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Ware ME, De La Cruz A, Dong Q, Shelton K, Brinkman TM, Huang IC, Webster R, Potter B, Krull K, Mirzaei S, Ehrhardt M, Hudson MM, Armstrong G, Ness K. Characterization of Patient Activation among Childhood Cancer Survivors in the St. Jude Lifetime Cohort Study (SJLIFE). Cancers (Basel) 2024; 16:3220. [PMID: 39335191 PMCID: PMC11429751 DOI: 10.3390/cancers16183220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Revised: 09/12/2024] [Accepted: 09/19/2024] [Indexed: 09/30/2024] Open
Abstract
BACKGROUND Patient activation describes a willingness to take action to manage health and is associated with health outcomes. The purpose of this study was to characterize patient activation and its association with psychological outcomes and health behaviors in childhood cancer survivors. METHODS Participants were from the St. Jude Lifetime Cohort Study (SJLIFE). Activation levels (1-4, 4 = highest activation) were measured with the Patient Activation Measure (PAM). Psychological outcomes and health behaviors were obtained via self-report. Cognitive function was assessed by trained examiners. ANOVA or chi-squared tests were utilized to assess group-level differences in activation. Multivariable regression models were used to assess associations between PAM scores and outcomes of interest. RESULTS Among 2708 survivors and 303 controls, more survivors endorsed lower activation levels than the controls (11.3 vs. 4.7% in level 1) and fewer survivors endorsed the highest level of activation than the controls (45.3 vs. 61.5% in level 4). Not endorsing depression (OR: 2.37, 95% CI 1.87-2.99), anxiety (OR: 2.21, 95% CI 1.73-2.83), and somatization symptoms (OR: 1.99, 95% CI 1.59-2.50), general fear (OR: 1.45, 95% CI 1.23-1.71) and body-focused (OR: 2.21, 95% CI 1.83-2.66), cancer-related worry, and physical (OR: 2.57, 95% CI 2.06-3.20) and mental (OR: 2.08, 95% CI 1.72-2.52) HRQOL was associated with higher levels of activation. Lower activation was associated with not meeting physical activity guidelines (OR: 2.07, 95% CI 1.53-2.80). CONCLUSIONS Survivors endorsed lower activation levels than peers. Interventions to improve physical and psychological health outcomes could leverage these results to identify survivors who benefit from support in patient activation.
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Affiliation(s)
- Megan E Ware
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
- Department of Kinesiology, Health Promotion, and Recreation, University of North Texas, Denton, TX 76201, USA
| | - Angelica De La Cruz
- Department of Biology, University of Puerto Rico-Rio Piedras Campus, San Juan, PR 00925, USA
| | - Qian Dong
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Kyla Shelton
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Tara M Brinkman
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Rachel Webster
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Brian Potter
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Kevin Krull
- Department of Psychology and Biobehavioral Sciences, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Sedigheh Mirzaei
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Matthew Ehrhardt
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Gregory Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Kirsten Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
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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; 14:1403-1417. [PMID: 38593228 PMCID: PMC11294819 DOI: 10.1158/2159-8290.cd-23-1441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [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. More than 1,600 phenotypic variables and 400 million genetic variants from more than 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. Significance: The St. Jude Survivorship Portal is the first data portal designed to share and explore clinical and genetic data from childhood cancer survivors. The portal provides both open- and controlled-access features and will fulfill a wide range of data sharing needs of the survivorship research community and beyond. See co-corresponding author Xin Zhou discuss this research article, published simultaneously at the AACR Annual Meeting 2024: https://vimeo.com/932617204/7d99fa4958.
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Affiliation(s)
- Gavriel Y. Matt
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Edgar Sioson
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Kyla Shelton
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Jian Wang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Congyu Lu
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Airen Zaldivar Peraza
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Karishma Gangwani
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Robin Paul
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Colleen Reilly
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Aleksandar Acić
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Qi Liu
- School of Public Health, University of Alberta, Edmonton, Canada.
| | - Stephanie R. Sandor
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Clay McLeod
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Jaimin Patel
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Fan Wang
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Cindy Im
- Department of Pediatrics, University of Minnesota Medical School, Minneapolis, Minnesota.
| | - Zhaoming Wang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Yadav Sapkota
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Carmen L. Wilson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, 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.
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, 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.
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee.
- School of Public Health, University of Alberta, Edmonton, Canada.
| | - Xin Zhou
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee.
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Berkman AM, Goodenough CG, Durakiewicz P, Howell CR, Wang Z, Easton J, Mulder HL, Armstrong GT, Hudson MM, Kundu M, Ness KK. Associations between mitochondrial copy number, exercise capacity, physiologic cost of walking, and cardiac strain in young adult survivors of childhood cancer. J Cancer Surviv 2024; 18:1154-1167. [PMID: 38635100 PMCID: PMC11324404 DOI: 10.1007/s11764-024-01590-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 04/04/2024] [Indexed: 04/19/2024]
Abstract
PURPOSE Childhood cancer survivors are at risk for cardiac dysfunction and impaired physical performance, though underlying cellular mechanisms are not well studied. In this cross-sectional study, we examined the association between peripheral blood mitochondrial DNA copy number (mtDNA-CN, a proxy for mitochondrial function) and markers of performance impairment and cardiac dysfunction. METHODS Whole-genome sequencing, validated by quantitative polymerase chain reaction, was used to estimate mtDNA-CN in 1720 adult survivors of childhood cancer (48.5% female; mean age = 30.7 years, standard deviation (SD) = 9.0). Multivariable logistic regression was performed to evaluate the associations between mtDNA-CN and exercise intolerance, walking inefficiency, and abnormal global longitudinal strain (GLS), adjusting for treatment exposures, age, sex, and race and ethnicity. RESULTS The prevalence of exercise intolerance, walking inefficiency, and abnormal GLS among survivors was 25.7%, 10.7%, and 31.7%, respectively. Each SD increase of mtDNA-CN was associated with decreased odds of abnormal GLS (adjusted odds ratio (OR) = 0.88, p = 0.04) but was not associated with exercise intolerance (OR = 1.02, p = 0.76) or walking inefficiency (OR = 1.06, p = 0.46). Alkylating agent exposure was associated with increased odds of exercise intolerance (OR = 2.25, p < 0.0001), walking inefficiency (OR = 2.37, p < 0.0001), and abnormal GLS (OR = 1.78, p = 0.0002). CONCLUSIONS Increased mtDNA-CN is associated with decreased odds of abnormal cardiac function in childhood cancer survivors. IMPLICATIONS FOR CANCER SURVIVORS These findings demonstrate a potential role for mtDNA-CN as a biomarker of early cardiac dysfunction in this population.
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Affiliation(s)
- Amy M Berkman
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Chelsea G Goodenough
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS-735, Memphis, TN, 38105, USA
| | - Paul Durakiewicz
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS-735, Memphis, TN, 38105, USA
| | - Carrie R Howell
- Division of Preventive Medicine, Department of Medicine, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS-735, Memphis, TN, 38105, USA
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Heather L Mulder
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS-735, Memphis, TN, 38105, USA
| | - Melissa M Hudson
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS-735, Memphis, TN, 38105, USA
| | - Mondira Kundu
- Department of Cell and Molecular Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS-735, Memphis, TN, 38105, USA.
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4
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Im C, Neupane A, Baedke JL, Lenny B, Delaney A, Dixon SB, Chow EJ, Mostoufi-Moab S, Yang T, Richard MA, Gramatges MM, Lupo PJ, Sharafeldin N, Bhatia S, Armstrong GT, Hudson MM, Ness KK, Robison LL, Yasui Y, Wilson CL, Sapkota Y. Trans-Ancestral Genetic Risk Factors for Treatment-Related Type 2 Diabetes Mellitus in Survivors of Childhood Cancer. J Clin Oncol 2024; 42:2306-2316. [PMID: 38652878 PMCID: PMC11209771 DOI: 10.1200/jco.23.02281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 02/01/2024] [Accepted: 02/28/2024] [Indexed: 04/25/2024] Open
Abstract
PURPOSE Type 2 diabetes mellitus (T2D) is a prevalent long-term complication of treatment in survivors of childhood cancer, with marked racial/ethnic differences in burden. In this study, we investigated trans-ancestral genetic risks for treatment-related T2D. PATIENTS AND METHODS Leveraging whole-genome sequencing data from the St Jude Lifetime Cohort (N = 3,676, 304 clinically ascertained cases), we conducted ancestry-specific genome-wide association studies among survivors of African and European genetic ancestry (AFR and EUR, respectively) followed by trans-ancestry meta-analysis. Trans-/within-ancestry replication including data from the Childhood Cancer Survivor Study (N = 5,965) was required for prioritization. Three external general population T2D polygenic risk scores (PRSs) were assessed, including multiancestry PRSs. Treatment risk effect modification was evaluated for prioritized loci. RESULTS Four novel T2D risk loci showing trans-/within-ancestry replication evidence were identified, with three loci achieving genome-wide significance (P < 5 × 10-8). Among these, common variants at 5p15.2 (LINC02112), 2p25.3 (MYT1L), and 19p12 (ZNF492) showed evidence of modifying alkylating agent-related T2D risk in both ancestral groups, but showed disproportionately greater risk in AFR survivors (AFR odds ratios [ORs], 3.95-17.81; EUR ORs, 2.37-3.32). In survivor-specific RNA-sequencing data (N = 207), the 19p12 locus variant was associated with greater ZNF492 expression dysregulation after exposures to alkylators. Elevated T2D risks across ancestry groups were only observed with increasing values for multiancestry T2D PRSs and were especially increased among survivors treated with alkylators (top v bottom quintiles: ORAFR, 20.18; P = .023; OREUR, 13.44; P = 1.3 × 10-9). CONCLUSION Our findings suggest therapy-related genetic risks contribute to the increased T2D burden among non-Hispanic Black childhood cancer survivors. Additional study of how therapy-related genetic susceptibility contributes to this disparity is needed.
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Affiliation(s)
- Cindy Im
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Achal Neupane
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Jessica L. Baedke
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Brian Lenny
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Angela Delaney
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
- Division of Endocrinology, Department of Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Stephanie B. Dixon
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Eric J. Chow
- Public Health Sciences and Clinical Research Divisions, Fred Hutchinson Research Center, Seattle, WA, 98109, USA
| | - Sogol Mostoufi-Moab
- Department of Pediatrics, Children’s Hospital of Philadelphia, Philadelphia, PA, 19146, USA
| | - Tianzhong Yang
- Department of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Melissa A. Richard
- Section of Hematology-Oncology, Department of Pediatrics, Baylor College of Medicine, Houston, TX, 77030, USA
| | - M. Monica Gramatges
- Section of Hematology-Oncology, Department of Pediatrics, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Philip J. Lupo
- Section of Hematology-Oncology, Department of Pediatrics, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Noha Sharafeldin
- Institute for Cancer Outcomes and Survivorship, University of Alabama at Birmingham, Birmingham, AL, 35223, USA
| | - Smita Bhatia
- Institute for Cancer Outcomes and Survivorship, University of Alabama at Birmingham, Birmingham, AL, 35223, USA
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Carmen L. Wilson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Yadav Sapkota
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
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5
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Rodwin RL, Wang F, Lu L, Li Z, Srivastava DK, Phillips NS, Khan RB, Brinkman TM, Krull KR, Boop FA, Armstrong GT, Merchant TE, Gajjar A, Robison LL, Hudson MM, Kadan‐Lottick NS, Ness KK. Motor and sensory impairment in survivors of childhood central nervous system (CNS) tumors in the St. Jude Lifetime Cohort (SJLIFE). Cancer Med 2024; 13:e7422. [PMID: 39056576 PMCID: PMC11273544 DOI: 10.1002/cam4.7422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 06/10/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND Survivors of childhood central nervous system (CNS) tumors can develop motor and sensory impairment from their cancer and treatment history. We estimated the prevalence of motor and sensory impairment in survivors compared with controls through clinical assessment and identified associated treatment exposures and functional, quality of life (QOL), and social outcomes. METHODS Survivors of childhood CNS tumors from the St. Jude Lifetime Cohort (n = 378, median [range] age 24.0 [18.0-53.0] years, 43.4% female) ≥5 years from diagnosis and controls (n = 445, median [range] age 34.0 [18.0-70.0] years, 55.7% female) completed in-person evaluation for motor and sensory impairment using the modified Total Neuropathy Score. Impairment was graded by modified Common Terminology Criteria for Adverse Events. Multivariable models estimated associations between grade ≥2 motor/sensory impairment, individual/treatment characteristics, and secondary outcomes (function by Physical Performance Test, fitness by physiologic cost index, QOL by Medical Outcomes Survey Short Form-36 physical/mental summary scores, social attainment). RESULTS Grade ≥2 motor or sensory impairment was more prevalent in survivors (24.1%, 95% Confidence Interval [CI] 19.8%-29.4%) than controls (2.9%, CI 1.4-4.5%). Among survivors, in multivariable models, motor impairment was associated with vinca exposure <15 mg/m2 versus none (OR 4.38, CI 1.06-18.08) and etoposide exposure >2036 mg/m2 versus none (OR 12.61, CI 2.19-72.72). Sensory impairment was associated with older age at diagnosis (OR 1.09, CI 1.01-1.16) and craniospinal irradiation versus none (OR 4.39, CI 1.68-11.50). There were lower odds of motor/sensory impairment in survivors treated in the year 2000 or later versus before 1990 (Motor: OR 0.29, CI 0.10-0.84, Sensory: OR 0.35, CI 0.13-0.96). Motor impairment was associated with impaired physical QOL (OR 2.64, CI 1.22-5.72). CONCLUSIONS In survivors of childhood CNS tumors, motor and sensory impairment is prevalent by clinical assessment, especially after exposure to etoposide, vinca, or craniospinal radiation. Treating motor impairment may improve survivors' QOL.
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Affiliation(s)
- Rozalyn L. Rodwin
- Department of PediatricsYale University School of MedicineNew HavenConnecticutUSA
- Yale Cancer CenterNew HavenConnecticutUSA
| | - Fang Wang
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Lu Lu
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Zhenghong Li
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Deo Kumar Srivastava
- Department of BiostatisticsSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Nicholas S. Phillips
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Raja B. Khan
- Department of PediatricsSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
- Department of Psychology and Behavioral SciencesSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Kevin R. Krull
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
- Department of Psychology and Behavioral SciencesSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Frederick A. Boop
- Department of SurgerySt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Thomas E. Merchant
- Department of Radiological SciencesSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Amar Gajjar
- Department of OncologySt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Leslie L. Robison
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
- Department of OncologySt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Nina S. Kadan‐Lottick
- Cancer Prevention and Control ProgramGeorgetown Lombardi Comprehensive Cancer CenterWashingtonDCUSA
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer ControlSt. Jude Children's Research HospitalMemphisTennesseeUSA
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6
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Banerjee P, Phillips NS, Liu W, Ehrhardt MJ, Bhakta N, Brinkman TM, Williams AM, Yasui Y, Khan RB, Srivastava D, Ness KK, Robison LL, Hudson MM, Krull KR. Using Neurocognitive Phenotypes to Inform Interventions for Adult Survivors of Childhood Cancer. J Natl Cancer Inst 2024:djae149. [PMID: 38941494 DOI: 10.1093/jnci/djae149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 04/30/2024] [Accepted: 06/19/2024] [Indexed: 06/30/2024] Open
Abstract
BACKGROUND Neurocognitive impairments are sequelae of childhood cancer treatment, however little guidance is given to clinicians on common phenotypes of impairment, or modifiable risk factors that could lead to personalized interventions in survivorship. METHODS Standardized clinical testing of neurocognitive function was conducted in 2,958 (74.1%) eligible survivors, who were ≥5 years post-diagnosis and >18 years old, and 477 community controls. Impairment was examined across 20 measures and phenotypes were determined by latent class analysis. Multinomial logistic regression was used to estimate risk for phenotype, predicted by cancer diagnosis and treatment exposures, chronic health conditions, and lifestyle, adjusted for sex and age. Associations between phenotypes and social attainment were examined. RESULTS Five neurocognitive phenotypes were identified in survivors (global impairment 3.7%, impaired attention 5.0%, memory impairment 7.2%, processing speed/executive function impairment 9.3%, no impairment 74.8%). Risk of global impairment was associated with severe chronic health condition burden (odds ratio [OR]=20.17, 95% confidence interval [95%CI] 11.41-35.63) including cerebrovascular disease (OR = 14.5, 95%CI = 5.47-38.44) and cerebrovascular accident (OR = 14.7, 95%CI = 7.50-26.40). Modifiable risk factors, like quitting smoking reduced risk for global impairment (OR = 0.21, 95%CI 0.06-0.66). Low physical activity increased risk for global impairment (OR = 4.54, 95%CI 2.86-7.21), attention impairment (OR 2.01, 95%CI 1.41-2.87), processing speed/executive function impairment (OR 1.90, 95%CI 1.46-2.48), and memory impairment (OR 2.09, 95%CI 1.54-2.82). CONCLUSIONS Results support the clinical utility of neurocognitive phenotyping to develop risk profiles and personalized clinical interventions, such as preventing cerebrovascular disease in anthracycline treated survivors by preventing hypercholesterolemia, smoking, and sedentary lifestyle, to reduce the risk for global impairment.
