Skip to main content

Advertisement

Log in

Evaluating health-related quality-of-life therapeutic effectiveness in a clinical trial with extensive nonignorable missing data and heterogeneous response: results from a phase III randomized trial of gemcitabine plus paclitaxel versus paclitaxel monotherapy in patients with metastatic breast cancer

  • Published:
Quality of Life Research Aims and scope Submit manuscript

Abstract

Purpose

This manuscript presents health-related quality of life (HRQL) results from a phase III trial of gemcitabine-paclitaxel (GT) versus paclitaxel (T) in metastatic breast cancer patients.

Methods

Patients completed the Rotterdam Symptom Checklist (RSCL) and Brief Pain Inventory (BPI) at baseline and at the end of each cycle. Sensitivity analyses for six longitudinal pattern mixture models (PMMs) assessed potential bias due to informative dropout. Cumulative probability plots with 50% confidence intervals indicated the proportion of patients whose HRQL was likely to improve, decline, or stay the same.

Results

Sensitivity analyses addressing nonignorable missing RSCL data included 351 patients. The mean RSCL global HRQL score for GT was significantly and consistently better than that for T (all PMMs P < 0.040). The slope estimate of 1.5 points (100-point scale) per cycle from one PMM translated to a clinically significant 9-point improvement over six cycles with GT versus T. For GT, ~25% of patients were more likely than not to have improved HRQL, whereas that proportion for T was ~5%. PMMs showed no consistent treatment arm differences for BPI or other RSCL outcomes.

Conclusions

Adding gemcitabine to paclitaxel for the treatment of metastatic breast cancer is more likely to improve global HRQL over time compared to monotherapy treatment.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Abbreviations

BPI:

Brief Pain Inventory

GT:

Gemcitabine-paclitaxel

HRQL:

Health-related quality of life

MNAR:

Missing not at random

PMM:

Pattern mixture models

RSCL:

Rotterdam Symptom Checklist

T:

Paclitaxel

References

  1. Bishop, J. F., Dewar, J., Toner, G. C., et al. (1999). Initial paclitaxel improves outcome compared with CMFP combination chemotherapy as front-line therapy in untreated metastatic breast cancer. Journal of Clinical Oncology, 17(8), 2355–2364.

    PubMed  CAS  Google Scholar 

  2. Jones, S. E., Erban, J., Overmoyer, B., et al. (2005). Randomized phase III study of docetaxel compared with paclitaxel in metastatic breast cancer. Journal of Clinical Oncology, 23(24), 5542–5551.

    Article  PubMed  CAS  Google Scholar 

  3. Hakamies-Blomqvist, L., Luoma, M., Sjöström, J., et al. (2000). Quality of life in patients with metastatic breast cancer receiving either docetaxel or sequential methotrexate and 5-fluorouracil. A multicentre randomised phase III trial by the Scandinavian breast group. European Journal of Cancer, 36(11), 1411–1417.

    Article  PubMed  CAS  Google Scholar 

  4. O’Shaughnessy, J., Miles, D., Vukelja, S., et al. (2002). Superior survival with capecitabine plus docetaxel combination therapy in anthracycline-pretreated patients with advanced breast cancer: Phase III trial results. Journal of Clinical Oncology, 20(12), 2812–2823.

    Article  PubMed  Google Scholar 

  5. Sledge, G. W., Neuberg, D., Bernardo, P., et al. (2003). Phase III trial of doxorubicin, paclitaxel, and the combination of doxorubicin and paclitaxel as front-line chemotherapy for metastatic breast cancer: An intergroup trial (E1193). Journal of Clinical Oncology, 21(4), 588–592.

    Article  PubMed  Google Scholar 

  6. Winer, E. P., Berry, D. A., Woolf, S., et al. (2004). Failure of higher-dose paclitaxel to improve outcome in patients with metastatic breast cancer: Cancer and leukemia group B trial 9342. Journal of Clinical Oncology, 22(11), 2061–2068.

    Article  PubMed  CAS  Google Scholar 

  7. Bernhard, J., Gusset, H., & Hürny, C. (1998). Practical issues in quality of life assessment in multicentre trials conducted by the Swiss group for clinical cancer research. Statistics in Medicine, 17(5/6/7), 633–639.

    Article  PubMed  CAS  Google Scholar 

  8. Moinpour, C. M., Sawyers, T. J., McKnight, B., et al. (2000). Challenges posed by non-random missing quality of life data in an advanced-stage colorectal cancer clinical trial. Psycho-Oncology, 9(4), 340–354.

    Article  PubMed  CAS  Google Scholar 

  9. Fairclough, D. L. (2010). Design and analysis of quality of life studies in clinical trials, 2nd ed. Interdisciplinary statistics. Boca Raton, FL: Chapman & Hall/CRC.

    Book  Google Scholar 

  10. Fayers, P. M., & Machin, D. (2000). Quality of life: Assessment, analysis, and interpretation. Chichester, United Kingdom: John Wiley & Sons Ltd.

    Google Scholar 

  11. Pauler, D. K., McCoy, S., & Moinpour, C. (2003). Pattern mixture models for longitudinal quality of life studies in advanced stage disease. Statistics in Medicine, 22(5), 795–809.

    Article  PubMed  Google Scholar 

  12. Donaldson, G. W., & Moinpour, C. M. (2005). Learning to live with missing quality-of-life data in advanced-stage disease trials. Journal of Clinical Oncology, 23(30), 7380–7384.

