Skip to main content
Top

Open Access 06-11-2024 | Constipation

Identification of meaningful individual-level change thresholds for worsening on the patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE®)

Authors: Minji K. Lee, Sandra A. Mitchell, Ethan Basch, Gina L. Mazza, Blake T. Langlais, Gita Thanarajasingam, Brenda F. Ginos, Lauren Rogak, Eric A. Meek, Jennifer Jansen, Allison M. Deal, Philip Carr, Victoria S. Blinder, Mattias Jonsson, Gita N. Mody, Tito R. Mendoza, Antonia V. Bennett, Deborah Schrag, Amylou C. Dueck

Published in: Quality of Life Research

Login to get access

Abstract

Background

We derived meaningful individual-level change thresholds for worsening in selected patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE®) items and their composite scores.

Methods

We used two data sources, the PRO-TECT trial (Alliance AFT-39) that collected PRO-CTCAE data from adults with advanced cancer at 26 United States (U.S.) community oncology practices and the PRO-CTCAE validation study that collected PRO-CTCAE data from adults undergoing chemotherapy or radiation therapy at nine U.S. cancer centers or community oncology practices. Both studies administered selected PRO-CTCAE items and EORTC QLQ-C30 scales. Conceptually, relevant QLQ-C30 domains were used as anchors to estimate meaningful change thresholds for deterioration in corresponding PRO-CTCAE items and their composite scores. Items or composites with ǀρǀ ≥ 0.30 correlation with QLQ-C30 scales were included. Changes in PRO-CTCAE scores and composites were estimated for patients who met or exceeded a 10-point deterioration on the corresponding QLQ-C30 scale. Change scores were computed between baseline and the 3-month timepoint in PRO-TECT, and in the PRO-CTCAE validation study between baseline and a single follow-up visit that occurred between 1 and 7 weeks later. For each PRO-CTCAE item, change scores could range from − 4 to 4; for a composite, change scores could range from − 3 to 3.

Results

Change scores in QLQ-C30 and PRO-CTCAE were available in 406 and 792 patients in PRO-TECT and the validation study, respectively. Across QLQ-C30 scales, the proportion of patients with a 10-point or greater worsening on QLQ-C30 ranged from 15 to 30% in the PRO-TECT data and 13% to 34% in the validation data. Across PRO-CTCAE items, anchor-based meaningful change estimates for deterioration ranged from 0.05 to 0.30 (mean 0.19) in the PRO-TECT data and from 0.19 to 0.53 (mean 0.36) in the validation data. For composites, they ranged from 0.06 to 0.27 (mean 0.17) in the PRO-TECT data and 0.22 to 0.51 (mean 0.37) in the validation data.