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Affiliation(s)
- Pia Banerjee
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nicholas S Phillips
- Departments of Psychology and Biobehavioral Science, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Wei Liu
- Departments of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Matthew J Ehrhardt
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
- Departments of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Nickhill Bhakta
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
- Departments of Global Pediatric Medicine, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Tara M Brinkman
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
- Departments of Psychology and Biobehavioral Science, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Annalynn M Williams
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Yutaka Yasui
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Raja B Khan
- Pediatric Medicine Division of Neurology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Deokumar Srivastava
- Departments of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Kirsten K Ness
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Leslie L Robison
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Melissa M Hudson
- Departments of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee, USA
- Departments of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Kevin R Krull
- Departments of Psychology and Biobehavioral Science, St Jude Children's Research Hospital, Memphis, Tennessee, USA
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7
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Howell KE, Shaw M, Santucci AK, Rodgers K, Ortiz Rodriguez I, Taha D, Laclair S, Wolder C, Cooper C, Moon W, Vukadinovich C, Erhardt MJ, Dean SM, Armstrong GT, Ness KK, Hudson MM, Yasui Y, Huang IC. Using an mHealth approach to collect patient-generated health data for predicting adverse health outcomes among adult survivors of childhood cancer. Front Oncol 2024; 14:1374403. [PMID: 38800387 PMCID: PMC11116558 DOI: 10.3389/fonc.2024.1374403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 04/17/2024] [Indexed: 05/29/2024] Open
Abstract
Introduction Cancer therapies predispose childhood cancer survivors to various treatment-related late effects, which contribute to a higher symptom burden, chronic health conditions (CHCs), and premature mortality. Regular monitoring of symptoms between clinic visits is useful for timely medical consultation and interventions that can improve quality of life (QOL). The Health Share Study aims to utilize mHealth to collect patient-generated health data (PGHD; daily symptoms, momentary physical health status) and develop survivor-specific risk prediction scores for mitigating adverse health outcomes including poor QOL and emergency room admissions. These personalized risk scores will be integrated into the hospital-based electronic health record (EHR) system to facilitate clinician communications with survivors for timely management of late effects. Methods This prospective study will recruit 600 adult survivors of childhood cancer from the St. Jude Lifetime Cohort study. Data collection include 20 daily symptoms via a smartphone, objective physical health data (physical activity intensity, sleep performance, and biometric data including resting heart rate, heart rate variability, oxygen saturation, and physical stress) via a wearable activity monitor, patient-reported outcomes (poor QOL, unplanned healthcare utilization) via a smartphone, and clinically ascertained outcomes (physical performance deficits, onset of/worsening CHCs) assessed in the survivorship clinic. Participants will complete health surveys and physical/functional assessments in the clinic at baseline, 2) report daily symptoms, wear an activity monitor, measure blood pressure at home over 4 months, and 3) complete health surveys and physical/functional assessments in the clinic 1 and 2 years from the baseline. Socio-demographic and clinical data abstracted from the EHR will be included in the analysis. We will invite 20 cancer survivors to investigate suitable formats to display predicted risk information on a dashboard and 10 clinicians to suggest evidence-based risk management strategies for adverse health outcomes. Analysis Machine and statistical learning will be used in prediction modeling. Both approaches can handle a large number of predictors, including longitudinal patterns of daily symptoms/other PGHD, along with cancer treatments and socio-demographics. Conclusion The individualized risk prediction scores and added communications between providers and survivors have the potential to improve survivorship care and outcomes by identifying early clinical presentations of adverse events.
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Affiliation(s)
- Kristen E. Howell
- Department of Epidemiology and Biostatistics, Texas A&M University, College Station, TX, United States
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Marian Shaw
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Aimee K. Santucci
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Kristy Rodgers
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Izeris Ortiz Rodriguez
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Danah Taha
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Sara Laclair
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Carol Wolder
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Christie Cooper
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Wonjong Moon
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Christopher Vukadinovich
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Matthew J. Erhardt
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Shannon M. Dean
- Department of Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
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8
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Guida JL, Hyun G, Belsky DW, Armstrong GT, Ehrhardt MJ, Hudson MM, Green PA, Robison LL, Streck BP, Tonorezos ES, Yasui Y, Wilson CL, Wang Z, Ness KK. Associations of seven measures of biological age acceleration with frailty and all-cause mortality among adult survivors of childhood cancer in the St. Jude Lifetime Cohort. NATURE CANCER 2024; 5:731-741. [PMID: 38553617 PMCID: PMC11139608 DOI: 10.1038/s43018-024-00745-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 02/19/2024] [Indexed: 04/04/2024]
Abstract
Survivors of childhood cancer may experience accelerated biological aging, resulting in premature frailty and death. We used seven measures of biological age in the St. Jude Lifetime (SJLIFE) Cohort to compare biological age acceleration between the SJLIFE Cohort and the third United States National Health and Nutrition Examination Survey controls, explore trajectories of biological age according to cancer treatment and type, and test associations of biological age acceleration with frailty and death (mean follow-up of 26.5 years) among survivors. Survivors of cancer aged 5% faster per year and measured, on average, 0.6-6.44 years biologically older compared to controls and 5-16 years biologically older compared to age-matched individuals at the population level. Survivors treated with hematopoietic cell transplant and vinca alkaloid chemotherapy evidenced the fastest trajectories of biological aging. Biologically, older and faster-aging survivors consistently and robustly had a higher risk of frailty and died earlier than those with slower biological aging, suggesting a potential opportunity to intervene on excess aging.
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Affiliation(s)
- Jennifer L Guida
- Division of Cancer Control and Populations Sciences, National Cancer Institute, Rockville, MD, USA
| | - Geehong Hyun
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Daniel W Belsky
- Department of Epidemiology and Butler Columbia Aging Center, Columbia University Mailman School of Public Health, New York, NY, USA
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, 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
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Paige A Green
- Division of Cancer Control and Populations Sciences, National Cancer Institute, Rockville, MD, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Brennan P Streck
- Division of Cancer Control and Populations Sciences, National Cancer Institute, Rockville, MD, USA
| | - Emily S Tonorezos
- Office of Cancer Survivorship, National Cancer Institute, Rockville, MD, USA
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Carmen L Wilson
- Department of Epidemiology and Cancer Control, 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.
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA.
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9
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Williams AM, Liu W, Ehrhardt MJ, Salehabadi SM, Panoskaltsis-Mortari A, Phillips NS, Mulrooney DA, Flerlage JE, Yasui Y, Srivastava D, Robison LL, Hudson MM, Ness KK, Sabin ND, Krull KR. Systemic Biological Mechanisms of Neurocognitive Dysfunction in Long-Term Survivors of Childhood Hodgkin Lymphoma. Clin Cancer Res 2024; 30:1822-1832. [PMID: 38381440 PMCID: PMC11062814 DOI: 10.1158/1078-0432.ccr-23-3709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 01/31/2024] [Accepted: 02/19/2024] [Indexed: 02/22/2024]
Abstract
PURPOSE Hodgkin lymphoma (HL) survivors experience neurocognitive impairment despite receiving no central nervous system-directed therapy, though little is known about the underlying mechanisms. EXPERIMENTAL DESIGN HL survivors (n = 197) and age-, sex- and race/ethnicity frequency-matched community controls (n = 199) underwent standardized neurocognitive testing, and serum collection. Luminex multiplex or ELISA assays measured markers of inflammation and oxidative stress. Linear regression models compared biomarker concentrations between survivors and controls and with neurocognitive outcomes, adjusting for age, sex, race, body mass index, anti-inflammatory medication, and recent infections. RESULTS HL survivors [mean (SD) current age 36 (8) years, 22 (8) years after diagnosis] demonstrated higher concentrations of interleukin-6 (IL6), high-sensitivity c-reactive protein (hs-CRP), oxidized low-density lipoprotein, and glutathione peroxidase (GPx), compared with controls (P's < 0.001). Among survivors, higher concentrations of IL6 were associated with worse visuomotor processing speed (P = 0.046). hs-CRP ≥3 mg/L was associated with worse attention, processing speed, memory, and executive function (P's < 0.05). Higher concentrations of malondialdehyde were associated with worse focused attention and visual processing speed (P's < 0.05). Homocysteine was associated with worse short-term recall (P = 0.008). None of these associations were statistically significant among controls. Among survivors, hs-CRP partially mediated associations between cardiovascular or endocrine conditions and visual processing speed, whereas IL6 partially mediated associations between pulmonary conditions and visuomotor processing speed. CONCLUSIONS Neurocognitive function in long-term survivors of HL appears to be associated with inflammation and oxidative stress, both representing potential targets for future intervention trials.
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Affiliation(s)
- AnnaLynn M. Williams
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
| | - Wei Liu
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN
| | - Matthew J. Ehrhardt
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | | | | | - Nicholas S. Phillips
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
| | - Daniel A. Mulrooney
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Jamie E. Flerlage
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Yutaka Yasui
- Departments 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
| | - Leslie L. Robison
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
| | - Melissa M. Hudson
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
- Departments of Pediatrics and Medicine, University of Minnesota, Minneapolis, MN
| | - Kirsten K. Ness
- Departments of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
| | - Noah D. Sabin
- Department of Diagnostic Imaging, St. Jude Children’s Research Hospital, Memphis, TN
| | - Kevin R. Krull
- Department of Psychology and Biobehavioral Sciences, St. Jude Children’s Research Hospital, Memphis, TN
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10
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Bass JK, Wang F, Thaxton ME, Warren SE, Srivastava DK, Hudson MM, Ness KK, Brinkman TM. Association of hearing loss with patient-reported functional outcomes in adult survivors of childhood cancer. J Natl Cancer Inst 2024; 116:596-605. [PMID: 38048603 PMCID: PMC10995849 DOI: 10.1093/jnci/djad250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 11/13/2023] [Accepted: 11/27/2023] [Indexed: 12/06/2023] Open
Abstract
BACKGROUND Hearing loss is prevalent following ototoxic therapy for childhood cancer. Associations between hearing loss, self-perceived hearing handicap, and functional outcomes have not been examined in survivors. METHODS Adult survivors treated with platinum or head and neck radiotherapy with hearing loss were recruited. A total of 237 survivors (median age at survey = 37.0 years [range = 30.0-45.0 years]; median = 29.1 years [range = 22.4-35.0 years] since diagnosis; median = 4.0 years [range = 2.9-7.7 years] from last audiogram to survey) completed the Hearing Handicap Inventory for Adults and questionnaires on social and emotional functioning and hearing aid use. Hearing loss severity was defined according to Chang criteria. Multivariable logistic regression models estimated odds ratios (ORs) and 95% confidence intervals (CIs) for associations between hearing loss, hearing handicap, functional outcomes, and hearing aid use with adjustment for sex, race, age at hearing loss diagnosis, and age at survey. RESULTS Two-thirds of survivors had severe hearing loss, which was associated with increased likelihood of hearing handicap (mild-moderate handicap: OR = 2.72, 95% CI = 1.35 to 5.47; severe handicap: OR = 5.99, 95% CI = 2.72 to 13.18). Survivors with severe hearing handicap had an increased likelihood of social isolation (OR = 8.76, 95% CI = 3.62 to 21.20), depression (OR = 9.11, 95% CI = 3.46 to 24.02), anxiety (OR = 17.57, 95% CI = 3.77 to 81.84), reduced personal income (OR = 2.82, 95% CI = 1.46 to 5.43), and less than full-time employment (OR = 2.47, 95% CI = 1.30 to 4.70). Survivors who did not use a recommended hearing aid were twice as likely to have less than full-time employment (OR = 2.26, 95% CI = 1.10 to 4.61) and reduced personal income (OR = 2.24, 95% CI = 1.08 to 4.63) compared with survivors who wore a hearing aid. CONCLUSION Self-perceived hearing handicap beyond measured hearing loss is associated with reduced functional outcomes. Assessment of hearing handicap may facilitate targeted interventions in adult survivors with hearing loss.
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Affiliation(s)
- Johnnie K Bass
- Rehabilitation Services, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Fang Wang
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | | | - Sarah E Warren
- School of Communication Sciences and Disorders, University of Memphis, Memphis, TN, USA
| | - Deo Kumar Srivastava
- Department of Biostatistics, 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
| | - 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
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11
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Goldberg JF, Hyun G, Ness KK, Dixon SB, Towbin JA, Rhea IB, Ehrhardt MJ, Srivastava DK, Mulrooney DA, Hudson MM, Robison LL, Jefferies JL, Rohatgi A, Armstrong GT. Dyslipidemia and cardiovascular disease among childhood cancer survivors: a St. Jude Lifetime Cohort report. J Natl Cancer Inst 2024; 116:408-420. [PMID: 37952244 PMCID: PMC10919333 DOI: 10.1093/jnci/djad222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 09/27/2023] [Accepted: 10/25/2023] [Indexed: 11/14/2023] Open
Abstract
BACKGROUND Childhood cancer survivors have increased risk of dyslipidemia and atherosclerotic cardiovascular disease (CVD). The aim of this study was to evaluate the prevalence and associated cardiovascular risks of specific lipid abnormalities among childhood cancer survivors. METHODS Comprehensive lipid panel measurements were obtained from 4115 5-year survivors, with 3406 (mean age at evaluation = 35.2 years, SD = 10.4 years) not having previous dyslipidemia diagnosis, as well as 624 age, sex, and race and ethnicity matched community controls. RESULTS Previously undiagnosed dyslipidemia with abnormal low-density lipoprotein (LDL) cholesterol (>160 mg/dL), non-high density lipoprotein (HDL) cholesterol (>190 mg/dL), HDL cholesterol (<40 mg/dL for men, <50 mg/dL for women), and triglycerides (>150 mg/dL) were identified in 4%, 6%, 30%, and 17%, respectively. Survivors without previous dyslipidemia diagnosis had higher LDL cholesterol and non-HDL cholesterol and lower HDL cholesterol than community controls. Cranial radiotherapy (relative risk [RR] = 2.2, 95% confidence interval [CI] = 1.6 to 3.0 for non-HDL cholesterol) and total body irradiation for hematopoietic cell transplantation (RR = 6.7, 95% CI = 3.5 to 13.0 for non-HDL cholesterol; RR = 9.9, 95% CI = 6.0 to 16.3 for triglycerides) were associated with greater risk of dyslipidemia. Diagnoses of low HDL cholesterol (hazard ratio [HR] = 2.9, 95% CI = 1.8 to 4.7) and elevated triglycerides (HR = 3.1, 95% CI = 1.9 to 5.1) were associated with increased risk for myocardial infarction, and diagnoses of high LDL cholesterol (HR = 2.2, 95% CI = 1.3 to 3.7), high non-HDL cholesterol (HR = 2.2, 95% CI = 1.3 to 3.7), low HDL cholesterol (HR = 3.9, 95% CI = 2.8 to 5.4), and elevated triglycerides (HR = 3.8, 95% CI = 2.7 to 5.5) were associated with increased risk for cardiomyopathy. CONCLUSIONS Previously undiagnosed dyslipidemia among childhood cancer survivors was associated with increased risk for myocardial infarction and cardiomyopathy. Comprehensive dyslipidemia evaluation and treatment are needed to reduce cardiovascular morbidity in this population.
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Affiliation(s)
- Jason F Goldberg
- Department of Heart Failure and Transplantation, Inova Heart and Vascular Institute, Falls Church, VA, USA
| | - Geehong Hyun
- Department of Epidemiology and Cancer Control, 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
| | - Stephanie B Dixon
- 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
| | - Jeffrey A Towbin
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Isaac B Rhea
- Department of Medicine, University of Tennessee Health Science Center, 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
| | - Deo Kumar Srivastava
- Department of Biostatistics, 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
| | - 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
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - John L Jefferies
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Anand Rohatgi
- Department of Internal Medicine, University of Texas Southwestern, Dallas, TX, 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
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12
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Yoshida T, Alexander T, Xing M, Mirzaei S. S, Williams AM, Lubas M, Brinkman TM, Chemaitilly W, Robison LL, Hudson MM, Krull KR, Delaney A. Hypogonadism and neurocognitive outcomes among childhood cancer survivors. Eur J Endocrinol 2024; 190:220-233. [PMID: 38468563 PMCID: PMC11052539 DOI: 10.1093/ejendo/lvae027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 01/22/2024] [Accepted: 02/19/2024] [Indexed: 03/13/2024]
Abstract
OBJECTIVE Childhood cancer survivors are at risk for hypogonadism. The impact of hypogonadism on neurocognitive impairment and emotional distress in the non-cancer population has been shown; however, the relationship among the childhood cancer survivor population is unknown. We aimed to evaluate the contribution of hypogonadism to neurocognitive impairment and emotional distress among survivors. DESIGN Cross-sectional study using retrospective cohort. METHODS In total, 3628 survivors who completed standard neurocognitive tests (six domains: processing speed, memory, executive function, attention, academics, and global cognition) and self-reported emotional distress were included in our study. Participants were stratified by sex and gonadal status. Outcomes were compared between hypogonadal and eugonadal groups by multivariable analysis, adjusting for established predictors, and mediation analyses to determine the direct/indirect effects of hypogonadism on outcomes. RESULTS The hypogonadal group exhibited a higher prevalence of neurocognitive impairment across domains, but no difference in emotional distress. Hypogonadal females exhibited higher relative risk (1.7, 95% CI, 1.2-2.5) for impaired visual processing speed, compared to eugonadal females after adjusting for cancer-related variables. In mediation models, hypogonadism had a significant direct (P < .01) and indirect (from P < .01) impact on impairment in visual processing speed among females. Males demonstrated direct (P = .03) and indirect (P = .04) impact of hypogonadism on motor processing speed. CONCLUSION Processing speed may be the most vulnerable neurocognitive domain associated with hypogonadism in survivors, while other domains were mainly impacted by cancer-related variables. Our findings support the need for further evaluation of the impact of sex hormone replacement therapy on neurocognitive function.
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Affiliation(s)
- Tomoko Yoshida
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Tyler Alexander
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Mengqi Xing
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Sedigheh Mirzaei S.
