The cumulative burden of surviving childhood cancer: an initial report from the St Jude Lifetime Cohort Study (SJLIFE)
Open accessAbstract
Background Survivors of childhood cancer develop early and severe chronic health conditions (CHCs). A quantitative landscape of morbidity of survivors, however, has not been described. We aimed to describe the cumulative burden of curative cancer therapy in a clinically assessed ageing population of long-term survivors of childhood cancer. Methods The St Jude Lifetime Cohort Study (SJLIFE) retrospectively collected data on CHCs in all patients treated for childhood cancer at the St Jude Children's Research Hospital who survived 10 years or longer from initial diagnosis and were 18 years or older as of June 30, 2015. Age-matched and sex-frequency-matched community controls were used for comparison. 21 treatment exposure variables were included in the analysis, with data abstracted from medical records. 168 CHCs for all participants were graded for severity using a modified Common Terminology Criteria of Adverse Events. Multiple imputation with predictive mean matching was used for missing occurrences and grades of CHCs in the survivors who were not clinically evaluable. Mean cumulative count was used for descriptive cumulative burden analysis and marked-point-process regression was used for inferential cumulative burden analysis. Findings Of 5522 patients treated for childhood cancer at St Jude Children's Research Hospital who had complete records, survived 10 years or longer, and were 18 years or older at time of study, 3010 (54·5%) were alive, had enrolled, and had had prospective clinical assessment. 2512 (45·5%) of the 5522 patients were not clinically evaluable. The cumulative incidence of CHCs at age 50 years was 99·9% (95% CI 99·9-99·9) for grade 1-5 CHCs and 96·0% (95% CI 95·3-96·8%) for grade 3-5 CHCs. By age 50 years, a survivor had experienced, on average, 17·1 (95% CI 16·2-18·1) CHCs of any grade, of which 4·7 (4·6-4·9) were CHCs of grade 3-5. The cumulative burden in matched community controls of grade 1-5 CHCs was 9·2 (95% CI 7·9-10·6; p<0·0001 vs total study population) and of grade 3-5 CHCs was 2·3 (1·9-2·7, p<0·0001 vs total study population). Second neoplasms, spinal disorders, and pulmonary disease were major contributors to the excess total cumulative burden. Notable heterogeneity in the distribution of CHC burden in survivors with differing primary cancer diagnoses was observed. The cumulative burden of grade 1-5 CHCs at age 50 years was highest in survivors of CNS malignancies (24·2 [95% CI 20·9-27·5]) and lowest in survivors of germ cell tumours (14·0 [11·5-16·6]). Multivariable analyses showed that older age at diagnosis, treatment era, and higher doses of brain and chest radiation are significantly associated with a greater cumulative burden and severity of CHCs. Interpretation The burden of CHCs in survivors of childhood cancer is substantial and highly variable. Our assessment of total cumulative burden in survivors of paediatric cancer, with detailed characterisation of long-term CHCs, provide data to better inform future clinical guidelines, research investigations, and health services planning for this vulnerable, medically complex population. Funding The US National Cancer Institute, St Baldrick's Foundation, and the American Lebanese Syrian Associated Charities.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Cancer survivors are at an increased risk of developing secondary primary malignancies and non-cancer chronic diseases, such as chronic heart failure, coronary heart disease and pulmonary fibrosis, earlier and faster than the general population as a result of impaired organ function.
“Cancer survivors are at an increased risk of developing secondary primary malignancies and non-cancer chronic diseases, such as chronic heart failure, coronary heart disease and pulmonary fibrosis, earlier and faster than the general population as a result of impaired organ function 195,196 .”