Conclusion

In both datasets, the minimal meaningful individual-level change threshold for worsening was one point for all items and composite scores.
ClinicalTrials.gov: NCT03249090 (AFT-39), NCT02158637 (MC1091)
Appendix
Available only for authorised users
Literature
1.
go back to reference Basch, E., Reeve, B. B., Mitchell, S. A., Clauser, S. B., Minasian, L. M., Dueck, A. C., Mendoza, T. R., Hay, J., Atkinson, T. M., Abernethy, A. P., Bruner, D. W., Cleeland, C. S., Sloan, J. A., Chilukuri, R., Baumgartner, P., Denicoff, A., St Germain, D., O’Mara, A. M., Chen, A., et al. (2014). Development of the National Cancer Institute’s patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE). Journal of the National Cancer Institute. https://doi.org/10.1093/jnci/dju244CrossRefPubMedPubMedCentral Basch, E., Reeve, B. B., Mitchell, S. A., Clauser, S. B., Minasian, L. M., Dueck, A. C., Mendoza, T. R., Hay, J., Atkinson, T. M., Abernethy, A. P., Bruner, D. W., Cleeland, C. S., Sloan, J. A., Chilukuri, R., Baumgartner, P., Denicoff, A., St Germain, D., O’Mara, A. M., Chen, A., et al. (2014). Development of the National Cancer Institute’s patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE). Journal of the National Cancer Institute. https://​doi.​org/​10.​1093/​jnci/​dju244CrossRefPubMedPubMedCentral
2.
3.
go back to reference Lee, M. K., Peipert, J. D., Cella, D., Yost, K. J., Eton, D. T., Novotny, P. J., Sloan, J. A., & Dueck, A. C. (2023). Identifying meaningful change on PROMIS short forms in cancer patients: A comparison of item response theory and classic test theory frameworks. Quality of Life Research, 32(5), 1355–1367. https://doi.org/10.1007/s11136-022-03255-3CrossRefPubMed Lee, M. K., Peipert, J. D., Cella, D., Yost, K. J., Eton, D. T., Novotny, P. J., Sloan, J. A., & Dueck, A. C. (2023). Identifying meaningful change on PROMIS short forms in cancer patients: A comparison of item response theory and classic test theory frameworks. Quality of Life Research, 32(5), 1355–1367. https://​doi.​org/​10.​1007/​s11136-022-03255-3CrossRefPubMed
9.
go back to reference Giesinger, J. M., Kieffer, J. M., Fayers, P. M., Groenvold, M., Petersen, M. A., Scott, N. W., Sprangers, M. A., Velikova, G., Aaronson, N. K., EORTC Quality of Life Group. (2016). Replication and validation of higher order models demonstrated that a summary score for the EORTC QLQ-C30 is robust. Journal of Clinical Epidemiology, 69, 79–88. https://doi.org/10.1016/j.jclinepi.2015.08.007CrossRefPubMed Giesinger, J. M., Kieffer, J. M., Fayers, P. M., Groenvold, M., Petersen, M. A., Scott, N. W., Sprangers, M. A., Velikova, G., Aaronson, N. K., EORTC Quality of Life Group. (2016). Replication and validation of higher order models demonstrated that a summary score for the EORTC QLQ-C30 is robust. Journal of Clinical Epidemiology, 69, 79–88. https://​doi.​org/​10.​1016/​j.​jclinepi.​2015.​08.​007CrossRefPubMed
10.
go back to reference Husson, O., de Rooij, B. H., Kieffer, J., Oerlemans, S., Mols, F., Aaronson, N. K., van der Graaf, W. T. A., & van de Poll-Franse, L. V. (2020). The EORTC QLQ-C30 summary score as prognostic factor for survival of patients with cancer in the “real-world”: Results from the population-based PROFILES registry. The Oncologist, 25(4), E722–E732. https://doi.org/10.1634/theoncologist.2019-0348CrossRefPubMed Husson, O., de Rooij, B. H., Kieffer, J., Oerlemans, S., Mols, F., Aaronson, N. K., van der Graaf, W. T. A., & van de Poll-Franse, L. V. (2020). The EORTC QLQ-C30 summary score as prognostic factor for survival of patients with cancer in the “real-world”: Results from the population-based PROFILES registry. The Oncologist, 25(4), E722–E732. https://​doi.​org/​10.​1634/​theoncologist.​2019-0348CrossRefPubMed
12.