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - AnnaLynn M. Williams
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Margaret Lubas
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
- Department of Psychology and Biobehavioral Sciences, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Wassim Chemaitilly
- Division of Endocrinology and Diabetes, UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15224, United States
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Kevin R. Krull
- Department of Psychology and Biobehavioral Sciences, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
| | - Angela Delaney
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
- Department of Pediatric Medicine-Endocrinology, St. Jude Children’s Research Hospital, Memphis, TN 38105, United States
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13
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Gibson TM, Karyadi DM, Hartley SW, Arnold MA, Berrington de Gonzalez A, Conces MR, Howell RM, Kapoor V, Leisenring WM, Neglia JP, Sampson JN, Turcotte LM, Chanock SJ, Armstrong GT, Morton LM. Polygenic risk scores, radiation treatment exposures and subsequent cancer risk in childhood cancer survivors. Nat Med 2024; 30:690-698. [PMID: 38454124 PMCID: PMC11029534 DOI: 10.1038/s41591-024-02837-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 01/26/2024] [Indexed: 03/09/2024]
Abstract
Survivors of childhood cancer are at increased risk for subsequent cancers attributable to the late effects of radiotherapy and other treatment exposures; thus, further understanding of the impact of genetic predisposition on risk is needed. Combining genotype data for 11,220 5-year survivors from the Childhood Cancer Survivor Study and the St Jude Lifetime Cohort, we found that cancer-specific polygenic risk scores (PRSs) derived from general population, genome-wide association study, cancer loci identified survivors of European ancestry at increased risk of subsequent basal cell carcinoma (odds ratio per s.d. of the PRS: OR = 1.37, 95% confidence interval (CI) = 1.29-1.46), female breast cancer (OR = 1.42, 95% CI = 1.27-1.58), thyroid cancer (OR = 1.48, 95% CI = 1.31-1.67), squamous cell carcinoma (OR = 1.20, 95% CI = 1.00-1.44) and melanoma (OR = 1.60, 95% CI = 1.31-1.96); however, the association for colorectal cancer was not significant (OR = 1.19, 95% CI = 0.94-1.52). An investigation of joint associations between PRSs and radiotherapy found more than additive increased risks of basal cell carcinoma, and breast and thyroid cancers. For survivors with radiotherapy exposure, the cumulative incidence of subsequent cancer by age 50 years was increased for those with high versus low PRS. These findings suggest a degree of shared genetic etiology for these malignancy types in the general population and survivors, which remains evident in the context of strong radiotherapy-related risk.
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Affiliation(s)
- Todd M Gibson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
| | - Danielle M Karyadi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Stephen W Hartley
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Michael A Arnold
- Department of Pathology, Children's Hospital of Colorado, University of Colorado, Denver, CO, USA
| | | | - Miriam R Conces
- Department of Pathology and Laboratory Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - Rebecca M Howell
- Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Vidushi Kapoor
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Wendy M Leisenring
- Cancer Prevention and Clinical Statistics Programs, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Joseph P Neglia
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Joshua N Sampson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Lucie M Turcotte
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Lindsay M Morton
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
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Mirzaei S. S, Martínez JM, Chow EJ, Ness KK, Hudson MM, Armstrong GT, Yasui Y. Association analysis of self-reported outcomes with a validated subset. Stat Med 2024; 43:642-655. [PMID: 38088465 PMCID: PMC10872253 DOI: 10.1002/sim.9976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 11/17/2023] [Accepted: 11/20/2023] [Indexed: 12/28/2023]
Abstract
In health-science research, outcomes ascertained through surveys and interviews are subject to potential bias with respect to the true outcome status, which is only ascertainable with clinical and laboratory assessment. This measurement error may lead to biased inference when evaluating associations between exposures and outcomes of interest. Here, we consider a cohort study in which the outcome of interest is ascertained via questionnaire, subject to imperfect ascertainment, but where a subset of participants also have a clinically assessed, validated outcome available. This presents a methodological opportunity to address potential bias. Specifically, we constructed the likelihood in two parts, one using the validated subset and the other using a subset without validation. This work expands on that proposed by Pepe and enables inference with standard statistical software. Weighted generalized linear model estimates for our method and maximum likelihood estimates (MLE) for Pepe's method were computed, and the statistical inference was based on the standard large-sample likelihood theory. We compare the finite sample performance of two approaches through Monte Carlo simulations. This methodological work was motivated by a large cohort study of long-term childhood cancer survivors, allowing us to provide a relevant application example where we examined the association between clinical factors and chronic health conditions.
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Affiliation(s)
- Sedigheh Mirzaei S.
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - José M. Martínez
- Public Health Research Group. University of Alicante. San Vicente del Raspeig, Alicante, Spain
| | - Eric J. Chow
- Clinical Research Division, Fred Hutchinson Cancer Research Center, WA, USA
- Department of Pediatrics, Division of Hematology/Oncology, University of Washington School of Medicine, Seattle, WA, USA
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, TN, USA
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, TN, USA
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, TN, USA
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, TN, USA
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15
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Onerup A, Mirzaei S. S, Bhatia S, Ware ME, Joffe L, Turcotte LM, Goodenough CG, Sapkota Y, Dixon SB, Wogksch MD, Ehrhardt MJ, Armstrong GT, Hudson MM, Ness KK. Lifestyle and subsequent meningioma in childhood cancer survivors: A report from the St. Jude Lifetime Cohort study. Cancer Rep (Hoboken) 2024; 7:e1944. [PMID: 38009808 PMCID: PMC10809185 DOI: 10.1002/cnr2.1944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 10/24/2023] [Accepted: 11/11/2023] [Indexed: 11/29/2023] Open
Abstract
BACKGROUND Lifestyle is associated with meningioma risk in the general population. AIMS We assessed longitudinal associations between lifestyle-associated factors and subsequent meningiomas in childhood cancer survivors. METHODS AND RESULTS Childhood cancer survivors age ≥18 years in the St. Jude Lifetime Cohort Study were evaluated for body composition, self-reported physical activity, cardiopulmonary fitness, muscle strength, smoking, and alcohol consumption at baseline. Time to first meningioma analyses were performed, adjusted for sex, age at diagnosis and baseline assessment, treatment decade, and childhood cancer treatment exposures. The study included 4,072 survivors (47% female; [mean (SD)] 9 (6) years at diagnosis; 30 (8.5) years at the start of follow-up, with 7.0 (3.3) years of follow-up). 30% of the participants were survivors of acute lymphoblastic leukemia and 29% of the participants had received cranial radiation. During follow-up, 90 participants developed ≥1 meningioma, of whom 73% were survivors of acute lymphoblastic leukemia, with cranial radiation being the strongest risk factor (relative risk [RR] 29.7, 95% confidence interval [CI] 10.6-83.2). Muscle strength assessed by knee extension was associated with a lower risk of developing a meningioma in the adjusted analyses (RR 0.5, 95% CI 0.2-1.0, p = 0.04 for quartiles 3-4 vs. 1). No other lifestyle-associated variable was associated with subsequent meningioma. CONCLUSION Independent of cranial radiation, muscle strength was associated with a lower risk of developing a subsequent meningioma in childhood cancer survivors.
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Affiliation(s)
- Aron Onerup
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
- Department of PediatricsInstitute of Clinical Sciences, Sahlgrenska Academy, University of GothenburgGothenburgSweden
| | - Sedigheh Mirzaei S.
- Department of BiostatisticsSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Shalini Bhatia
- Department of BiostatisticsSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Megan E. Ware
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Lenat Joffe
- Department of PediatricsZucker School of Medicine at Hofstra/NorthwellNew Hyde ParkNew YorkUSA
| | - Lucie M. Turcotte
- Department of PediatricsUniversity of MinnesotaMinneapolisMinnesotaUSA
| | - Chelsea G. Goodenough
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Yadav Sapkota
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Stephanie B. Dixon
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
- Department of OncologySt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Matthew D. Wogksch
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Matthew J. Ehrhardt
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
- Department of OncologySt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
- Department of OncologySt Jude Children's Research HospitalMemphisTennesseeUSA
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer ControlSt Jude Children's Research HospitalMemphisTennesseeUSA
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16
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Phillips NS, Mulrooney DA, Williams AM, Liu W, Khan RB, Ehrhardt MJ, Folse T, Krasin M, Srivastava DK, Ness KK, Hudson MM, Sabin ND, Krull KR. Neurocognitive impairment associated with chronic morbidity in long-term survivors of Hodgkin Lymphoma. Blood Adv 2023; 7:7270-7278. [PMID: 37729618 PMCID: PMC10711168 DOI: 10.1182/bloodadvances.2023010567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Revised: 08/17/2023] [Accepted: 09/07/2023] [Indexed: 09/22/2023] Open
Abstract
Thoracic radiation is associated with significant cardiopulmonary morbidities in survivors of long-term Hodgkin lymphoma and may affect neurocognitive outcomes. Survivors (N = 204; 52.5% female; mean [standard deviation] age, 36.6 [8.01] years) treated with thoracic radiation and age-, sex-, and race/ethnicity-matched community controls (N = 205; 51.7% female; age, 36.7 [9.17] years) completed standardized neurocognitive testing, echocardiography, pulmonary function tests, and vascular studies during the same visit. Treatments were abstracted from medical records. Cardiac (ie, left ventricular ejection fraction [LVEF], global longitudinal strain [GLS]), vascular (ie, large and small artery elasticity [SAE]), pulmonary (ie, diffusing capacity of the lungs for carbon monoxide [DLCO] and forced expiratory volume [FEV1]), and chronic health conditions were evaluated for associations with age-adjusted neurocognitive performance using multivariable linear regression. Compared with controls, survivors had lower performance (P < 0.05) in visuomotor (0.11 vs 0.41), visual processing speed (0.25 vs 0.64), short-term recall (-0.24 vs 0.12), and flexibility (-0.04 vs 0.28). Survivors had lower pulmonary (FEV1, DLCOcorr), cardiac (LVEF, GLS), and vascular function (SAE) than controls (all P < 0.001). FEV1 was associated with visuomotor (P = .008) and visual processing speed (P = .05), and flexibility (P = .05). GLS was associated with short-term recall (P = .03). SAE was associated with flexibility (P = .007). Neurocognitive outcomes were also associated with moderate-to-severe neurologic chronic conditions (P < .05). Findings suggest a link between subclinical cardiopulmonary and vascular findings, neurologic morbidity, and neurocognitive impairments. Prevention of health morbidity may benefit neurocognitive outcomes.
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Affiliation(s)
- Nicholas S. Phillips
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
| | - Daniel A. Mulrooney
- 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
| | - AnnaLynn M. Williams
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN
| | - Wei Liu
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN
| | - Raja B. Khan
- Department of Pediatric Medicine Division of Neurology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Matthew J. Ehrhardt
- 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
| | - Tim Folse
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Matthew Krasin
- Department of Radiation Oncology, 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
| | - 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
| | - Noah D. Sabin
- Department of Diagnostic Imaging, St. Jude Children’s Research Hospital, Memphis, TN
| | - Kevin R. Krull
- Department of Psychology and Biobehavioral Sciences, St. Jude Children’s Research Hospital, Memphis, TN
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17
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Sleimann M, Balcerek M, Cytera C, Richter F, Borgmann-Staudt A, Wörmann B, Kronziel LL, Calaminus G, Kock-Schoppenhauer AK, Grabow D, Baust K, Neumann A, Langer T, Gebauer J. Implementation of a clinical long-term follow-up database for adult childhood cancer survivors in Germany: a feasibility study at two specialised late effects clinics. J Cancer Res Clin Oncol 2023; 149:12855-12866. [PMID: 37462771 PMCID: PMC10587240 DOI: 10.1007/s00432-023-05145-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 07/08/2023] [Indexed: 10/20/2023]
Abstract
PURPOSE Childhood cancer survivors (CCS) are at risk for increased morbidity and reduced quality of life associated with treatment-related late effects. In Germany, however, only a few of the more than 40,000 CCS registered in the German Childhood Cancer Registry (GCCR) currently benefit from adequate clinical long-term follow-up (LTFU) structures. To establish a comprehensive knowledge base on CCS' long-term health in Germany, a database was developed in cooperation with the GCCR. Following a first evaluation phase at two German university centres, this database will be implemented more widely within Germany allowing longitudinal documentation of clinical LTFU data. METHODS The feasibility study cohort comprised 208 CCS aged 18 or older whose medical, mental and psychosocial health data were collected during routine LTFU or first clinic visits in adult care. CCS were enrolled from 04/2021 to 12/2022, and data entry was completed by 03/2023. Descriptive data analysis was conducted. All CCS were stratified into three risk groups (RG) based on their individual risk for developing late effects resulting from their respective diagnoses and treatments. RESULTS Chronic health conditions of various organ systems associated with late and long-term effects of cancer therapy affected CCS in all RG supporting the clinical relevance of risk-adapted LTFU. Enrolment into the database was feasible and broadly accepted amongst CCS. CONCLUSION Implementation of a clinical follow-up care infrastructure and database in Germany will pave the way to collect clinically evaluated and regularly updated health data of potentially over 40,000 German CCS and facilitate future national and international cooperation.
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Affiliation(s)
- Madelaine Sleimann
- Medizinische Klinik 1, Abteilung für Endokrinologie, Diabetologie und Stoffwechselmedizin, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany
- Department of Paediatric Oncology and Haematology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Campus Virchow-Klinikum, Augustenburger Platz 1, Mittelallee 6A, 13353 Berlin, Germany
| | - Magdalena Balcerek
- Department of Paediatric Oncology and Haematology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Campus Virchow-Klinikum, Augustenburger Platz 1, Mittelallee 6A, 13353 Berlin, Germany
| | - Chirine Cytera
- Klinik für Kinder- und Jugendmedizin, Pädiatrische Onkologie und Hämatologie, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, Haus A, 23538 Lübeck, Germany
| | - Franziska Richter
- Klinik für Kinder- und Jugendmedizin, Pädiatrische Onkologie und Hämatologie, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, Haus A, 23538 Lübeck, Germany
| | - Anja Borgmann-Staudt
- Department of Paediatric Oncology and Haematology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Campus Virchow-Klinikum, Augustenburger Platz 1, Mittelallee 6A, 13353 Berlin, Germany
| | - Bernhard Wörmann
- Department of Haematology, Oncology and Tumor Immunology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Campus Virchow-Klinikum, Augustenburger Platz 1, Mittelallee 11, 13353 Berlin, Germany
| | - Lea Louisa Kronziel
- Institut für Medizinische Biometrie und Statistik (IMBS), Universität zu Lübeck, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, V24, 23562 Lübeck, Germany
| | - Gabriele Calaminus
- Pädiatrische Hämatologie/Onkologie, Zentrum für Kinder- und Jugendmedizin, Universitätsklinikum Bonn, Venusberg-Campus 1, 53127 Bonn, Germany
| | | | - Desiree Grabow
- Division of Childhood Cancer Epidemiology/German Childhood Cancer Registry, Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Centre of the Johannes Gutenberg University Mainz, 55101 Mainz, Germany
| | - Katja Baust
- Pädiatrische Hämatologie/Onkologie, Zentrum für Kinder- und Jugendmedizin, Universitätsklinikum Bonn, Venusberg-Campus 1, 53127 Bonn, Germany
| | - Anke Neumann
- IT Center for Clinical Research, Lübeck, Universität zu Lübeck, Haus 32, Ratzeburger Allee 160, 23562 Lübeck, Germany
| | - Thorsten Langer
- Klinik für Kinder- und Jugendmedizin, Pädiatrische Onkologie und Hämatologie, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, Haus A, 23538 Lübeck, Germany
| | - Judith Gebauer
- Medizinische Klinik 1, Abteilung für Endokrinologie, Diabetologie und Stoffwechselmedizin, Universitätsklinikum Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23538 Lübeck, Germany
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18
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Papini C, Willard VW, Gajjar A, Merchant TE, Srivastava D, Armstrong GT, Hudson MM, Krull KR, Brinkman TM. Social cognition and adjustment in adult survivors of pediatric central nervous system tumors. Cancer 2023; 129:3064-3075. [PMID: 37329245 PMCID: PMC10528486 DOI: 10.1002/cncr.34889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 05/02/2023] [Accepted: 05/04/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Survivors of pediatric central nervous system (CNS) tumors are at risk for neurocognitive and social difficulties throughout childhood. This study characterized social cognition (perception and reasoning from social cues) and adjustment in adulthood. METHODS A total of 81 adult survivors of pediatric CNS tumors (51% female; mean [SD] age, 28.0 [5.8] years), were recruited across four groups: (1) no radiation therapy (RT) [n = 21], (2) infratentorial (IT) tumors + focal RT [n = 20], (3) IT tumors + craniospinal irradiation [n = 20], and (4) supratentorial tumors + focal RT [n = 20]. Prevalence of social cognitive and adjustment impairments was compared to test norms. Multivariable models examined clinical and neurocognitive predictors of social cognition and its impact on functional outcomes. RESULTS Survivors demonstrated elevated risk of severe social cognitive impairments (social perception Morbidity Ratio [95% CI] 5.70 [3.46-9.20]), but self-reported few social adjustment problems. Survivors of IT tumors treated with craniospinal irradiation performed nearly 1 SD worse than survivors treated without RT on multiple measures of social cognition (e.g., social perception: β = -0.89, p = .004). Impaired executive functioning and nonverbal reasoning were associated with worse social cognitive performance (e.g., social perception: β = -0.75, p < .001; β = -0.84, p < .001, respectively). Better social perception was associated with higher odds of attaining full-time employment (odds ratio, 1.52 [1.17-1.97]) and at least some college education (odds ratio, 1.39 [1.11-1.74]). CONCLUSIONS Adult survivors of CNS tumors are at elevated risk of severely impaired social cognition, but do not perceive social adjustment difficulties. Better understanding of potential mechanisms underlying social cognitive deficits may inform intervention targets to promote better functional outcomes for at-risk survivors.
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Affiliation(s)
- Chiara Papini
- Department of Psychology and Biobehavioral Sciences, St.
Jude Children’s Research Hospital, Memphis, TN, USA
| | - Victoria W. Willard
- Department of Psychology and Biobehavioral Sciences, St.
Jude Children’s Research Hospital, Memphis, TN, USA
| | - Amar Gajjar
- Department of Pediatric Medicine, St. Jude
Children’s Research Hospital, Memphis, TN, USA
| | - Thomas E. Merchant
- Department of Radiation Oncology, St. Jude
Children’s Research Hospital, Memphis, TN, USA
| | - Deokumar Srivastava
- Department of Biostatistics, St. Jude Children’s
Research Hospital, Memphis, TN, USA
| | - Gregory T. Armstrong
- Department of Oncology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
- Department of Epidemiology and Cancer Control, St. Jude
Children’s Research Hospital, Memphis, TN, USA
| | - Melissa M. Hudson
- Department of Oncology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
- 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
| | - Tara M. Brinkman
- Department of Psychology and Biobehavioral Sciences, St.
Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Epidemiology and Cancer Control, St. Jude
Children’s Research Hospital, Memphis, TN, USA
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19
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Qian C, Srivastava DK, Pan J, Hudson MM, Rai SN. Estimating Transition Intensity Rate on Interval-censored Data Using Semi-parametric with EM Algorithm Approach. COMMUN STAT-THEOR M 2023; 53:6038-6054. [PMID: 39100716 PMCID: PMC11293461 DOI: 10.1080/03610926.2023.2239397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 07/17/2023] [Indexed: 08/06/2024]
Abstract
Phase IV clinical trials are designed to monitor long-term side effects of medical treatment. For instance, childhood cancer survivors treated with chest radiation and/or anthracycline are often at risk of developing cardiotoxicity during their adulthood. Often the primary focus of a study could be on estimating the cumulative incidence of a particular outcome of interest such as cardiotoxicity. However, it is challenging to evaluate patients continuously and usually, this information is collected through cross-sectional surveys by following patients longitudinally. This leads to interval-censored data since the exact time of the onset of the toxicity is unknown. Rai et al. computed the transition intensity rate using a parametric model and estimated parameters using maximum likelihood approach in an illness-death model. However, such approach may not be suitable if the underlying parametric assumptions do not hold. This manuscript proposes a semi-parametric model, with a logit relationship for the treatment intensities in two groups, to estimate the transition intensity rates within the context of an illness-death model. The estimation of the parameters is done using an EM algorithm with profile likelihood. Results from the simulation studies suggest that the proposed approach is easy to implement and yields comparable results to the parametric model.
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Affiliation(s)
- Chen Qian
- Biostatistics and Bioinformatics Facility, James Graham Brown Cancer Center, University of Louisville, Louisville, Kentucky, 40202, USA
- Department of Biostatistics and Bioinformatics, University of Louisville, Louisville, Kentucky, 40202, USA
- AbbVie Inc, North Chicago, Illinois, 60064, USA
| | - Deo Kumar Srivastava
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee, 38105, USA
| | - Jianmin Pan
- Division of Biostatistics and Bioinformatics, Department of Environmental and Public Health Sciences, University of Cincinnati, Cincinnati, Ohio, 45267, USA
- Cancer Data Science Center, Biostatistics and Informatics Shared Resources, College of Medicine, University of Cincinnati, Cincinnati, Ohio, 45267, USA
| | - Melissa M Hudson
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee, 38105, USA
| | - Shesh N. Rai
- Division of Biostatistics and Bioinformatics, Department of Environmental and Public Health Sciences, University of Cincinnati, Cincinnati, Ohio, 45267, USA
- Cancer Data Science Center, Biostatistics and Informatics Shared Resources, College of Medicine, University of Cincinnati, Cincinnati, Ohio, 45267, USA
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20
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Schwartz LF, Dhaduk R, Howell CR, Brinkman TM, Ehrhardt MJ, Delaney A, Srivastava DK, Lanctot JQ, Armstrong GT, Robison LL, Hudson MM, Ness KK, Henderson TO. The Association of Neighborhood Characteristics and Frailty in Childhood Cancer Survivors: A Report from the St. Jude Lifetime Cohort Study. Cancer Epidemiol Biomarkers Prev 2023; 32:1021-1029. [PMID: 37040194 PMCID: PMC10524118 DOI: 10.1158/1055-9965.epi-22-1322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 03/03/2023] [Accepted: 04/07/2023] [Indexed: 04/12/2023] Open
Abstract
BACKGROUND Childhood cancer survivors experience reduced physiologic reserve, or frailty, earlier and more frequently than peers. In other populations, frailty is impacted by one's neighborhood. This study's purpose was to evaluate associations between neighborhood characteristics and frailty in childhood cancer survivors. METHODS Participants in the St. Jude Lifetime Cohort Study with geocoded residential addresses were analyzed. Pre-frailty/Frailty was defined as having 1-2/≥3 of sarcopenia, muscle weakness, poor endurance, slow walking speed, and exhaustion from direct assessments. Neighborhood characteristics [e.g., access to exercise opportunities and healthy food, neighborhood socioeconomic status (nSES), and rurality/urbanicity] were determined using publicly available geospatial data. Nested multivariable logistic regression models identified associations between neighborhood characteristics and pre-frailty/frailty, adjusting for chronic health conditions, individual health behaviors and socio-demographics, and high-risk cancer treatment exposures. RESULTS For our cohort (N = 3,806, 46.79% female, 81.40% white, mean age 33.63±9.91 years), compared with non-frail survivors (n = 2,573; 67.6%), pre-frail (n = 900; 23.6%) and frail survivors (n = 333; 8.7%) were more likely to live in neighborhoods with decreased exercise opportunities (frail OR: 1.62, 1.26-2.09), reduced healthy food access (pre-frail OR: 1.28, 1.08-1.51; frail OR: 1.36, 1.06-1.75), and lower nSES (pre-frail OR: 1.31, 1.12-1.52; frail OR: 1.64, 1.30-2.07). Participants had 8% increased odds (95% confidence interval, 2%-14%) of being pre-frail/frail if they lived in "resource poor" neighborhoods as opposed to "resource rich" neighborhoods after adjusting for other pre-frailty/frailty risk factors. CONCLUSIONS The neighborhood a childhood cancer survivor resides in as an adult is associated with pre-frailty/frailty. IMPACT This study provides valuable information for creating interventions using neighborhood-level factors to mitigate frailty and improve health outcomes in survivors. See related commentary by Bhandari and Armenian, p. 997.
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Affiliation(s)
- Lindsay F. Schwartz
- University of Chicago Comer Children’s Hospital, 5721 S. Maryland Avenue, Chicago, Illinois, 60637, United States
| | - Rikeenkumar Dhaduk
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Carrie R. Howell
- The University of Alabama at Birmingham, 1720 University Blvd, Birmingham, Alabama, 35294, United States
| | - Tara M. Brinkman
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Matthew J. Ehrhardt
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Angela Delaney
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Deo Kumar Srivastava
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Jennifer Q. Lanctot
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Gregory T. Armstrong
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Leslie L. Robison
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Melissa M. Hudson
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Kirsten K. Ness
- St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee, 38105, United States
| | - Tara. O. Henderson
- University of Chicago Comer Children’s Hospital, 5721 S. Maryland Avenue, Chicago, Illinois, 60637, United States
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21
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Lan T, Wang M, Ehrhardt MJ, Jiang S, Lanctot JQ, Armstrong GT, Hudson MM, Colditz GA, Robison LL, Park Y. Adherence to healthy diet and risk of cardiovascular disease in adult survivors of childhood cancer in the St. Jude Lifetime Cohort: a cross-sectional study. BMC Med 2023; 21:242. [PMID: 37400811 PMCID: PMC10318686 DOI: 10.1186/s12916-023-02956-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 06/21/2023] [Indexed: 07/05/2023] Open
Abstract
BACKGROUND Whether diet has beneficial effects on cardiovascular disease (CVD) in childhood cancer survivors as in the general population is unknown. Therefore, we examined associations between dietary patterns and risk of CVD in adult survivors of childhood cancer. METHODS Childhood cancer survivors, 18-65 years old in the St Jude Lifetime Cohort (1882 men and 1634 women) were included in the analysis. Dietary patterns were defined by the adherence to the Healthy Eating Index (HEI)-2015, Dietary Approaches to Stop Hypertension (DASH), and alternate Mediterranean diet (aMED) based on a food frequency questionnaire at study entry. CVD cases (323 in men and 213 in women) were defined as participants with at least one grade 2 or higher CVD-related diagnosis at baseline. Multivariable logistic regression adjusted for confounders was used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) of CVD. RESULTS Greater adherence to HEI-2015 (OR=0.88, 95% CI: 0.75-1.03, per 10 score increment), DASH (OR=0.85, 95% CI: 0.71-1.01, per 10 score increment), and aMED (OR=0.92, 95% CI: 0.84-1.00, each score increment) were, albeit trending towards significance, associated with a lower risk of CVD in women. HEI-2015 was associated with a non-significantly lower risk of CVD in men (ORQ5 vs. Q1=0.80, 95% CI: 0.50-1.28). These dietary patterns were also associated with a lower risk of CVD in survivors with high underlying CVD risk. CONCLUSIONS As recommended to the general population, a diet rich in plant foods and moderate in animal foods needs to be a part of CVD management and prevention in childhood cancer survivors.
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Affiliation(s)
- Tuo Lan
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
| | - Mei Wang
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
| | - Matthew J Ehrhardt
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shu Jiang
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
- Alvin J. Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Jennifer Q Lanctot
- Department of Epidemiology and Cancer Control, 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
- Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Melissa M Hudson
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Graham A Colditz
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
- Alvin J. Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
- Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yikyung Park
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA.
- Alvin J. Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA.
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Im C, Neupane A, Baedke JL, Delaney A, Dixon SB, Chow EJ, Mostoufi-Moab S, Richard MA, Gramatges MM, Lupo PJ, Sharafeldin N, Bhatia S, Armstrong GT, Hudson MM, Ness KK, Robison LL, Yasui Y, Wilson CL, Sapkota Y. Trans-ancestral genetic study of diabetes mellitus risk in survivors of childhood cancer: a report from the St. Jude Lifetime Cohort and the Childhood Cancer Survivor Study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.06.02.23290868. [PMID: 37333357 PMCID: PMC10274964 DOI: 10.1101/2023.06.02.23290868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/20/2023]
Abstract
Type 2 diabetes mellitus (T2D) is an established late effect of treatment for childhood cancer. Leveraging detailed cancer treatment and whole-genome sequencing data among survivors of childhood cancer of European (EUR) and African (AFR) genetic ancestry in the St. Jude Lifetime Cohort (N=3,676; 304 cases), five novel diabetes mellitus (DM) risk loci were identified with independent trans-/within-ancestry replication, including in 5,965 survivors of the Childhood Cancer Survivor Study. Among these, common risk variants at 5p15.2 ( LINC02112 ), 2p25.3 ( MYT1L ), and 19p12 ( ZNF492 ) modified alkylating agent-related risks across ancestry groups, but AFR survivors with risk alleles experienced disproportionately greater risk of DM (AFR, variant ORs: 3.95-17.81; EUR, variant ORs: 2.37-3.32). Novel risk locus XNDC1N was identified in the first genome-wide DM rare variant burden association analysis in survivors (OR=8.65, 95% CI: 3.02-24.74, P=8.1×10 -6 ). Lastly, a general-population 338-variant multi-ancestry T2D polygenic risk score was informative for DM risk in AFR survivors, and showed elevated DM odds after alkylating agent exposures (quintiles: combined OR EUR =8.43, P=1.1×10 -8 ; OR AFR =13.85, P=0.033). This study supports future precision diabetes surveillance/survivorship care for all childhood cancer survivors, including those with AFR ancestry.
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23
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Sun R, Zhu L, Li Y, Yasui Y, Robison L. Inference for set-based effects in genetic association studies with interval-censored outcomes. Biometrics 2023; 79:1573-1585. [PMID: 35165890 PMCID: PMC9375811 DOI: 10.1111/biom.13636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 01/24/2022] [Accepted: 02/07/2022] [Indexed: 11/28/2022]
Abstract
The rapid acceleration of genetic data collection in biomedical settings has recently resulted in the rise of genetic compendiums filled with rich longitudinal disease data. One common feature of these data sets is their plethora of interval-censored outcomes. However, very few tools are available for the analysis of genetic data sets with interval-censored outcomes, and in particular, there is a lack of methodology available for set-based inference. Set-based inference is used to associate a gene, biological pathway, or other genetic construct with outcomes and is one of the most popular strategies in genetics research. This work develops three such tests for interval-censored settings beginning with a variance components test for interval-censored outcomes, the interval-censored sequence kernel association test (ICSKAT). We also provide the interval-censored version of the Burden test, and then we integrate ICSKAT and Burden to construct the interval censored sequence kernel association test-optimal (ICSKATO) combination. These tests unlock set-based analysis of interval-censored data sets with analogs of three highly popular set-based tools commonly applied to continuous and binary outcomes. Simulation studies illustrate the advantages of the developed methods over ad hoc alternatives, including protection of the type I error rate at very low levels and increased power. The proposed approaches are applied to the investigation that motivated this study, an examination of the genes associated with bone mineral density deficiency and fracture risk.
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Affiliation(s)
- Ryan Sun
- Department of Biostatistics, University of Texas MD Anderson Cancer Center, Houston, Texas 77030, U.S.A
| | - Liang Zhu
- Division of Clinical and Translational Sciences, Department of Internal Medicine, University of Texas Health Science Center at Houston, Houston, Texas 77030, U.S.A
| | - Yimei Li
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Leslie Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee 38105, U.S.A
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24
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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] [Abstract] [Key Words] [MESH Headings] [Grants] [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.
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Affiliation(s)
- Fang Fang Zhang
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, MA, 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
| | - Fan Chen
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, MA, USA
| | - Zhongyu Li
- Friedman School of Nutrition Science and Policy, Tufts University, Boston, MA, USA
| | - I-Chan Huang
- 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
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, 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
| | - James Klosky
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Rohit P. Ojha
- Center for Epidemiology &Healthcare Delivery Research, JPS Health Network, Fort Worth, TX, USA
| | - Jennifer Q. Lanctot
- 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
| | - 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
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25
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Feijen EAM, Teepen JC, van Dulmen-den Broeder E, van den Heuvel-Eibrink MM, van der Heiden-van der Loo M, van der Pal HJH, de Vries ACH, Louwerens M, Bresters D, Versluys B, de Ridder H, Veening M, van Leeuwen FE, Grootenhuis M, Maurice-Stam H, van Santen HM, Neggers SJCMM, Pluijm S, den Hartogh J, Ronckers CM, Tissing WJE, Loonen JJ, Kremer LCM. Clinical evaluation of late outcomes in Dutch childhood cancer survivors: Methodology of the DCCSS LATER 2 study. Pediatr Blood Cancer 2023; 70:e30212. [PMID: 36651687 DOI: 10.1002/pbc.30212] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 12/28/2022] [Accepted: 12/29/2022] [Indexed: 01/19/2023]
Abstract
BACKGROUND Childhood cancer survivors face late health problems; despite advances in research, details on risk remain unclear. We describe the methodological aspects of the Dutch Childhood Cancer Survivor Study (DCCSS) cross-sectional clinical study (LATER 2 study). PROCEDURE From the multi-center DCCSS LATER cohort of 6165 five-year survivors diagnosed during 1963-2001, we invited 4735 eligible survivors in 2016, as well as siblings and parents of survivors. Gaps in evidence identified during development of surveillance guidelines were translated into clinical research questions for 16 outcome-specific subprojects. The regular care visit to the LATER outpatient clinic forms the backbone of outcome assessment complemented with research-defined measurements (physical examination, clinical tests, questionnaires). Furthermore, blood/saliva samples were taken for deoxyribonucleic acid (DNA) extraction. RESULTS In total, 2519 (53.2%) survivors participated in the LATER 2 study. When comparing participants with nonparticipants, we observed that males, CNS survivors, and those treated with surgery only were less likely to participate. Of the participating survivors, 49.3% were female. Median time since childhood cancer diagnosis was 26.9 years (range 14.8-54.7 years) and median attained age was 34.4 years (range 15.4-66.6 years). CONCLUSIONS The high-quality data generated in the LATER 2 study will provide valuable insights into risks of and risk factors for clinical and physical and psychosocial health outcomes and factors for early recognition of those health outcomes in long-term childhood cancer survivors. This will contribute to fill in important gaps in knowledge and improve the quality of life and care for childhood cancer survivors.
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Affiliation(s)
| | - Jop C Teepen
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Eline van Dulmen-den Broeder
- Department of Pediatric Oncology/Hematology, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | | | | | | | - Andrica C H de Vries
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Department of Pediatric Oncology/Hematology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Marloes Louwerens
- Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Dorine Bresters
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Birgitta Versluys
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Hanneke de Ridder
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Margreet Veening
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Flora E van Leeuwen
- Department of Epidemiology and Biostatistics, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | | | - Hanneke M van Santen
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Department of Pediatric Endocrinology, Wilhelmina Children's Hospital/University Medical Center Utrecht, Utrecht, The Netherlands
| | - Sebastian J C M M Neggers
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Department of Medicine, Endocrinology Section, Pituitary Center Rotterdam, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Saskia Pluijm
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Jaap den Hartogh
- Department VOX Survivors, Dutch Childhood Cancer Parent Organization VOKK Netherlands, Nieuwegein, The Netherlands
| | - Cécile M Ronckers
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Brandenburg Medical School, Institute of Biostatistics and Registry Research, Neuruppin, Germany
| | - Wim J E Tissing
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Department of Pediatric Oncology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Jacqueline J Loonen
- Radboudumc Center of Expertise for Cancer Survivorship, Department of Hematology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Leontien C M Kremer
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- University Medical Center Utrecht, Wilhelmina Children's Hospital, Utrecht, The Netherlands
- Emma Children's Hospital, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
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26
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Wu NL, Chen Y, Dieffenbach BV, Ehrhardt MJ, Hingorani S, Howell RM, Jefferies JL, Mulrooney DA, Oeffinger KC, Robison LL, Weil BR, Yuan Y, Yasui Y, Hudson MM, Leisenring WM, Armstrong GT, Chow EJ. Development and Validation of a Prediction Model for Kidney Failure in Long-Term Survivors of Childhood Cancer. J Clin Oncol 2023; 41:2258-2268. [PMID: 36795981 PMCID: PMC10448933 DOI: 10.1200/jco.22.01926] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 12/05/2022] [Accepted: 12/20/2022] [Indexed: 02/18/2023] Open
Abstract
PURPOSE Kidney failure is a rare but serious late effect following treatment for childhood cancer. We developed a model using demographic and treatment characteristics to predict individual risk of kidney failure among 5-year survivors of childhood cancer. METHODS Five-year survivors from the Childhood Cancer Survivor Study (CCSS) without history of kidney failure (n = 25,483) were assessed for subsequent kidney failure (ie, dialysis, kidney transplantation, or kidney-related death) by age 40 years. Outcomes were identified by self-report and linkage with the Organ Procurement and Transplantation Network and the National Death Index. A sibling cohort (n = 5,045) served as a comparator. Piecewise exponential models accounting for race/ethnicity, age at diagnosis, nephrectomy, chemotherapy, radiotherapy, congenital genitourinary anomalies, and early-onset hypertension estimated the relationships between potential predictors and kidney failure, using area under the curve (AUC) and concordance (C) statistic to evaluate predictive power. Regression coefficient estimates were converted to integer risk scores. The St Jude Lifetime Cohort Study and the National Wilms Tumor Study served as validation cohorts. RESULTS Among CCSS survivors, 204 developed late kidney failure. Prediction models achieved an AUC of 0.65-0.67 and a C-statistic of 0.68-0.69 for kidney failure by age 40 years. Validation cohort AUC and C-statistics were 0.88/0.88 for the St Jude Lifetime Cohort Study (n = 8) and 0.67/0.64 for the National Wilms Tumor Study (n = 91). Risk scores were collapsed to form statistically distinct low- (n = 17,762), moderate- (n = 3,784), and high-risk (n = 716) groups, corresponding to cumulative incidences in CCSS of kidney failure by age 40 years of 0.6% (95% CI, 0.4 to 0.7), 2.1% (95% CI, 1.5 to 2.9), and 7.5% (95% CI, 4.3 to 11.6), respectively, compared with 0.2% (95% CI, 0.1 to 0.5) among siblings. CONCLUSION Prediction models accurately identify childhood cancer survivors at low, moderate, and high risk for late kidney failure and may inform screening and interventional strategies.