From Senescence and cancer — role and therapeutic opportunities (2022) · cites this paper as [196]
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Models for Delivering Survivorship Care
Oeffinger, K. C., & McCabe, M. S. (2006) · Journal of Clinical Oncology · doi:10.1200/jco.2006.07.0474 · Cited by 485 · see citing works
Flagged first, then by citations
Research works printed but not linked: 28
- [1]Armstrong GT Chen Y Yasui Y Reduction in Late Mortality among 5-Year Survivors of Childhood Cancer N Engl J Med 2016 374 9 833 42 26761625 PMC4786452
- [3]Winther JF Kenborg L Byrne J Childhood cancer survivor cohorts in Europe Acta Oncol 2015 54 5 655 68 25813473
- [4]Fidler MM Reulen RC Winter DL Long term cause specific mortality among 34 489 five year survivors of childhood cancer in Great Britain: population based cohort study BMJ 2016 354 i4351 27586237 PMC5008696
- [5]Robison LL Hudson MM Survivors of childhood and adolescent cancer: life-long risks and responsibilities Nat Rev Cancer 2014 14 1 61 70 24304873 PMC6425479
- [6]Oeffinger KC Mertens AC Sklar CA Chronic health conditions in adult survivors of childhood cancer N Engl J Med 2006 355 15 1572 82 17035650
- [7]Hudson MM Ness KK Gurney JG Clinical ascertainment of health outcomes among adults treated for childhood cancer JAMA 2013 309 22 2371 81 23757085 PMC3771083
- [8]Geenen MM Cardous-Ubbink MC Kremer LC Medical assessment of adverse health outcomes in long-term survivors of childhood cancer JAMA 2007 297 24 2705 15 17595271
- [9]Bhatia S Armenian SH Armstrong GT Collaborative Research in Childhood Cancer Survivorship: The Current Landscape J Clin Oncol 2015 33 27 3055 64 26304891 PMC4567704
- [10]Reulen RC Frobisher C Winter DL Long-term risks of subsequent primary neoplasms among survivors of childhood cancer JAMA 2011 305 22 2311 9 21642683
- [11]Hudson MM Ness KK Nolan VG Prospective medical assessment of adults surviving childhood cancer: study design, cohort characteristics, and feasibility of the St. Jude Lifetime Cohort study Pediatr Blood Cancer 2011 56 5 825 36 21370418 PMC3088729
- [12]Bhakta N Liu Q Yeo F Cumulative burden of cardiovascular morbidity in paediatric, adolescent, and young adult survivors of Hodgkin's lymphoma: an analysis from the St Jude Lifetime Cohort Study Lancet Oncol 2016 17 9 1325 34 27470081 PMC5029267
- [13]Landier W Bhatia S Eshelman DA Development of risk-based guidelines for pediatric cancer survivors: the Children's Oncology Group Long-Term Follow-Up Guidelines from the Children's Oncology Group Late Effects Committee and Nursing Discipline J Clin Oncol 2004 22 24 4979 90 15576413
- [14]Hudson MM Ehrhardt MJ Bhakta N Approach for Classification and Severity-grading of Long-term and Late-onset Health Events among Childhood Cancer Survivors in the St. Jude Lifetime Cohort Cancer Epidemiol Biomarkers Prev 2016 PMC5413397 28035022
- [15]Kelly TL Wilson KE Heymsfield SB Dual energy X-Ray absorptiometry body composition reference values from NHANES PLoS One 2009 4 9 e7038 19753111 PMC2737140
- [16]Molenberghs G Fitzmaurice GM Kenward MG Tsiatis AA Verbeke G Handbook of missing data methodology Boca Raton CRC Press, Taylor & Francis Group 2015
- [17]Little RJA Rubin DB Statistical analysis with missing data 2 New York, N.Y. Wiley 2014