go back to reference Dueck, A. C., Mendoza, T. R., Mitchell, S. A., Reeve, B. B., Castro, K. M., Rogak, L. J., Atkinson, T. M., Bennett, A. V., Denicoff, A. M., O’Mara, A. M., Li, Y., Clauser, S. B., Bryant, D. M., Bearden, J. D., 3rd., Gillis, T. A., Harness, J. K., Siegel, R. D., Paul, D. B., Cleeland, C. S., et al. (2015). Validity and reliability of the US National Cancer Institute’s patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE). JAMA Oncology, 1(8), 1051–1059. https://doi.org/10.1001/jamaoncol.2015.2639CrossRefPubMedPubMedCentral Dueck, A. C., Mendoza, T. R., Mitchell, S. A., Reeve, B. B., Castro, K. M., Rogak, L. J., Atkinson, T. M., Bennett, A. V., Denicoff, A. M., O’Mara, A. M., Li, Y., Clauser, S. B., Bryant, D. M., Bearden, J. D., 3rd., Gillis, T. A., Harness, J. K., Siegel, R. D., Paul, D. B., Cleeland, C. S., et al. (2015). Validity and reliability of the US National Cancer Institute’s patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE). JAMA Oncology, 1(8), 1051–1059. https://​doi.​org/​10.​1001/​jamaoncol.​2015.​2639CrossRefPubMedPubMedCentral
13.
go back to reference Cleeland, C. S., Zhao, F., Chang, V. T., Sloan, J. A., O’Mara, A. M., Gilman, P. B., Weiss, M., Mendoza, T. R., Lee, J. W., & Fisch, M. J. (2013). The symptom burden of cancer: Evidence for a core set of cancer-related and treatment-related symptoms from the Eastern Cooperative Oncology Group Symptom Outcomes and Practice Patterns study. Cancer, 119(24), 4333–4340. https://doi.org/10.1002/cncr.28376CrossRefPubMed Cleeland, C. S., Zhao, F., Chang, V. T., Sloan, J. A., O’Mara, A. M., Gilman, P. B., Weiss, M., Mendoza, T. R., Lee, J. W., & Fisch, M. J. (2013). The symptom burden of cancer: Evidence for a core set of cancer-related and treatment-related symptoms from the Eastern Cooperative Oncology Group Symptom Outcomes and Practice Patterns study. Cancer, 119(24), 4333–4340. https://​doi.​org/​10.​1002/​cncr.​28376CrossRefPubMed
14.
go back to reference Reeve, B. B., Mitchell, S. A., Dueck, A. C., Basch, E., Cella, D., Reilly, C. M., Minasian, L. M., Denicoff, A. M., O’Mara, A. M., Fisch, M. J., Chauhan, C., Aaronson, N. K., Coens, C., & Bruner, D. W. (2014). Recommended patient-reported core set of symptoms to measure in adult cancer treatment trials. Journal of the National Cancer Institute. https://doi.org/10.1093/jnci/dju129CrossRefPubMedPubMedCentral Reeve, B. B., Mitchell, S. A., Dueck, A. C., Basch, E., Cella, D., Reilly, C. M., Minasian, L. M., Denicoff, A. M., O’Mara, A. M., Fisch, M. J., Chauhan, C., Aaronson, N. K., Coens, C., & Bruner, D. W. (2014). Recommended patient-reported core set of symptoms to measure in adult cancer treatment trials. Journal of the National Cancer Institute. https://​doi.​org/​10.​1093/​jnci/​dju129CrossRefPubMedPubMedCentral
15.
go back to reference Basch, E., Schrag, D., Henson, S., Jansen, J., Ginos, B., Stover, A. M., Carr, P., Spears, P. A., Jonsson, M., Deal, A. M., Bennett, A. V., Thanarajasingam, G., Rogak, L. J., Reeve, B. B., Snyder, C., Bruner, D., Cella, D., Kottschade, L. A., Perlmutter, J., et al. (2022). Effect of electronic symptom monitoring on patient-reported outcomes among patients with metastatic cancer: A randomized clinical trial. JAMA, 327(24), 2413–2422. https://doi.org/10.1001/jama.2022.9265CrossRefPubMedPubMedCentral Basch, E., Schrag, D., Henson, S., Jansen, J., Ginos, B., Stover, A. M., Carr, P., Spears, P. A., Jonsson, M., Deal, A. M., Bennett, A. V., Thanarajasingam, G., Rogak, L. J., Reeve, B. B., Snyder, C., Bruner, D., Cella, D., Kottschade, L. A., Perlmutter, J., et al. (2022). Effect of electronic symptom monitoring on patient-reported outcomes among patients with metastatic cancer: A randomized clinical trial. JAMA, 327(24), 2413–2422. https://​doi.​org/​10.​1001/​jama.​2022.​9265CrossRefPubMedPubMedCentral
16.
20.