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Affiliation(s)
- Natalie L. Wu
- Division of Oncology, Department of Pediatrics, University of California San Francisco Benioff Children's Hospital, Oakland, CA
- Division of Hematology/Oncology, Department of Pediatrics, University of Washington, Seattle Children's Hospital, Seattle, WA
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA
| | - Yan Chen
- Department of Public Health Sciences, University of Alberta, Edmonton, Alberta, Canada
| | | | - Matthew J. Ehrhardt
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Sangeeta Hingorani
- Division of Hematology/Oncology, Department of Pediatrics, University of Washington, Seattle Children's Hospital, Seattle, WA
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA
| | - Rebecca M. Howell
- Division of Radiation Oncology, Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - John L. Jefferies
- Department of Medicine, The University of Tennessee Health Science Center, Memphis, TN
| | - Daniel A. Mulrooney
- 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
| | - Brent R. Weil
- Department of Surgery, Boston Children's Hospital, Boston, MA
| | - Yan Yuan
- 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
| | - Melissa M. Hudson
- 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, TN
| | - Eric J. Chow
- Division of Hematology/Oncology, Department of Pediatrics, University of Washington, Seattle Children's Hospital, Seattle, WA
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, WA
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27
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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] [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.
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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.
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28
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Dong Q, Chen C, Song N, Qin N, Plonski NM, Finch ER, Shelton K, Easton J, Mulder H, Plyer E, Neale G, Walker E, Li Q, Huang IC, Zhang J, Wang H, Hudson MM, Robison LL, Ness KK, Wang Z. Distinct DNA methylation signatures associated with blood lipids as exposures or outcomes among survivors of childhood cancer: a report from the St. Jude lifetime cohort. Clin Epigenetics 2023; 15:32. [PMID: 36855205 PMCID: PMC9976538 DOI: 10.1186/s13148-023-01447-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 02/13/2023] [Indexed: 03/02/2023] Open
Abstract
BACKGROUND DNA methylation (DNAm) plays an important role in lipid metabolism, however, no epigenome-wide association study (EWAS) of lipid levels has been conducted among childhood cancer survivors. Here, we performed EWAS analysis with longitudinally collected blood lipid data from survivors in the St. Jude lifetime cohort study. METHODS Among 2052 childhood cancer survivors of European ancestry (EA) and 370 survivors of African ancestry (AA), four types of blood lipids, including high-density lipoprotein (HDL), low-density lipoprotein (LDL), total cholesterol (TC), and triglycerides (TG), were measured during follow-up beyond 5-years from childhood cancer diagnosis. For the exposure EWAS (i.e., lipids measured before blood draw for DNAm), the DNAm level was an outcome variable and each of the blood lipid level was an exposure variable; vice versa for the outcome EWAS (i.e., lipids measured after blood draw for DNAm). RESULTS Among EA survivors, we identified 43 lipid-associated CpGs in the HDL (n = 7), TC (n = 3), and TG (n = 33) exposure EWAS, and 106 lipid-associated CpGs in the HDL (n = 5), LDL (n = 3), TC (n = 4), and TG (n = 94) outcome EWAS. Among AA survivors, we identified 15 lipid-associated CpGs in TG exposure (n = 6), HDL (n = 1), LDL (n = 1), TG (n = 5) and TC (n = 2) outcome EWAS with epigenome-wide significance (P < 9 × 10-8). There were no overlapping lipids-associated CpGs between exposure and outcome EWAS among EA and AA survivors, suggesting that the DNAm changes of different CpGs could be the cause or consequence of blood lipid levels. In the meta-EWAS, 12 additional CpGs reached epigenome-wide significance. Notably, 32 out of 74 lipid-associated CpGs showed substantial heterogeneity (Phet < 0.1 or I2 > 70%) between EA and AA survivors, highlighting differences in DNAm markers of blood lipids between populations with diverse genetic ancestry. Ten lipid-associated CpGs were cis-expression quantitative trait methylation with their DNAm levels associated with the expression of corresponding genes, out of which seven were negatively associated. CONCLUSIONS We identified distinct signatures of DNAm for blood lipids as exposures or outcomes and between EA and AA survivors, revealing additional genes involved in lipid metabolism and potential novel targets for controlling blood lipids in childhood cancer survivors.
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Affiliation(s)
- Qian Dong
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Cheng Chen
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
- School of Public Health, Shanghai Jiaotong University, Shanghai, China
| | - Nan Song
- College of Pharmacy, Chungbuk National University, Cheongju, Korea
| | - Na Qin
- Department of Epidemiology, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Noel-Marie Plonski
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Emily R Finch
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Kyla Shelton
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Heather Mulder
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Emily Plyer
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Geoffrey Neale
- Hartwell Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Emily Walker
- Hartwell Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Qian Li
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hui Wang
- School of Public Health, Shanghai Jiaotong University, Shanghai, China
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA.
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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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: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [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.
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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
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Patni T, Lee CT, Li Y, Kaste S, Zhu L, Sun R, Hudson MM, Ness KK, Neumann A, Robison LL. Factors for poor oral health in long-term childhood cancer survivors. BMC Oral Health 2023; 23:73. [PMID: 36739372 PMCID: PMC9899385 DOI: 10.1186/s12903-023-02762-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 01/23/2023] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Survivors of childhood cancer are at risk for therapy-related dental diseases. The purpose of the study was to investigate the associations between clinical, socioeconomic, and demographic factors and oral diseases in the St. Jude Lifetime Cohort (SJLIFE) participants. METHODS We performed a retrospective medical chart review and evaluated longitudinal self-reported dental outcomes in 4856 childhood cancer survivors and 591 community controls participating in the St. Jude Lifetime Cohort (SJLIFE) study. Univariate and multivariable logistic regression models were used to assess the impact of socioeconomic factors, treatment exposures and patient demographics on dental outcomes. RESULTS Cancer survivors were more likely to report microdontia (odds ratio (OR) = 7.89, 95% confidence interval (CI) [4.64, 14.90]), abnormal root development (OR = 6.19, CI [3.38, 13.00]), hypodontia (OR = 2.75, CI [1.83, 4.33]), enamel hypoplasia (OR = 4.24, CI [2.9, 6.49]), xerostomia (OR = 7.72, CI [3.27, 25.10]), severe gingivitis (OR = 2.04, CI [1.43, 3.03]), and ≥ 6 missing teeth (OR = 3.73, CI [2.46, 6.00]) compared to controls without cancer history. Survivors who received classic alkylating agents (OR = 1.6, CI [1.36, 1.88]), anthracycline antibiotics (OR = 1.22, CI [1.04, 1.42] or radiation therapy potentially exposing the oral cavity (OR = 1.48, CI [1.26, 1.72]) were more likely to report at least one dental health problem after controlling for socioeconomic factors, age at last follow-up and diagnosis, other treatment exposures, and access to dental services. Survivors who had radiation therapy potentially exposing the oral cavity (OR = 1.52, CI [1.25, 1.84]) were also more likely to report at least one soft tissue abnormality after controlling for socioeconomic factors, age at last follow-up and diagnosis, other treatment exposures, and access and utilization of dental services. CONCLUSIONS Childhood cancer survivors have a higher prevalence of oral-dental abnormalities than the controls without a cancer history. Cancer treatment, socioeconomic factors, and access to oral health care contribute to the prevalence of dental abnormalities.
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Affiliation(s)
- Tushar Patni
- grid.240871.80000 0001 0224 711XDepartment of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN USA
| | - Chun-Teh Lee
- Department of Periodontics and Dental Hygiene, The University of Texas Health Science Center at Houston School of Dentistry, Houston, TX, USA.
| | - Yimei Li
- grid.240871.80000 0001 0224 711XDepartment of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN USA
| | - Sue Kaste
- grid.240871.80000 0001 0224 711XDepartment of Diagnostic Imaging, St. Jude Children’s Research Hospital, Memphis, TN USA
| | - Liang Zhu
- grid.267308.80000 0000 9206 2401Department of Internal Medicine, The University of Texas Health Science Center at Houston, Houston, TX USA
| | - Ryan Sun
- grid.240145.60000 0001 2291 4776Department of Biostatistics, MD Anderson Cancer Center, Houston, TX USA
| | - Melissa M. Hudson
- grid.240871.80000 0001 0224 711XDepartment of Oncology, St. Jude Children’s Research Hospital, Memphis, TN USA
| | - Kirsten K. Ness
- grid.240871.80000 0001 0224 711XDepartment of Epidemiology, St. Jude Children’s Research Hospital, Memphis, TN USA
| | - Ana Neumann
- grid.267308.80000 0000 9206 2401Department of General Practice and Dental Public Health, The University of Texas Health Science Center at Houston School of Dentistry, Houston, TX USA
| | - Leslie L. Robison
- grid.240871.80000 0001 0224 711XDepartment of Epidemiology, St. Jude Children’s Research Hospital, Memphis, TN USA
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31
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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] [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.
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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
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32
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Goodenough CG, Wogksch MD, Kundu M, Lear M, Thomas PG, Srivastava DK, Wang Z, Armstrong GT, Hudson MM, Robison LL, Ness KK. Associations between exercise capacity, p16 INK4a expression and inflammation among adult survivors of childhood cancer. Front Oncol 2022; 12:1014661. [PMID: 36425549 PMCID: PMC9679643 DOI: 10.3389/fonc.2022.1014661] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 10/13/2022] [Indexed: 11/26/2023] Open
Abstract
BACKGROUND Over 50% of childhood cancer survivors are exercise intolerant, with maximal aerobic capacities comparable to individuals decades older, suggesting early physiologic ageing. In addition, 36% of survivors are obese. Optimal exercise capacity provides a foundation to support daily function and healthy body habitus and is associated with benefits to cognition, cardiovascular health, and longevity. Cellular senescence and inflammation are key mechanisms that drive age-related disease, quantifiable as biomarkers in peripheral blood. AIMS This study aimed to evaluate associations between p16INKa, a biomarker of cellular senescence, and inflammation and exercise capacity among adult survivors of childhood cancer. MATERIALS AND METHODS Eligible survivors were recruited from the St. Jude Lifetime (SJLIFE) Cohort Study. Exercise capacity was assessed by maximal oxygen uptake (VO2, ml/kg/min) obtained via cardiopulmonary exercise testing using a modified Bruce protocol. Body fat (%) was determined from dual energy x-ray absorptiometry (DEXA). Peripheral blood samples were used to evaluate log2 p16INK4a mRNA expression, a biomarker of cellular senescence, and inflammation with high sensitivity C-reactive protein (hs-CRP) levels. Multivariable regression evaluated associations between p16INK4a, hs-CRP, body fat, and exercise capacity. RESULTS Participants included 185 five-year childhood cancer survivors (mean age 36.6 [range 20.1 - 55.7] years, 44% male, 77% non-Hispanic white, 53% leukemia/lymphoma). Compared to males, females had lower peak VO2 (mean ± SD, 22.5 ± 8.2 vs. 28.8 ± 7.7 ml/kg/min, p<0.01), higher p16INK4a expression (9.6 ± 1.2 vs. 9.2 ± 1.2 fold, p=0.02), and hs-CRP concentration (5.9 ± 8.4 vs. 3.3 ± 3.9 mg/L, p=0.01). Among females (n=103), hs-CRP concentration (β -0.2, 95% CI -0.34 to -0.05, p=0.01) and p16INK4a expression (β-5.32, 95% CI 10.42 to -0.22, p=0.04) were inversely associated and statistically significant with peak exercise capacity, with a significant interaction between p16INK4a expression and body fat (β 0.15, 95% CI 0.02 to 0.28, p=0.03). Among males (n=82), p16INK4a expression (β -1.01, 95% CI -2.14 to 0.12, p=0.08), and body fat (β -0.54, 95% CI -0.70 to -0.38, p<0.01) were inversely associated with peak exercise capacity. CONCLUSION Inflammation and p16INK4a expression, a biomarker of cellular senescence, are associated with lower exercise capacity in childhood cancer survivors, suggesting potential targets or outcome measures for interventions designed to prevent or remediate accelerated physiologic ageing in this population.
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Affiliation(s)
- Chelsea G. Goodenough
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Matthew D. Wogksch
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Mondira Kundu
- Department of Cell and Molecular Biology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Matthew Lear
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Paul G. Thomas
- Department of Immunology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Deo Kumar Srivastava
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
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33
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Wang Y, Kremer LCM, van Leeuwen FE, Armstrong GT, Leisenring W, de Vathaire F, Hudson MM, Kuehni CE, Arnold MA, Haddy N, Demoor-Goldschmidt C, Diallo I, Howell RM, Ehrhardt MJ, Moskowitz CS, Neglia JP, van der Pal HJH, Robison LL, Schaapveld M, Turcotte LM, Waespe N, Ronckers CM, Teepen JC. Cohort profile: Risk and risk factors for female breast cancer after treatment for childhood and adolescent cancer: an internationally pooled cohort. BMJ Open 2022; 12:e065910. [PMID: 36344003 PMCID: PMC9644351 DOI: 10.1136/bmjopen-2022-065910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
PURPOSE The International Consortium for Pooled Studies on Subsequent Malignancies after Childhood and Adolescent Cancer was established in 2018 to address gaps in knowledge of risk and risk factors for breast cancer subsequent to childhood/adolescent cancer by pooling individual patient data from seven cohorts. Initially, the pooled cohort will focus on three clinically relevant questions regarding treatment-related subsequent breast cancer risk in female survivors, which are the risk related to low-dose radiotherapy exposure to the chest, specific chemotherapy agents and attained age. PARTICIPANTS The consortium database includes pooled data on 21 892 female survivors from seven cohorts in North America and Europe with a primary cancer diagnosis at <21 years of age, and survival ≥5 years from diagnosis. FINDINGS TO DATE This is a newly established pooled study. The cohort profile summarised the data collected from each included cohort, including childhood cancer diagnosis information and treatment details (ie, radiotherapy fields and cumulative doses, and chemotherapy agents and cumulative doses for each agent). Included cohorts' follow-up started 1951-1981 and ended 2013-2021, respectively, for a median follow-up duration of 24.3 (IQR 18.0-32.8) years since primary cancer diagnosis. The median age at primary cancer diagnosis was 5.4 (IQR 2.5-11.9) years. And the median attained age at last follow-up was 32.2 (IQR 24.0-40.4) years. In all, 4240 (19.4%) survivors were treated with radiotherapy to the chest and 9308 (42.5%) with anthracyclines. At the end of the follow-up, 835 females developed a first subsequent breast cancer, including 635 invasive breast cancer only, 184 carcinomas in situ only (172 ductal carcinomas in situ and 12 lobular carcinomas in situ), and 16 with both an invasive and in situ diagnosis at the same moment. The cumulative incidences of subsequent breast cancer (both invasive and in situ) 25 and 35 years after primary cancer diagnosis were 2.2% and 6.2%, respectively. FUTURE PLANS The consortium is intended to serve as a model and robust source of childhood/adolescent cancer survivor data for elucidating other knowledge gaps on subsequent breast cancer risk, and risk of other subsequent malignancies (including data on males) in the future.