- [18]Dong H Robison LL Leisenring WM Martin LJ Armstrong GT Yasui Y Estimating the burden of recurrent events in the presence of competing risks: the method of mean cumulative count Am J Epidemiol 2015 181 7 532 40 25693770 PMC4371763
- [19]Geskus RB Cause-Specific Cumulative Incidence Estimation and the Fine and Gray Model Under Both Left Truncation and Right Censoring Biometrics 2011 67 1 39 49 20377575
- [20]Berridge DM An application of a marked point process in pre-clinical medicine Stat Med 1996 15 24 2751 62 8981684
- [21]Rebholz CE Reulen RC Toogood AA Health care use of long-term survivors of childhood cancer: the British Childhood Cancer Survivor Study J Clin Oncol 2011 29 31 4181 8 21947833
- [22]Aznar MC Darby S Collins GP Cutter D Cumulative burden of disease: a relevant measure of the late side-effects of cancer treatment Lancet Oncol 2016 17 9 1189 90 27470082
- [23]Hudson MM Neglia JP Woods WG Lessons from the past: opportunities to improve childhood cancer survivor care through outcomes investigations of historical therapeutic approaches for pediatric hematological malignancies Pediatr Blood Cancer 2012 58 3 334 43 22038641 PMC3256299
- [25]Suh E Daugherty CK Wroblewski K General internists' preferences and knowledge about the care of adult survivors of childhood cancer: a cross-sectional survey Ann Intern Med 2014 160 1 11 7 24573662 PMC4337806
- [26]Sieswerda E Font-Gonzalez A Reitsma JB High Hospitalization Rates in Survivors of Childhood Cancer: A Longitudinal Follow-Up Study Using Medical Record Linkage PLoS One 2016 11 7 e0159518 27433937 PMC4951023
- [27]Brewster DH Clark D Hopkins L Subsequent hospitalisation experience of 5-year survivors of childhood, adolescent, and young adult cancer in Scotland: a population based, retrospective cohort study Br J Cancer 2014 110 5 1342 50 24366296 PMC3950849
- [28]Pappas G Yujiang J Seiler N Perspectives on the role of patient-centered medical homes in HIV Care Am J Public Health 2014 104 7 e49 53 PMC4056203 24832431
- [29]Dale SB Ghosh A Peikes DN Two-Year Costs and Quality in the Comprehensive Primary Care Initiative N Engl J Med 2016 374 24 2345 56 27074035
- [30]Krull KR Cheung YT Liu W Chemotherapy Pharmacodynamics and Neuroimaging and Neurocognitive Outcomes in Long-Term Survivors of Childhood Acute Lymphoblastic Leukemia J Clin Oncol 2016 34 22 2644 53 27269941 PMC5321052
Cited by
Sorted by citations
Senescence and cancer — role and therapeutic opportunities
Schmitt, C. A., Wang, B., & Demaria, M. (2022) · Nature Reviews Clinical Oncology · doi:10.1038/s41571-022-00668-4 · Cited by 794 · see citing works
Cumulative burden of psychiatric disorders and self-harm across 26 adult cancers
Chang, W. H., & Lai, A. G. (2022) · Nature Medicine · doi:10.1038/s41591-022-01740-3 · Cited by 81 · see citing works
Long-term health-related quality of life in young childhood cancer survivors and their parents
Fardell, J. E., Wakefield, C. E., De Abreu Lourenco, R., Signorelli, C., McCarthy, M., McLoone, J., Osborn, M., Gabriel, M., Anazodo, A., Alvaro, F., et al. (2021) · Pediatric Blood & Cancer · doi:10.1002/pbc.29398 · Cited by 61 · see citing works
Neurocognitive and behavioral outcomes of Chinese survivors of childhood lymphoblastic leukemia
Peng, L., Yang, L. S., Yam, P., Lam, C. S., Chan, A. S.-Y., Li, C. K., & Cheung, Y. T. (2021) · Frontiers in Oncology · doi:10.3389/fonc.2021.655669 · Cited by 29 · see citing works