go back to reference Basch, E., Becker, C., Rogak, L. J., Schrag, D., Reeve, B. B., Spears, P., Smith, M. L., Gounder, M. M., Mahoney, M. R., Schwartz, G. K., Bennett, A. V., Mendoza, T. R., Cleeland, C. S., Sloan, J. A., Bruner, D. W., Schwab, G., Atkinson, T. M., Thanarajasingam, G., Bertagnolli, M. M., & Dueck, A. C. (2021). Composite grading algorithm for the National Cancer Institute’s patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE). Clinical Trials, 18(1), 104–114. https://doi.org/10.1177/1740774520975120CrossRefPubMed Basch, E., Becker, C., Rogak, L. J., Schrag, D., Reeve, B. B., Spears, P., Smith, M. L., Gounder, M. M., Mahoney, M. R., Schwartz, G. K., Bennett, A. V., Mendoza, T. R., Cleeland, C. S., Sloan, J. A., Bruner, D. W., Schwab, G., Atkinson, T. M., Thanarajasingam, G., Bertagnolli, M. M., & Dueck, A. C. (2021). Composite grading algorithm for the National Cancer Institute’s patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE). Clinical Trials, 18(1), 104–114. https://​doi.​org/​10.​1177/​1740774520975120​CrossRefPubMed
21.
go back to reference Mazza, G. L., Dueck, A. C., Ginos, B., Jansen, J., Deal, A. M., Carr, P., Blinder, V. S., Thanarajasingam, G., Jonsson, M., Lee, M. K., Rogak, L. J., Mody, G. N., Schrag, D., & Basch, E. (2024). Optimization of alert notifications in electronic patient-reported outcome (ePRO) remote symptom monitoring systems (AFT-39). Quality of Life Research, 33(7), 1985–1995. https://doi.org/10.1007/s11136-024-03675-3CrossRefPubMed Mazza, G. L., Dueck, A. C., Ginos, B., Jansen, J., Deal, A. M., Carr, P., Blinder, V. S., Thanarajasingam, G., Jonsson, M., Lee, M. K., Rogak, L. J., Mody, G. N., Schrag, D., & Basch, E. (2024). Optimization of alert notifications in electronic patient-reported outcome (ePRO) remote symptom monitoring systems (AFT-39). Quality of Life Research, 33(7), 1985–1995. https://​doi.​org/​10.​1007/​s11136-024-03675-3CrossRefPubMed
24.
go back to reference U.S. Food and Drug Administration. (2023). Patient-focused drug development: Incorporating clinical outcome assessments into endpoints for regulatory decision-making guidance for industry, food and drug administration staff, and other stakeholders (draft guidance). Retrieved from https://www.fda.gov/media/166830/download. U.S. Food and Drug Administration. (2023). Patient-focused drug development: Incorporating clinical outcome assessments into endpoints for regulatory decision-making guidance for industry, food and drug administration staff, and other stakeholders (draft guidance). Retrieved from https://​www.​fda.​gov/​media/​166830/​download.
25.
27.
go back to reference Mc Carthy, M., Burrows, K., Griffiths, P., Black, P. M., Demanuele, C., Karlsson, N., Buenconsejo, J., Patel, N., Chen, W. H., & Cappelleri, J. C. (2023). From meaningful outcomes to meaningful change thresholds: A path to progress for establishing digital endpoints. Therapeutic Innovation & Regulatory Science, 57(4), 629–645. https://doi.org/10.1007/s43441-023-00502-8CrossRef Mc Carthy, M., Burrows, K., Griffiths, P., Black, P. M., Demanuele, C., Karlsson, N., Buenconsejo, J., Patel, N., Chen, W. H., & Cappelleri, J. C. (2023). From meaningful outcomes to meaningful change thresholds: A path to progress for establishing digital endpoints. Therapeutic Innovation & Regulatory Science, 57(4), 629–645. https://​doi.​org/​10.​1007/​s43441-023-00502-8CrossRef
Metadata
Title
Identification of meaningful individual-level change thresholds for worsening on the patient-reported outcomes version of the common terminology criteria for adverse events (PRO-CTCAE®)
Authors
Minji K. Lee
Sandra A. Mitchell
Ethan Basch
Gina L. Mazza
Blake T. Langlais
Gita Thanarajasingam
Brenda F. Ginos
Lauren Rogak
Eric A. Meek
Jennifer Jansen
Allison M. Deal
Philip Carr
Victoria S. Blinder
Mattias Jonsson
Gita N. Mody
Tito R. Mendoza
Antonia V. Bennett
Deborah Schrag
Amylou C. Dueck
Publication date
06-11-2024
Publisher
Springer International Publishing
Published in
Quality of Life Research
Print ISSN: 0962-9343
Electronic ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-024-03819-5