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Affiliation(s)
- Yuehan Wang
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Leontien C M Kremer
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- University Medical Center Utrecht, Wilhelmina Children's Hospital, Utrecht, The Netherlands
- Emma Children's Hospital, Amsterdam University Medical Center (UMC), University of Amsterdam, Amsterdam, The Netherlands
| | | | | | - Wendy Leisenring
- Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Florent de Vathaire
- Radiation Epidemiology Team, INSERM U1018, Gustave Roussy, Villejuif, France
| | | | - Claudia E Kuehni
- Childhood Cancer Research Group, Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
- Pediatric Hematology and Oncology, University Children's Hospital Bern, University of Bern, Bern, Switzerland
| | - Michael A Arnold
- Department of Pathology and Laboratory Medicine, Children's Hospital Colorado, Aurora, Colorado, USA
- Department of Pathology, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Nadia Haddy
- Radiation Epidemiology Team, INSERM U1018, Gustave Roussy, Villejuif, France
| | - Charlotte Demoor-Goldschmidt
- Radiation Epidemiology Team, INSERM U1018, Gustave Roussy, Villejuif, France
- Department of Pediatric Hematology and Oncology, University-Hospital of Angers, Angers, France
- Radiotherapy department, Francois Baclesse center, Caen, France
- Supportive care department, Francois Baclesse center, Caen, France
| | - Ibrahima Diallo
- Radiation Epidemiology Team, INSERM U1018, Gustave Roussy, Villejuif, France
| | - Rebecca M Howell
- University of Texas M.D. Anderson Cancer Center, Houston, Texas, USA
| | | | | | - Joseph P Neglia
- University of Minnesota Masonic Cancer Center, Minneapolis, Minnesota, USA
| | | | | | | | - Lucie M Turcotte
- University of Minnesota Masonic Cancer Center, Minneapolis, Minnesota, USA
| | - Nicolas Waespe
- Childhood Cancer Research Group, Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland
- Pediatric Hematology and Oncology, University Children's Hospital Bern, University of Bern, Bern, Switzerland
- CANSEARCH research platform in pediatric oncology and hematology, University of Geneva, Geneva, Switzerland
| | - Cécile M Ronckers
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Department of Health Services Research, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
| | - Jop C Teepen
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
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Im C, Yuan Y, Austin ED, Stokes DC, Krasin MJ, Davidoff AM, Sapkota Y, Wang Z, Ness KK, Wilson CL, Armstrong GT, Hudson MM, Robison LL, Mulrooney DA, Yasui Y. Leveraging Therapy-Specific Polygenic Risk Scores to Predict Restrictive Lung Defects in Childhood Cancer Survivors. Cancer Res 2022; 82:2940-2950. [PMID: 35713625 PMCID: PMC9388566 DOI: 10.1158/0008-5472.can-22-0418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 03/30/2022] [Accepted: 06/14/2022] [Indexed: 11/16/2022]
Abstract
Therapy-related pulmonary complications are among the leading causes of morbidity among long-term survivors of childhood cancer. Restrictive ventilatory defects (RVD) are prevalent, with risks increasing after exposures to chest radiotherapy and radiomimetic chemotherapies. Using whole-genome sequencing data from 1,728 childhood cancer survivors in the St. Jude Lifetime Cohort Study, we developed and validated a composite RVD risk prediction model that integrates clinical profiles and polygenic risk scores (PRS), including both published lung phenotype PRSs and a novel survivor-specific pharmaco/radiogenomic PRS (surPRS) for RVD risk reflecting gene-by-treatment (GxT) interaction effects. Overall, this new therapy-specific polygenic risk prediction model showed multiple indicators for superior discriminatory accuracy in an independent data set. The surPRS was significantly associated with RVD risk in both training (OR = 1.60, P = 3.7 × 10-10) and validation (OR = 1.44, P = 8.5 × 10-4) data sets. The composite model featuring the surPRS showed the best discriminatory accuracy (AUC = 0.81; 95% CI, 0.76-0.87), a significant improvement (P = 9.0 × 10-3) over clinical risk scores only (AUC = 0.78; 95% CI: 0.72-0.83). The odds of RVD in survivors in the highest quintile of composite model-predicted risk was ∼20-fold higher than those with median predicted risk or less (OR = 20.01, P = 2.2 × 10-16), exceeding the comparable estimate considering nongenetic risk factors only (OR = 9.20, P = 7.4 × 10-11). Inclusion of genetic predictors also selectively improved risk stratification for pulmonary complications across at-risk primary cancer diagnoses (AUCclinical = 0.72; AUCcomposite = 0.80, P = 0.012). Overall, this PRS approach that leverages GxT interaction effects supports late effects risk prediction among childhood cancer survivors. SIGNIFICANCE This study develops a therapy-specific polygenic risk prediction model to more precisely identify childhood cancer survivors at high risk for pulmonary complications, which could help improve risk stratification for other late effects.
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Affiliation(s)
- Cindy Im
- School of Public Health, University of Alberta, Edmonton, AB, T6G 1C9, Canada,Corresponding authors: Cindy Im (), School of Public Health, University of Alberta, 3-250 Edmonton Clinic Health Academy, Edmonton, Alberta T6G 1C9, Canada, Phone: +1-587-873-3904; Daniel A. Mulrooney (), Department of Oncology, Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 735, Memphis, TN 38105, USA, Phone: 901-595-5847; Yutaka Yasui (), Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 735, Memphis, TN 38105, USA, Phone: 901-500-6032
| | - Yan Yuan
- School of Public Health, University of Alberta, Edmonton, AB, T6G 1C9, Canada
| | - Eric D. Austin
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Dennis C. Stokes
- Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Matthew J. Krasin
- Department of Radiation Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Andrew M. Davidoff
- Department of Surgery, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Yadav Sapkota
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Carmen L. Wilson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA,Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA,Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA
| | - Daniel A. Mulrooney
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA,Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA,Corresponding authors: Cindy Im (), School of Public Health, University of Alberta, 3-250 Edmonton Clinic Health Academy, Edmonton, Alberta T6G 1C9, Canada, Phone: +1-587-873-3904; Daniel A. Mulrooney (), Department of Oncology, Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 735, Memphis, TN 38105, USA, Phone: 901-595-5847; Yutaka Yasui (), Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 735, Memphis, TN 38105, USA, Phone: 901-500-6032
| | - Yutaka Yasui
- School of Public Health, University of Alberta, Edmonton, AB, T6G 1C9, Canada,Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, 38105, USA,Corresponding authors: Cindy Im (), School of Public Health, University of Alberta, 3-250 Edmonton Clinic Health Academy, Edmonton, Alberta T6G 1C9, Canada, Phone: +1-587-873-3904; Daniel A. Mulrooney (), Department of Oncology, Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 735, Memphis, TN 38105, USA, Phone: 901-595-5847; Yutaka Yasui (), Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Mail Stop 735, Memphis, TN 38105, USA, Phone: 901-500-6032
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Sapkota Y, Ehrhardt MJ, Qin N, Wang Z, Liu Q, Qiu W, Shelton K, Shao Y, Plyler E, Mulder HL, Easton J, Michael JR, Burridge PW, Wang X, Wilson CL, Jefferies JL, Chow EJ, Oeffinger KC, Morton LM, Li C, Yang JJ, Zhang J, Bhatia S, Mulrooney DA, Hudson MM, Robison LL, Armstrong GT, Yasui Y. A Novel Locus on 6p21.2 for Cancer Treatment-Induced Cardiac Dysfunction Among Childhood Cancer Survivors. J Natl Cancer Inst 2022; 114:1109-1116. [PMID: 35698272 PMCID: PMC9360468 DOI: 10.1093/jnci/djac115] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 03/31/2022] [Accepted: 06/01/2022] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Adult survivors of childhood cancer are at increased risk of cardiac late effects. METHODS Using whole-genome sequencing data from 1870 survivors of European ancestry in the St. Jude Lifetime Cohort (SJLIFE) study, genetic variants were examined for association with ejection fraction (EF) and clinically assessed cancer therapy-induced cardiac dysfunction (CCD). Statistically significant findings were validated in 301 SJLIFE survivors of African ancestry and 4020 survivors of European ancestry from the Childhood Cancer Survivor Study. All statistical tests were 2-sided. RESULTS A variant near KCNK17 showed genome-wide significant association with EF (rs2815063-A: EF reduction = 1.6%; P = 2.1 × 10-8) in SJLIFE survivors of European ancestry, which replicated in SJLIFE survivors of African ancestry (EF reduction = 1.5%; P = .004). The rs2815063-A also showed a 1.80-fold (P = .008) risk of severe or disabling or life-threatening CCD and replicated in 4020 Childhood Cancer Survivor Study survivors of European ancestry (odds ratio = 1.40; P = .04). Notably, rs2815063-A was specifically associated among survivors exposed to doxorubicin only, with a stronger effect on EF (3.3% EF reduction) and CCD (2.97-fold). Whole blood DNA methylation data in 1651 SJLIFE survivors of European ancestry showed statistically significant correlation of rs2815063-A with dysregulation of KCNK17 enhancers (false discovery rate <5%), which replicated in 263 survivors of African ancestry. Consistently, the rs2815063-A was associated with KCNK17 downregulation based on RNA sequencing of 75 survivors. CONCLUSIONS Leveraging the 2 largest cohorts of childhood cancer survivors in North America and survivor-specific polygenomic functional data, we identified a novel risk locus for CCD, which showed specificity with doxorubicin-induced cardiac dysfunction and highlighted dysregulation of KCNK17 as the likely molecular mechanism underlying this genetic association.
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Affiliation(s)
- Yadav Sapkota
- Department of Epidemiology and Cancer Control, 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
| | - Na Qin
- Department of Epidemiology and Cancer Control, 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
| | - Qi Liu
- School of Public Health, University of Alberta, Edmonton, AB,
Canada
| | - Weiyu Qiu
- School of Public Health, University of Alberta, Edmonton, AB,
Canada
| | - Kyla Shelton
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - Ying Shao
- Department of Computational Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - Emily Plyler
- Department of Computational Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - Heather L Mulder
- Department of Computational Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - J Robert Michael
- Department of Computational Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - Paul W Burridge
- Department of Pharmacology, Northwestern University, Chicago,
Il, USA
| | - Xuexia Wang
- Department of Mathematics, University of North Texas, Denton,
TX, USA
| | - Carmen L Wilson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - John L Jefferies
- Division of Cardiovascular Disease, The University of Tennessee Health
Science Center, Memphis, TN, USA
| | - Eric J Chow
- Clinical Research Division, Fred Hutchinson Cancer Research
Center, WA, USA
| | - Kevin C Oeffinger
- Department of Community and Family Medicine, Duke University,
Durham, NC, USA
| | - Lindsay M Morton
- Raditional Oncology Branch, National Cancer Institute,
Bethesda, MD, USA
| | - Chunliang Li
- Department of Tumor Cell Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - Jun J Yang
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children’s
Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children’s Research
Hospital, Memphis, TN, USA
| | - Smita Bhatia
- Institute of Cancer Outcomes and Survivorship, University of Alabama at
Birmingham, Birmingham, AL, 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
| | - 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
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, 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
| | - Yutaka Yasui
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research
Hospital, Memphis, TN, USA
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36
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Sapkota Y, Qiu W, Dixon SB, Wilson CL, Wang Z, Zhang J, Leisenring W, Chow EJ, Bhatia S, Armstrong GT, Robison LL, Hudson MM, Delaney A, Yasui Y. Genetic risk score enhances the risk prediction of severe obesity in adult survivors of childhood cancer. Nat Med 2022; 28:1590-1598. [PMID: 35879615 PMCID: PMC9391312 DOI: 10.1038/s41591-022-01902-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 06/14/2022] [Indexed: 02/03/2023]
Abstract
Adult survivors of childhood cancer have high rates of obesity, which, in combination with the cardiotoxic effects of specific cancer therapies, places them at high risk for cardiovascular morbidity. Here we show the contribution of genetic risk scores (GRSs) to increase prediction of those survivors of childhood cancer who are at risk for severe obesity (body mass index ≥40 kg m-2) as an adult. Among 2,548 individuals of European ancestry from the St. Jude Lifetime Cohort Study who were 5-year survivors of childhood cancer, the GRS was found to be associated with 53-fold-higher odds of severe obesity. Addition of GRSs to risk prediction models based on cancer treatment exposures and lifestyle factors significantly improved model prediction (area under the curve increased from 0.68 to 0.75, resulting in the identification of 4.3-times more high-risk survivors), which was independently validated in 6,064 individuals from the Childhood Cancer Survivor Study. Genetic predictors improve identification of patients who could benefit from heightened surveillance and interventions to mitigate the risk of severe obesity and associated cardio-metabolic complications.
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Affiliation(s)
- Yadav Sapkota
- St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Weiyu Qiu
- School of Public Health, University of Alberta, Edmonton, AB, Canada
| | | | | | - Zhaoming Wang
- St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- St. Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Eric J Chow
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Smita Bhatia
- University of Alabama at Birmingham, Birmingham, AL, USA
| | | | | | | | | | - Yutaka Yasui
- St. Jude Children's Research Hospital, Memphis, TN, USA.
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37
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Sapkota Y, Liu Q, Li N, Bhatt NS, Ehrhardt MJ, Wilson CL, Wang Z, Jefferies JL, Zhang J, Armstrong GT, Hudson MM, Robison LL, Mulrooney DA, Yasui Y. Contribution of Genome-Wide Polygenic Score to Risk of Coronary Artery Disease in Childhood Cancer Survivors. JACC CardioOncol 2022; 4:258-267. [PMID: 35818558 PMCID: PMC9270604 DOI: 10.1016/j.jaccao.2022.04.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 04/15/2022] [Accepted: 04/21/2022] [Indexed: 11/25/2022] Open
Abstract
Background Adverse cardiovascular outcomes such as coronary artery disease (CAD) are the leading noncancer causes of morbidity and mortality among childhood cancer survivors. Objectives The aim of this study was to assess the role of a genome-wide polygenic score (GPS) for CAD, well validated in the general population, and its interplay with cancer-related risk factors among childhood cancer survivors. Methods In a cohort study of 2,472 5-year childhood cancer survivors from the St. Jude Lifetime Cohort, the association between the GPS and the risk of CAD was performed using Cox regression models adjusted for age at cancer diagnosis, sex, cumulative dose of anthracyclines, and mean heart radiation dose. Results Among survivors of European ancestry, the GPS was significantly associated with the risk of CAD (HR per 1 SD of the GPS: 1.25; 95% CI: 1.04-1.49; P = 0.014). Compared with the first tertile, survivors in the upper tertile had a greater risk of CAD (1.51-fold higher HR of CAD [95% CI: 0.96-2.37; P = 0.074]), although the difference was not statistically significant. The GPS-CAD association was stronger among survivors diagnosed with cancer at age <10 years exposed to >25 Gy heart radiation (HR top vs. bottom tertile of GPS: 15.49; 95% CI: 5.24-45.52; Ptrend = 0.005) but not among those diagnosed at age ≥10 years (Ptrend ≥ 0.77) and not among those diagnosed at age <10 years exposed to ≤25 Gy heart radiation (Ptrend = 0.23). Among high-risk survivors, defined by an estimated relative hazard ≥3.0 from fitted Cox models including clinical risk factors alone, the cumulative incidence of CAD at 40 years from diagnosis was 29% (95% CI: 13%-45%). After incorporating the GPS into the model, the cumulative incidence increased to 48% (95% CI: 26%-69%). Conclusions Childhood cancer survivors are at risk for premature CAD. A GPS may help identify those who may benefit from targeted screening and personalized preventive interventions.
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van de Poll-Franse LV, Horevoorts N, Schoormans D, Beijer S, Ezendam NPM, Husson O, Oerlemans S, Schagen SB, Hageman GJ, Van Deun K, van den Hurk C, van Eenbergen M, Mols F. Measuring Clinical, Biological, and Behavioral Variables to Elucidate Trajectories of Patient (Reported) Outcomes: The PROFILES Registry. J Natl Cancer Inst 2022; 114:800-807. [PMID: 35201353 PMCID: PMC9194631 DOI: 10.1093/jnci/djac047] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 11/05/2021] [Accepted: 02/17/2022] [Indexed: 11/14/2022] Open
Abstract
To take cancer survivorship research to the next level, it's important to gain insight in trajectories of changing patient (reported) outcomes and impaired recovery after cancer. This is needed as the number of survivors is increasing and a large proportion is confronted with changing health after treatment. Mechanistic research can facilitate the development of personalized risk-stratified follow-up care and tailored interventions to promote healthy cancer survivorship. We describe how these trajectories can be studied by taking the recently extended Dutch population-based PROFILES (Patient Reported Outcomes Following Initial treatment and Long term Evaluation of Survivorship) registry as an example. PROFILES combines longitudinal assessment of patient-reported outcomes with novel, ambulatory and objective measures (e.g., activity trackers; blood draws; hair samples; online food diaries; online cognitive tests; weighing scales; online symptoms assessment), and cancer registry and pharmacy databases. Furthermore, we discuss methods to optimize the use of a multidomain data collection like return of individual results to participants which may not only improve patient empowerment but also long-term cohort retention. Also, advanced statistical methods are needed to handle high-dimensional longitudinal data (with missing values) and provide insight into trajectories of changing patient (reported) outcomes after cancer. Our coded data can be used by academic researchers around the world. Registries like PROFILES, that go beyond boundaries of disciplines and institutions, will contribute to better predictions of who will experience changes and why. This is needed to prevent and mitigate long-term and late effects of cancer (treatment) and to identify new interventions to promote health.
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Affiliation(s)
- Lonneke V van de Poll-Franse
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands.,CoRPS - Center of Research on Psychological disorders and Somatic diseases, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands.,Department of Psychosocial Research, Division of Psychosocial Research & Epidemiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Nicole Horevoorts
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands.,CoRPS - Center of Research on Psychological disorders and Somatic diseases, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands
| | - Dounya Schoormans
- CoRPS - Center of Research on Psychological disorders and Somatic diseases, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands
| | - Sandra Beijer
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
| | - Nicole P M Ezendam
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands.,CoRPS - Center of Research on Psychological disorders and Somatic diseases, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands
| | - Olga Husson
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands.,Department of Surgical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Simone Oerlemans
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
| | - Sanne B Schagen
- Department of Psychosocial Research, Division of Psychosocial Research & Epidemiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Geja J Hageman
- Department of Pharmacology & Toxicology, Research Institute NUTRIM, School of Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, The Netherlands
| | - Katrijn Van Deun
- Department of methodology and statistics, Tilburg University, Tilburg, The Netherlands
| | - Corina van den Hurk
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
| | - Mies van Eenbergen
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands
| | - Floortje Mols
- Department of Research & Development, Netherlands Comprehensive Cancer Organisation (IKNL), Utrecht, The Netherlands.,CoRPS - Center of Research on Psychological disorders and Somatic diseases, Department of Medical and Clinical Psychology, Tilburg University, Tilburg, The Netherlands
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Lubas MM, Szklo-Coxe M, Mandrell BN, Howell CR, Ness KK, Srivastava DK, Hudson MM, Robison LL, Krull KR, Brinkman TM. Concordance between self-reported sleep and actigraphy-assessed sleep in adult survivors of childhood cancer: the impact of psychological and neurocognitive late effects. Support Care Cancer 2022; 30:1159-1168. [PMID: 34435211 PMCID: PMC8732302 DOI: 10.1007/s00520-021-06498-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 08/09/2021] [Indexed: 02/03/2023]
Abstract
PURPOSE To examine self-reported (30-day) sleep versus nightly actigraphy-assessed sleep concordance in long-term survivors of childhood cancer. METHODS Four hundred seventy-seven participants enrolled in the St. Jude Lifetime Cohort (53.5% female, median (range) age 34.3 (19.3-61.6) years, 25.4 (10.9-49.3) years from diagnosis) completed the Pittsburgh Sleep Quality Index and ≥ 3 nights of actigraphy. Participants had neurocognitive impairment and/or a self-reported prolonged sleep onset latency (SOL). Self-reported 30-day sleep and nightly actigraphic sleep measures for sleep duration, SOL, and sleep efficiency (SE) were converted into ordinal categories for calculation of weighted kappa coefficients. General linear models estimated associations between measurement concordance and late effects. RESULTS Agreements between self-reported and actigraphic measures were slight to fair for sleep duration and SOL measures (kw = 0.20 and kw = 0.22, respectively; p < 0.0001) and poor for SE measures (kw = 0.00, p = 0.79). In multivariable models, severe fatigue and poor sleep quality were significantly associated with greater absolute differences between self-reported and actigraphy-assessed sleep durations (B = 26.6 [p < 0.001] and B = 26.8 [p = 0.01], respectively). Survivors with (versus without) memory impairment had a 44-min higher absolute difference in sleep duration (B = 44.4, p < 0.001). Survivors with, versus without, depression and poor sleep quality had higher absolute discrepancies of SOL (B = 24.5 [p = 0.01] and B = 16.4 [p < 0.0001], respectively). Poor sleep quality was associated with a 12% higher absolute difference in SE (B = 12.32, p < 0.0001). CONCLUSIONS Self-reported sleep and actigraphic sleep demonstrated discordance in our sample. Several prevalent late effects were statistically significantly associated with increased measurement discrepancy. Future studies should consider the impacts of late effects on sleep assessment in adult survivors of childhood cancer.