Verbruggen, L. C., Wang, Y., Armenian, S. H., Ehrhardt, M. J., van der Pal, H. J. H., van Dalen, E. C., van As, J. W., Bardi, E., Baust, K., Berger, C., et al. (2020) · Pediatric Blood & Cancer · doi:10.1002/pbc.28702 · Cited by 31 · see citing works
Self-citationStreefkerk, N., Teepen, J. C., Feijen, E. A. M., Jóźwiak, K., van der Pal, H. J. H., Ronckers, C. M., De Vries, A. C. H., Van der Heiden‐van Der Loo, M., Hollema, N., van den Berg, M., et al. (2024) · Cancer · doi:10.1002/cncr.35148 · Cited by 15 · see citing works
van Erp, L. M. E., Maurice-Stam, H., Beek, L. R., Kremer, L. C. M., den Hartogh, J. G., van Gorp, M., Huizinga, G. A., & Grootenhuis, M. A. (2023) · Journal of Psychosocial Oncology · doi:10.1080/07347332.2022.2150110 · Cited by 13 · see citing works
- Authors
- Bhakta, N., Liu, Q., Ness, K. K., Baassiri, M., Eissa, H., Yeo, F., Chemaitilly, W., Ehrhardt, M. J., Bass, J., Bishop, M. W., Shelton, K., Lu, L., Huang, S., Li, Z., Caron, E., Lanctot, J., Howell, C., Folse, T., Joshi, V., Green, D. M., Mulrooney, D. A., Armstrong, G. T., Krull, K. R., Brinkman, T. M., Khan, R. B., Srivastava, D. K., Hudson, M. M., Yasui, Y., & Robison, L. L.
- Affiliations
- St. Jude Children's Research Hospital (US)
- University of Alberta (CA)
- University of Tennessee Health Science Center (US)
- Corresponding author
- Bhakta, Nickhill
- ORCID
- Bhakta, Nickhill
- Liu, Qi
- Ness, Kirsten K
- Baassiri, Malek
- Chemaitilly, Wassim
- Ehrhardt, Matthew J
- Bass, Johnnie
- Bishop, Michael W
- Shelton, Kyla
- Li, Zhenghong
- Lanctot, Jennifer
- Howell, Carrie
- Joshi, Vijaya
- Green, Daniel M
- Mulrooney, Daniel A
- Armstrong, Gregory T
- Krull, Kevin R
- Brinkman, Tara M
- Khan, Raja B
- Srivastava, Deo K
- Hudson, Melissa M
- Yasui, Yutaka
- Robison, Leslie L
- Venue
- The Lancet
- Publisher
- Elsevier BV
- Published
- 2017-12
- Volume
- 390
- Issue
- 10112
- Pages
- 2569-2582
- ISSN
- 0099-5355 (ISSN-L)
- 0140-6736
- PMC
- PMC5798235
- OpenAlex
- W2752414510
- Cited by
- 862
- References
- 1
- Citations by year
- 2026: 78 · 2025: 110 · 2024: 125 · 2023: 106 · 2022: 115 · 2021: 102 · 2020: 111 · 2019: 66 · 2018: 42 · 2017: 5 · 2013: 1
- FWCI
- 66.91
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- cc-by-nc-nd
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- Locations
- The Lancet (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (acceptedVersion, cc-by-nc-nd)
- Funders
- National Cancer Institute (U01CA195547, R01CA216354, P30CA021765)
- Topics
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Childhood Cancer Survivors' Quality of Life
- Health Sciences › Medicine › Oncology › Cancer survivorship and care
- Health Sciences › Medicine › Epidemiology › Multiple and Secondary Primary Cancers
- Keywords
- childhood cancer survivors, chronic disease, cumulative burden, long-term effects of cancer therapy, late effects, cumulative incidence, treatment-related morbidity, St. Jude Lifetime Cohort Study
- MeSH terms
- Cancer Survivors, Adolescent, Adult, Age Factors, Child, Child, Preschool, Female, Humans, Infant, Infant, Newborn, Male, Middle Aged, Neoplasms, Retrospective Studies, Time Factors, Survival Analysis, Cost of Illness, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review