the remaining centers described a decrease in newly diagnosed paediatric cancer cases. 73 (34%) centres reported increased treatment abandonment (ie, failure to initiate cancer therapy or a delay in care of 4 weeks or longer). Changes to cancer care delivery included: reduced surgical care (153 [72%]), blood product shortages (127 [60%]), chemotherapy modifications (121 [57%]), and interruptions to radiotherapy (43 [28%] of 155 institutions that provided radiotherapy before the pandemic). The decreased number of new cancer diagnoses did not vary based on country income status (p=0·14). However, unavailability of chemotherapy agents (p=0·022), treatment abandonment (p<0·0001), and interruptions in radiotherapy (p<0·0001) were more frequent in low-income and middle-income countries than in high-income countries. These findings did not vary based on institutional or national numbers of COVID-19 cases. Hospitals reported using new or adapted checklists (146 [69%] of 213), processes for communication with patients and families (134 [63%]), and guidelines for essential services (119 [56%]) as a result of the pandemic. Interpretation The COVID-19 pandemic has considerably affected paediatric oncology services worldwide, posing substantial disruptions to cancer diagnosis and management, particularly in low-income and middle-income countries. This study emphasises the urgency of an equitably distributed robust global response to support paediatric oncology care during this pandemic and future public health emergencies. Funding American Lebanese Syrian Associated Charities. Translation For the Spanish translation of the abstract see Supplementary Materials section.
Collapse
Affiliation(s)
- Dylan Graetz
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Asya Agulnik
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Radhikesh Ranadive
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yuvanesh Vedaraju
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yichen Chen
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Guillermo Chantada
- Department of Pediatric Hematology and Oncology, Fundacion Perez Scremini-Hospital Pereira Rossell, Montevideo, Uruguay; Department of Pediatric Hematology and Oncology, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Monika L Metzger
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sheena Mukkada
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lisa M Force
- Department of Health Metrics Sciences, and Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, USA; Division of Pediatric Hematology and Oncology, Seattle Children's Hospital, Seattle, WA, USA
| | - Paola Friedrich
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Catherine Lam
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Elizabeth Sniderman
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Laila Hessissen
- Department of Pediatric Haematology and Oncology Center, Mohammed V University, Rabat, Morocco
| | - Rashmi Dalvi
- Department of Pediatrics, Bombay Hospital Institute of Medical Sciences, Bombay, India
| | - Meenakshi Devidas
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kathy Pritchard-Jones
- Great Ormond Street Institute of Child Health, University College London, London, England
| | - Carlos Rodriguez-Galindo
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Daniel C Moreira
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA.
| |
Collapse
|