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Affiliation(s)
- Margaret M Lubas
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Mariana Szklo-Coxe
- School of Community and Environmental Health, Old Dominion University, Norfolk, VA, USA
| | - Belinda N Mandrell
- Department of Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Carrie R Howell
- Department of Medicine, Division of Preventive Medicine, University of Alabama At Birmingham, Birmingham, AL, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Deo Kumar Srivastava
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
| | - Kevin R Krull
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA
- Department of Psychology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tara M Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, 262 Danny Thomas Place, MS 735, Memphis, TN, 38105, USA.
- Department of Psychology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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40
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Phillips NS, Khan RB, Li C, Salehabadi SM, Brinkman TM, Srivastava D, Robison LL, Hudson MM, Krull KR, Sadighi ZS. Seizures' impact on cognition and quality of life in childhood cancer survivors. Cancer 2022; 128:180-191. [PMID: 34468985 PMCID: PMC8678188 DOI: 10.1002/cncr.33879] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 08/04/2021] [Accepted: 08/06/2021] [Indexed: 11/06/2022]
Abstract
BACKGROUND The objective of this study was to determine the impact of seizure-related factors on neurocognitive, health-related quality of life (HRQOL), and social outcomes in survivors of childhood cancer. METHODS Survivors of childhood cancer treated at St. Jude Children's Hospital (n = 2022; 48.3% female; median age, 31.5 years; median time since diagnosis, 23.6 years) completed neurocognitive testing and questionnaires. The presence, severity, resolution, and treatment history of seizures were abstracted from medical records. Adjusting for the age at diagnosis, sex, and prior cancer therapy, multivariable models examined the impact of seizures on neurocognitive and HRQOL outcomes. Mediation analyses were conducted for social outcomes. RESULTS Seizures were identified in 232 survivors (11.5%; 29.9% of survivors with central nervous system [CNS] tumors and 9.0% of those without CNS tumors). In CNS tumor survivors, seizures were associated with poorer executive function and processing speed (P < .02); in non-CNS tumor survivors, seizures were associated with worse function in every domain (P < .05). Among non-CNS survivors, seizure severity was associated with worse processing speed (P = .023), and resolution was associated with better executive function (P = .028) and attention (P = .044). In CNS survivors, seizure resolution was associated with improved attention (P = .047) and memory (P < .02). Mediation analysis revealed that the impact of seizures on social outcomes was mediated by neurocognitive function. CONCLUSIONS Seizures in cancer survivors adversely affect long-term functional and psychosocial outcomes independently of cancer therapy. The resolution of seizure occurrence is associated with better outcomes. Seizure severity is associated with poorer outcomes and should be a focus of clinical management and patient education.
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Affiliation(s)
- Nicholas S. Phillips
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Raja B. Khan
- Division of Neurology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Chenghong Li
- Department of Biostatistics, 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
| | - Deokumar Srivastava
- Department of Biostatistics, 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 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 Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Zsila S. Sadighi
- Division of Neurology, St. Jude Children’s Research Hospital, Memphis, Tennessee
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Wogksch MD, Finch ER, Nolan VG, Smeltzer MP, Mzayek F, Goodenough CG, Pui CH, Inaba H, Mulrooney DA, Kaste SC, Brinkman TM, Lanctot JQ, Srivastava DK, Jefferies JL, Armstrong GT, Robison LL, Hudson MM, Ness KK. Energy cost of walking in obese survivors of acute lymphoblastic leukemia: A report from the St. Jude Lifetime Cohort. Front Pediatr 2022; 10:976012. [PMID: 36389386 PMCID: PMC9650430 DOI: 10.3389/fped.2022.976012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 10/10/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose Adult survivors of childhood acute lymphoblastic leukemia (ALL) have impaired adaptive physical function and poor health-related quality of life (HRQoL). Obesity may contribute to these impairments by increasing the physiological cost of walking. Due to treatment exposures during ALL therapy, survivors' cost of walking may be more impacted by obesity than the general population. Therefore, we examined associations between obesity, persistent motor neuropathy, and energy cost of walking; and examined associations between energy cost of walking, adaptive physical function, and HRQoL, in adult survivors of childhood ALL vs. community controls. Methods Obesity was measured via body mass index (BMI) and body fat percentage. The physiological cost index (PCI) was calculated from the six-minute walk test. Adaptive physical functioning was measured using two tests: the timed up and go (TUG) test and the physical performance test. Persistent motor neuropathy was measured using the modified total neuropathy score; HRQoL was measured using the Short-Form-36 questionnaire. The associations between obesity and PCI were evaluated using multivariable linear regressions in adult survivors of childhood ALL (n = 1,166) and community controls (n = 491). Then, the associations between PCI, adaptive physical functioning and peripheral neuropathy were examined using multivariable linear regressions. Finally, to determine the association between obesity, and neuropathy on PCI, while accounting for potential lifestyle and treatment confounders, a three model, sequential linear regression was used. Results Obese individuals (BMI > 40 kg/m2 and excess body fat percentage [males: >25%; females: >33%]) had higher PCI compared to those with normal BMI and body fat percentage (0.56 ± 0.01 vs. 0.49 ± 0.009 beats/meter p < .01; and 0.51 ± 0.007 vs. 0.48 ± .0006 beats/meter p < .01, respectively). Treatment exposures did not attenuate this association. Increased PCI was associated with longer TUG time in survivors, but not community controls (6.14 ± 0.02 s vs. 5.19 ± 0.03 s, p < .01). Survivors with PCI impairment >95th percentile of community controls had lower HRQoL compared to un-impaired ALL survivors: 46.9 ± 0.56 vs. 50.4 ± 1.08, respectively (p < .01). Conclusion Obesity was associated with increased PCI. Survivors with high PCI had disproportionately worse adaptive physical function and HRQoL compared to controls. Survivors with increased energy costs of walking may benefit from weight loss interventions.
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Affiliation(s)
- Matthew D. Wogksch
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Emily R. Finch
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Vikki G. Nolan
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, United States
| | - Matthew P. Smeltzer
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, United States
| | - Fawaz Mzayek
- Division of Epidemiology, Biostatistics, and Environmental Health, School of Public Health, University of Memphis, Memphis, TN, United States
| | - Chelsea G. Goodenough
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Daniel A. Mulrooney
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Sue C. Kaste
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Diagnostic Imaging, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Radiology, University of Tennessee Health Science Center, Memphis, TN, United States
| | - Tara M. Brinkman
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Psychology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Jennifer Q. Lanctot
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Deo Kumar Srivastava
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - John L. Jefferies
- Division of Cardiovascular Diseases, Institute for Cardiovascular Science, University of Tennessee Health Science Center, Memphis, TN, United States
| | - Gregory T. Armstrong
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Leslie L. Robison
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Melissa M. Hudson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Kirsten K. Ness
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Correspondence: Kirsten K. Ness
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Otth M, Drozdov D, Hügli C, Scheinemann K. Young Survivors at KSA: registry for standardised assessment of long-term and late-onset health events in survivors of childhood and adolescent cancer-a study protocol. BMJ Open 2021; 11:e053749. [PMID: 34862296 PMCID: PMC8647540 DOI: 10.1136/bmjopen-2021-053749] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION A high proportion of survivors of childhood and adolescent cancer experience chronic medical conditions - late effects. Most studies on late effects have a retrospective or questionnaire-based design, which leads to unavoidable limitations such as missing data or different severity coding and grading of late effects. We, therefore, need prospective data, including standardised severity coding and grading. 'Young Survivors at KSA' aims to close this gap by assessing frequency, severity, risk factors and longitudinal changes of late effects in childhood cancer survivors prospectively and in a standardised way. METHODS AND ANALYSIS Within the 'Young Survivors at KSA' registry, we collect data from regular follow-up visits in a comprehensive database prospectively and repeatedly from start of the study and retrospectively at most until January 2016. We classify and grade the severity of late effects according to the Common Terminology Criteria for Adverse Events version 4.0 modified by Hudson et al. The outcome variables correspond to results from risk-stratified organ examinations, performed according to the Children's Oncology Group guidelines version 5.0 and the recommendations by the International Guideline Harmonization Group. We collect the exposure variables from the patients' medical history, including detailed information on cancer diagnosis and treatment. We analyse the data in an exposure-driven and organ system-driven approach. We start recruitment with patients treated at the Kantonsspital Aarau, Switzerland. However, our design allows the inclusion of additional national centres later. ETHICS AND DISSEMINATION: 'Young Survivors at KSA' is approved by the Ethikkommission Nordwest- und Zentralschweiz, reference number AO_2020-00012. The results of this study will be presented at scientific meetings, including meetings with childhood cancer survivors and published in peer-reviewed and if possible open access journals. New insights gained from the study will be used directly in clinical practice. TRIAL REGISTRATION NUMBER ClinicalTrials.gov NCT04811794; https://clinicaltrials.gov/ct2/show/study/NCT04811794.
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Affiliation(s)
- Maria Otth
- Division of Oncology-Haematology, Department of Paediatrics, Kantonsspital Aarau AG, Aarau, Switzerland
- Department of Oncology, Haematology, Immunology, Stem Cell Transplantation and Somatic Gene Therapy, University Children's Hospital Zürich, Zurich, ZH, Switzerland
| | - Daniel Drozdov
- Division of Oncology-Haematology, Department of Paediatrics, Kantonsspital Aarau AG, Aarau, Switzerland
- Department of Oncology, Haematology, Immunology, Stem Cell Transplantation and Somatic Gene Therapy, University Children's Hospital Zürich, Zurich, ZH, Switzerland
| | - Claudia Hügli
- Division of Oncology-Haematology, Department of Paediatrics, Kantonsspital Aarau AG, Aarau, Switzerland
| | - Katrin Scheinemann
- Division of Oncology-Haematology, Department of Paediatrics, Kantonsspital Aarau AG, Aarau, Switzerland
- Department of Paediatrics, McMaster Children's Hospital, Hamilton, Ontario, Canada
- University of Basel, Basel, Switzerland
- McMaster University, Hamilton, Ontario, Canada
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43
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McCastlain K, Howell CR, Welsh CE, Wang Z, Wilson CL, Mulder HL, Easton J, Mertens AC, Zhang J, Yasui Y, Hudson MM, Robison LL, Kundu M, Ness KK. The Association of Mitochondrial Copy Number With Sarcopenia in Adult Survivors of Childhood Cancer. J Natl Cancer Inst 2021; 113:1570-1580. [PMID: 33871611 PMCID: PMC8562958 DOI: 10.1093/jnci/djab084] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 04/07/2021] [Accepted: 04/14/2021] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Adult childhood cancer survivors are at risk for frailty, including low muscle mass and weakness (sarcopenia). Using peripheral blood mitochondrial DNA copy number (mtDNAcn) as a proxy for functional mitochondria, this study describes cross-sectional associations between mtDNAcn and sarcopenia among survivors. METHODS Among 1762 adult childhood cancer survivors (51.6% male; median age = 29.4 years, interquartile range [IQR] = 23.3-36.8), with a median of 20.6 years from diagnosis (IQR = 15.2-28.2), mtDNAcn estimates were derived from whole-genome sequencing. A subset was validated by quantitative polymerase chain reaction and evaluated cross-sectionally using multivariable logistic regression for their association with sarcopenia, defined by race-, age-, and sex-specific low lean muscle mass or weak grip strength. All statistical tests were 2-sided. RESULTS The prevalence of sarcopenia was 27.0%, higher among female than male survivors (31.5% vs 22.9%; P < .001) and associated with age at diagnosis; 51.7% of survivors with sarcopenia were diagnosed ages 4-13 years (P = .01). Sarcopenia was most prevalent (39.0%) among central nervous system tumor survivors. Cranial radiation (odds ratio [OR] = 1.84, 95% confidence interval [CI] = 1.32 to 2.59) and alkylating agents (OR = 1.34, 95% CI = 1.04 to 1.72) increased, whereas glucocorticoids decreased odds (OR = 0.72, 95% CI = 0.56 to 0.93) of sarcopenia. mtDNAcn decreased with age (β = -0.81, P = .002) and was higher among female survivors (β = 9.23, P = .01) and among survivors with a C allele at mt.204 (β = -17.9, P = .02). In adjusted models, every standard deviation decrease in mtDNAcn increased the odds of sarcopenia 20% (OR = 1.20, 95% CI = 1.07 to 1.34). CONCLUSIONS A growing body of evidence supports peripheral blood mtDNAcn as a biomarker for adverse health outcomes; however, this study is the first to report an association between mtDNAcn and sarcopenia among childhood cancer survivors.
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Affiliation(s)
- Kelly McCastlain
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Carrie R Howell
- Department of Preventive Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Catherine E Welsh
- Department of Mathematics & Computer Science, Rhodes College, Memphis, TN, USA
| | - Zhaoming Wang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Carmen L Wilson
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Heather L Mulder
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Ann C Mertens
- Aflac Cancer & Blood Disorders Center at Children’s Healthcare of Atlanta, GA, USA
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Jinghui Zhang
- Department of Computational Biology, 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
| | - Melissa M Hudson
- 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
| | - Mondira Kundu
- Department of Pathology, 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
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44
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Delaney A, Howell CR, Krull KR, Brinkman TM, Armstrong GT, Chemaitilly W, Wilson CL, Mulrooney DA, Wang Z, Lanctot JQ, Johnson RE, Krull MR, Partin RE, Shelton KC, Srivastava DK, Robison LL, Hudson MM, Ness KK. Progression of Frailty in Survivors of Childhood Cancer: A St. Jude Lifetime Cohort Report. J Natl Cancer Inst 2021; 113:1415-1421. [PMID: 33720359 DOI: 10.1093/jnci/djab033] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 02/02/2021] [Accepted: 03/04/2021] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Some adult survivors of childhood cancers develop frailty at higher rates than expected based on their chronological age. This study examined the incidence of frailty among survivors at 10 or more years after diagnosis, frailty prevalence 5 years later, and risk factors for becoming frail. METHODS Frailty was measured at study entry and 5 years later. Logistic regression tested the associations of several factors with having frailty at 5 years for all participants and separately by sex and by study entry frailty status. Cox models evaluated the hazard of death associated with entry frailty considering covariates. RESULTS Cancer survivors (range = 0-22 years at diagnosis, median = 7 years) were ages 18-45 years (median = 30 years) at study entry. Frailty prevalence increased from 6.2% (95% confidence interval [CI] = 5.0% to 7.5%) to 13.6% (95% CI = 11.9% to 15.4%) at 5 years. Risk factors for frailty at follow-up among all survivors included chest radiation 20 Gy or higher (odds ratio [OR] = 1.98, 95% CI = 1.29 to 3.05), cardiac (OR = 1.58, 95% CI = 1.02 to 2.46), and neurological (OR = 2.58, 95% CI = 1.69 to 3.92) conditions; lack of strength training (OR = 1.74, 95% CI = 1.14 to 2.66); sedentary lifestyle (OR = 1.75, 95% CI = 1.18 to 2.59); and frailty at study entry (OR = 11.12, 95% CI = 6.64 to 18.61). The strongest risk factor for death during follow-up was prior frailty (OR = 3.52, 95% CI = 1.95 to 6.32). CONCLUSIONS Prevalent frailty more than doubled at 5 years after study entry among adult childhood cancer survivors. Frailty at entry was the strongest risk factor for death. Because treatment exposures cannot be changed, mitigation of other risk factors for frailty, including lack of strength training and sedentary lifestyle, may decrease risk of adverse health events and improve longevity in survivors.
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Affiliation(s)
- Angela Delaney
- Department of 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
| | - Carrie R Howell
- Department of Preventative Medicine, University of Alabama at Birmingham, Birmingham, AL, 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
| | - 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
| | - 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
| | - Wassim Chemaitilly
- Department of 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
| | - Carmen L Wilson
- 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
| | - Zhaoming Wang
- Department of Epidemiology and Cancer Control, 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
| | - Ruth E Johnson
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Matthew R Krull
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Robyn E Partin
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kyla C 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
| | - 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
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Hayek S, Dhaduk R, Sapkota Y, Evans WE, Diouf B, Bjornard K, Wilson CL, Hudson MM, Robison LL, Khan RB, Srivastava DK, Krull KR, Ness KK. Concordance between Self-reported Symptoms and Clinically Ascertained Peripheral Neuropathy among Childhood Cancer Survivors: the St. Jude Lifetime Cohort Study. Cancer Epidemiol Biomarkers Prev 2021; 30:2256-2267. [PMID: 34583966 DOI: 10.1158/1055-9965.epi-21-0644] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Revised: 07/30/2021] [Accepted: 09/13/2021] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Childhood cancer survivors are at elevated risk for motor and/or sensory neuropathy. The study aims to evaluate the concordance between self-report peripheral neuropathy compared with clinically ascertained peripheral neuropathy, and to identify factors associated with misclassification of peripheral neuropathy among survivors. METHODS The concordance between self-report and clinically ascertained peripheral neuropathy was evaluated among 2,933 5+ years old childhood cancer survivors (mean age 33.3, SD = 8.9). The sensitivity, specificity, and accuracy of self-report peripheral motor neuropathy (PMN) and peripheral sensory neuropathy (PSN) were calculated with reference to clinically assessed peripheral neuropathy. RESULTS Female survivors were more likely than male survivors to have clinically ascertained PMN (8.4% vs. 5.6%, P = 0.004). For females, having either PSN or PMN the most sensitive, specific, and accurate self-reported symptom was endorsing ≥2 symptoms on the self-report questionnaire (43.2%, 90.3%, and 85.2%, respectively), with kappa of 0.304. For males, having either PSN or PMN the most sensitive, specific, and accurate self-reported symptom was endorsing ≥2 symptoms on the self-report questionnaire (38.8%, 90.5%, and 86.3%, respectively) with kappa of 0.242. Age at diagnosis, emotional distress, and reporting pain in legs in the past 4 weeks were associated with an increased risk for false-positive reporting of peripheral neuropathy. Race (White), age at assessment, and emotional distress were associated with increased risk for false-negative reporting of peripheral neuropathy. CONCLUSIONS Agreement between self-report and clinically ascertained peripheral neuropathy was poor in survivors. Choosing self-report versus clinical ascertained peripheral neuropathy should be carefully considered. IMPACT The current study identifies the need for a self-report questionnaire that accurately assesses symptoms of peripheral neuropathy among cancer survivors.
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Affiliation(s)
- Samah Hayek
- Clalit Research Institute, Clalit Health Services, Ramat-Gan, Israel
| | - Rikeenkumar Dhaduk
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Yadav Sapkota
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - William E Evans
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Barthelemy Diouf
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Kari Bjornard
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Carmen L Wilson
- Department of Epidemiology and Cancer Control, 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
| | - Leslie L Robison
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Raja B Khan
- Division of Neurology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Deo Kumar Srivastava
- Department of Biostatistics, 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
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St. Jude Children's Research Hospital, Memphis, Tennessee.
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Ryder-Burbidge C, Diaz RL, Barr RD, Gupta S, Nathan PC, McKillop SJ, Fidler-Benaoudia MM. The Burden of Late Effects and Related Risk Factors in Adolescent and Young Adult Cancer Survivors: A Scoping Review. Cancers (Basel) 2021; 13:cancers13194870. [PMID: 34638350 PMCID: PMC8508204 DOI: 10.3390/cancers13194870] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 09/18/2021] [Accepted: 09/22/2021] [Indexed: 12/18/2022] Open
Abstract
Simple Summary It is unclear what the risk of negative health outcomes is after cancer during adolescence and young adulthood. We conducted a review to understand the risk of second cancers, chronic conditions, and death in adolescent and young adult (AYA) cancer survivors and found factors that increase the risk. In total, 652 studies were identified, of which 106 were included in the review: 23 for second cancers, 34 for chronic conditions, and 54 for deaths. The number of included studies increased over time, from four studies in 2010 to 17 in 2020. The studies found that AYA cancer survivors are at an increased risk of second cancers, chronic conditions, and deaths. In particular, the following factors increased risk: radiation exposure for second cancers; younger attained age and earlier calendar period of diagnosis for chronic conditions; and non-Hispanic Black or Hispanic, low socioeconomic status, and earlier calendar period of diagnosis for deaths. Abstract Risk factors associated with late effects in survivors of adolescent and young adult (AYA) cancer are poorly understood. We conducted a systematic scoping review to identify cohort studies published in English from 2010–2020 that included: (1) cancer survivors who were AYAs (age 15–39 years) at diagnosis and (2) outcomes of subsequent malignant neoplasms (SMNs), chronic conditions, and/or late mortality (>5 years postdiagnosis). There were 652 abstracts identified and, ultimately, 106 unique studies were included, of which 23, 34, and 54 studies related to the risk of SMNs, chronic conditions, and mortality, respectively. Studies investigating late effects among survivors of any primary cancer reported that AYA cancer survivors were at higher risk of SMN, chronic conditions, and all-cause mortality compared to controls. There was an indication that the following factors increased risk: radiation exposure (n = 3) for SMNs; younger attained age (n = 4) and earlier calendar period of diagnosis (n = 3) for chronic conditions; and non-Hispanic Black or Hispanic (n = 5), low socioeconomic status (n = 3), and earlier calendar period of diagnosis (n = 4) for late mortality. More studies including the full AYA age spectrum, treatment data, and results stratified by age, sex, and cancer type are needed to advance knowledge about late effects in AYA cancer survivors.
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Affiliation(s)
- Charlotte Ryder-Burbidge
- Cancer Care Alberta, Alberta Health Services, Holy Cross Centre, Department of Cancer Epidemiology and Prevention Research, 5th Floor, BOX ACB, 2210-2 St. SW, Calgary, AB T2S 3C3, Canada; (C.R.-B.); (R.L.D.)
| | - Ruth L. Diaz
- Cancer Care Alberta, Alberta Health Services, Holy Cross Centre, Department of Cancer Epidemiology and Prevention Research, 5th Floor, BOX ACB, 2210-2 St. SW, Calgary, AB T2S 3C3, Canada; (C.R.-B.); (R.L.D.)
| | - Ronald D. Barr
- Health Sciences Centre 3A, Department of Pediatrics, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4K1, Canada;
| | - Sumit Gupta
- Department of Pediatrics, Division of Hematology/Oncology, The Hospital for Sick Children, 555 University Avenue, Toronto, ON M5G 1X8, Canada; (S.G.); (P.C.N.)
| | - Paul C. Nathan
- Department of Pediatrics, Division of Hematology/Oncology, The Hospital for Sick Children, 555 University Avenue, Toronto, ON M5G 1X8, Canada; (S.G.); (P.C.N.)
| | - Sarah J. McKillop
- Department of Pediatrics, Edmonton Clinic Health Academy, University of Alberta, 11405-87 Avenue, Edmonton, AL T6G 1C9, Canada;
| | - Miranda M. Fidler-Benaoudia
- Cancer Care Alberta, Alberta Health Services, Holy Cross Centre, Department of Cancer Epidemiology and Prevention Research, 5th Floor, BOX ACB, 2210-2 St. SW, Calgary, AB T2S 3C3, Canada; (C.R.-B.); (R.L.D.)
- Departments of Oncology and Community Health Sciences, University of Calgary, 2500 University Dr. NW, Calgary, AB T2N 1N4, Canada
- Correspondence:
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47
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Chardon ML, Beal SJ, Breen G, McGrady ME. Systematic Review of Substance Use Measurement Tools in Adolescent and Young Adult Childhood Cancer Survivors. J Adolesc Young Adult Oncol 2021; 11:333-345. [PMID: 34550793 PMCID: PMC9464089 DOI: 10.1089/jayao.2021.0086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Substance use among adolescents and young adults (AYAs) is associated with an increased risk of poor physical and mental health outcomes. For AYA childhood cancer survivors (CCSs), substance use may also increase their likelihood of experiencing late effects. As a result, professional organizations recommend that AYA CCSs be regularly screened for risk behaviors, including substance use. The best methods for assessing these behaviors as part of clinical care for AYA CCSs, however, remain unclear. To begin to address this gap, the purpose of this study was to systematically review written substance use measures that have been used with AYA CCSs and published between 2000 and 2020. A search of PubMed, PsycINFO, and CINAHL using terms related to substance use and AYA CCSs identified 47 articles representing 20 different written substance use measures that evaluated current substance use (i.e., use of alcohol, tobacco, marijuana, prescription medications taken in a manner other than as prescribed, and/or other illicit substances within the 12 months). Measures varied in domains assessed, item formats, and response formats. Results are presented alongside recommendations for selecting screening tools for use with AYA CCS populations in both clinical and research settings.
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Affiliation(s)
- Marie L Chardon
- Division of Behavioral Medicine & Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - Sarah J Beal
- Division of Behavioral Medicine & Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | - Gabriella Breen
- Division of Behavioral Medicine & Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - Meghan E McGrady
- Division of Behavioral Medicine & Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, USA.,Patient and Family Wellness Center, Cancer and Blood Diseases Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
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48
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Petrykey K, Rezgui AM, Guern ML, Beaulieu P, St-Onge P, Drouin S, Bertout L, Wang F, Baedke JL, Yasui Y, Hudson MM, Raboisson MJ, Laverdière C, Sinnett D, Andelfinger GU, Krajinovic M. Genetic factors in treatment-related cardiovascular complications in survivors of childhood acute lymphoblastic leukemia. Pharmacogenomics 2021; 22:885-901. [PMID: 34505544 PMCID: PMC9043873 DOI: 10.2217/pgs-2021-0067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 08/12/2021] [Indexed: 11/21/2022] Open
Abstract
Aim: Cardiovascular disease represents one of the main causes of secondary morbidity and mortality in patients with childhood cancer. Patients & methods: To further address this issue, we analyzed cardiovascular complications in relation to common and rare genetic variants derived through whole-exome sequencing from childhood acute lymphoblastic leukemia survivors (PETALE cohort). Results: Significant associations were detected among common variants in the TTN gene, left ventricular ejection fraction (p ≤ 0.0005), and fractional shortening (p ≤ 0.001). Rare variants enrichment in the NOS1, ABCG2 and NOD2 was observed in relation to left ventricular ejection fraction, and in NOD2 and ZNF267 genes in relation to fractional shortening. Following stratification according to risk groups, the modulatory effect of rare variants was additionally found in the CBR1, ABCC5 and AKR1C3 genes. None of the associations was replicated in St-Jude Lifetime Cohort Study. Conclusion: Further studies are needed to confirm whether the described genetic markers may be useful in identifying patients at increased risk of these complications.
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Affiliation(s)
- Kateryna Petrykey
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
- Department of Pharmacology & Physiology, Université de Montréal, QC, H3T 1J4, Canada
| | - Aziz M Rezgui
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
| | - Mathilde Le Guern
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
| | - Patrick Beaulieu
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
| | - Pascal St-Onge
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
| | - Simon Drouin
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
| | - Laurence Bertout
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
| | - Fan Wang
- Department of Epidemiology & Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Jessica L Baedke
- Department of Epidemiology & Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Yutaka Yasui
- Department of Epidemiology & Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Melissa M Hudson
- Department of Epidemiology & Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Marie-Josée Raboisson
- Department of Pediatrics, Université de Montréal, QC, H3T 1C5, Canada
- Cardiology Unit, Sainte-Justine University Health Center (SJUHC), Montreal, QC, H3T 1C5, Canada
| | - Caroline Laverdière
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
- Department of Pediatrics, Université de Montréal, QC, H3T 1C5, Canada
| | - Daniel Sinnett
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
- Department of Pediatrics, Université de Montréal, QC, H3T 1C5, Canada
| | - Gregor U Andelfinger
- Department of Pediatrics, Université de Montréal, QC, H3T 1C5, Canada
- Fetomaternal and Neonatal Pathologies Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC, H3T 1C5, Canada
| | - Maja Krajinovic
- Immune Diseases and Cancer Research Axis, Sainte-Justine University Health Center (SJUHC), Montreal, QC H3T 1C5, Canada
- Department of Pharmacology & Physiology, Université de Montréal, QC, H3T 1J4, Canada
- Department of Pediatrics, Université de Montréal, QC, H3T 1C5, Canada
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49
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Güntürkün F, Akbilgic O, Davis RL, Armstrong GT, Howell RM, Jefferies JL, Ness KK, Karabayir I, Lucas JT, Srivastava DK, Hudson MM, Robison LL, Soliman EZ, Mulrooney DA. Artificial Intelligence-Assisted Prediction of Late-Onset Cardiomyopathy Among Childhood Cancer Survivors. JCO Clin Cancer Inform 2021; 5:459-468. [PMID: 33909450 DOI: 10.1200/cci.20.00176] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
PURPOSE Early identification of childhood cancer survivors at high risk for treatment-related cardiomyopathy may improve outcomes by enabling intervention before development of heart failure. We implemented artificial intelligence (AI) methods using the Children's Oncology Group guideline-recommended baseline ECG to predict cardiomyopathy. MATERIAL AND METHODS Seven AI and signal processing methods were applied to 10-second 12-lead ECGs obtained on 1,217 adult survivors of childhood cancer prospectively followed in the St Jude Lifetime Cohort (SJLIFE) study. Clinical and echocardiographic assessment of cardiac function was performed at initial and follow-up SJLIFE visits. Cardiomyopathy was defined as an ejection fraction < 50% or an absolute drop from baseline ≥ 10%. Genetic algorithm was used for feature selection, and extreme gradient boosting was applied to predict cardiomyopathy during the follow-up period. Model performance was evaluated by five-fold stratified cross-validation. RESULTS The median age at baseline SJLIFE evaluation was 31.7 years (range 18.4-66.4), and the time between baseline and follow-up evaluations was 5.2 years (0.5-9.5). Two thirds (67.1%) of patients were exposed to chest radiation, and 76.6% to anthracycline chemotherapy. One hundred seventeen (9.6%) patients developed cardiomyopathy during follow-up. In the model based solely on ECG features, the cross-validation area under the curve (AUC) was 0.87 (95% CI, 0.83 to 0.90), whereas the model based on clinical features had an AUC of 0.69 (95% CI, 0.64 to 0.74). In the model based on ECG and clinical features, the cross-validation AUC was 0.89 (95% CI, 0.86 to 0.91), with a sensitivity of 78% and a specificity of 81%. CONCLUSION AI using ECG data may assist in the identification of childhood cancer survivors at increased risk for developing future cardiomyopathy.
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Affiliation(s)
- Fatma Güntürkün
- Center for Biomedical Informatics, University of Tennessee Health Science Center, Memphis, TN
| | - Oguz Akbilgic
- Department of Health Informatics and Data Science, Loyola University Chicago, Maywood, IL
| | - Robert L Davis
- Center for Biomedical Informatics, University of Tennessee Health Science Center, Memphis, TN
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Rebecca M Howell
- Division of Radiation Oncology, Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - John L Jefferies
- The Cardiovascular Institute, University of Tennessee Health Science Center, Memphis, TN
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN
| | - Ibrahim Karabayir
- Department of Health Informatics and Data Science, Loyola University Chicago, Maywood, IL.,Kirklareli University, Kirklareli, Turkey
| | - John T Lucas
- Department of Radiation Oncology, 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.,The Cardiovascular Institute, University of Tennessee Health Science Center, 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
| | - Elsayed Z Soliman
- Epidemiology and Prevention, Wake Forest School of Medicine, Winston-Salem, NC
| | - Daniel A Mulrooney
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, TN.,The Cardiovascular Institute, University of Tennessee Health Science Center, Memphis, TN.,Department of Oncology, St Jude Children's Research Hospital, Memphis, TN
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50
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Jefferies JL, Mazur WM, Howell CR, Plana JC, Ness KK, Li Z, Joshi VM, Green DM, Mulrooney DA, Towbin JA, Martinez HR, Goldberg JF, Howell RM, Srivastava DK, Robison LL, Hudson MM, Armstrong GT. Cardiac remodeling after anthracycline and radiotherapy exposure in adult survivors of childhood cancer: A report from the St Jude Lifetime Cohort Study. Cancer 2021; 127:4646-4655. [PMID: 34411296 DOI: 10.1002/cncr.33860] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 06/03/2021] [Accepted: 06/25/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND Limited data exist regarding left ventricular remodeling patterns observed in adult survivors of childhood cancer after therapy. METHODS Among 1190 adult survivors diagnosed with childhood cancer (median age at diagnosis, 9 years [interquartile range (IQR), 3.8-14.4 years]; age at evaluation, 35.6 years [IQR, 29.5-42.8 years]), treatment exposures included anthracyclines (n = 346), chest radiotherapy (n = 174), both (n = 245), or neither (n = 425). Prospective echocardiographic assessment compared survivors with 449 noncancer controls classified according to left ventricle geometric patterns. Associations between left ventricle geometric patterns and decreased exercise tolerance were assessed. RESULTS Overall, 28.2% of survivors (95% confidence interval [CI], 25.6%-30.8%) exhibited concentric remodeling, 2.4% (95% CI, 1.6%-3.5%) exhibited eccentric hypertrophy, and 1.1% (95% CI, 0.6%-1.9%) exhibited concentric hypertrophy. A greater proportion of survivors who received only chest radiotherapy (41%) had concentric remodeling compared with those who received only anthracyclines (24%), both (27%), or neither (27%; all P < .001), and all were greater than the proportions in noncancer controls (18%; all P < .05). Concentric remodeling was associated with radiation exposure, but not with anthracycline exposure, in multivariable models. Survivors who had concentric remodeling were more likely to have a maximal oxygen uptake peak <85% compared with those who had normal geometry (81.0% vs 66.3%; odds ratio, 1.75; 95% CI, 1.15-2.68). CONCLUSIONS Chest radiation therapy, but not anthracycline therapy, increased the risk for concentric remodeling in survivors of childhood cancer. The presence of concentric remodeling was associated with increased exercise intolerance.
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Affiliation(s)
- John L Jefferies
- The Cardiovascular Institute, University of Tennessee Health Science Center, Memphis, Tennessee
| | | | - Carrie R Howell
- Department of Medicine, Division of Preventive Medicine, University of Alabama Birmingham, Birmingham, Alabama
| | - Juan C Plana
- Division of Cardiology, Baylor College of Medicine, Houston, Texas
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee
| | - Zhenghong Li
- Department of Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee
| | - Vijaya M Joshi
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Daniel M Green
- 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
| | - Jeffrey A Towbin
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Hugo R Martinez
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Jason F Goldberg
- Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Rebecca M Howell
- Department of Radiation Physics, Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Deo Kumar Srivastava
- Department of Biostatistics, 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 Epidemiology and Cancer Control, St Jude Children's Research Hospital, Memphis, Tennessee.,Department of Oncology, 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
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