    Article  PubMed  Google Scholar 

  13. Nabholtz, J. M., Senn, H. J., Bezwoda, W. R., et al. (1999). Prospective randomized trial of docetaxel versus mitomycin plus vinblastine in patients with metastatic breast cancer progressing despite previous anthracycline-containing chemotherapy. 304 Study Group. Journal of Clinical Oncology, 17(5), 1413–1424.

    PubMed  CAS  Google Scholar 

  14. Kramer, J. A., Curran, D., Piccart, M., et al. (2000). Randomised trial of paclitaxel versus doxorubicin as first-line chemotherapy for advanced breast cancer: quality of life evaluation using the EORTC QLQ-C30 and the Rotterdam symptom checklist. European Journal of Cancer, 36(12), 1488–1497.

    Article  PubMed  CAS  Google Scholar 

  15. Nabholtz, J. M., Falkson, C., Campos, D., et al. (2003). Docetaxel and doxorubicin compared with doxorubicin and cyclophosphamide as first-line chemotherapy for metastatic breast cancer: Results of a randomized, multicenter, phase III trial. Journal of Clinical Oncology, 21(6), 968–975.

    Article  PubMed  CAS  Google Scholar 

  16. O’Shaughnessy, J., Nag, S., & Calderillo-Ruiz, G., et al. (2003). Gemcitabine plus paclitaxel (GT) versus paclitaxel (T) as first-line treatment for anthracycline pre-treated metastatic breast cancer (MBC): Interim results of a global phase III study. Proceedings of the American Society of Clinical Oncology, 22(7s), 25.

    Google Scholar 

  17. Albain, K., Nag, S., & Calderillo-Ruiz, G., et al. (2004). Global phase III study of gemcitabine plus paclitaxel (GT) vs. paclitaxel (T) as frontline therapy for metastatic breast cancer (MBC): First report of overall survival. Journal of Clinical Oncology, 22(14s), 510.

    Google Scholar 

  18. Moinpour, C. M., Wu, J., & Donaldson, G. W., et al. (2004). Gemcitabine plus paclitaxel versus paclitaxel as first-line treatment for anthracycline pre-treated metastatic breast cancer: Quality-of-life and pain palliation results from the global phase III study. Journal of Clinical Oncology, 22(14s), 621.

    Google Scholar 

  19. Albain, K. S., Nag, S. M., Calderillo-Ruiz, G., et al. (2008). Gemcitabine plus paclitaxel versus paclitaxel monotherapy in patients with metastatic breast cancer and prior anthracycline treatment. Journal of Clinical Oncology, 26(24), 3950–3957.

    Article  PubMed  Google Scholar 

  20. Hogan, J. W., & Laird, N. M. (1997). Mixture models for the joint distribution of repeated measures and event times. Statistics in Medicine, 16(3), 239–257.

    Article  PubMed  CAS  Google Scholar 

  21. Hogan, J. W., & Laird, N. M. (1997). Model-based approaches to analysing incomplete longitudinal and failure time data. Statistics in Medicine, 16(3), 259–273.

    Article  PubMed  CAS  Google Scholar 

  22. Nabholtz, J. M., Gelmon, K., Bontenbal, M., et al. (1996). Multicenter, randomized comparative study of two doses of paclitaxel in patients with metastatic breast cancer. Journal of Clinical Oncology, 14(6), 1858–1867.

    PubMed  CAS  Google Scholar 

  23. de Haes, J. C., van Knippenberg, F. C., & Neijt, J. P. (1990). Measuring psychological and physical distress in cancer patients: Structure and application of the Rotterdam symptom checklist. British Journal of Cancer, 62(6), 1034–1038.

    Article  PubMed  Google Scholar 

  24. de Haes, J. C. J. M., Olschewski, M., Fayers, P., et al. (1996). Measuring the quality of life of cancer patients with the Rotterdam symptom checklist (RSCL). A Manual. Groningen, the Netherlands: Northern Centre for Healthcare Research, University of Groningen.

    Google Scholar 

  25. Cleeland, C. S., & Ryan, K. M. (1994). Pain assessment: Global use of the brief pain inventory. Annals of the Academy of Medicine, Singapore, 23(2), 129–138.

    PubMed  CAS  Google Scholar 

  26. Hopwood, P., Howell, A., & Maguire, P. (1991). Screening for psychiatric morbidity in patients with advanced breast cancer: Validation of two self-report questionnaires. British Journal of Cancer, 64(2), 353–356.

    Article  PubMed  CAS  Google Scholar 

  27. Ramirez, A. J., Towlson, K. E., Leaning, M. S., et al. (1998). Do patients with advanced breast cancer benefit from chemotherapy? British Journal of Cancer, 78(11), 1488–1494.

    Article  PubMed  CAS  Google Scholar 

  28. Richards, M. A., Hopwood, P., Ramirez, A. J., et al. (1992). Doxorubicin in advanced breast cancer: Influence of schedule on response, survival and quality of life. European Journal of Cancer, 28(6–7), 1023–1028.

    Article  Google Scholar 

  29. Cleeland, C. S., Gonin, R., Hatfield, A. K., et al. (1994). Pain and its treatment in outpatients with metastatic cancer. New England Journal of Medicine, 330(9), 592–596.

    Article  PubMed  CAS  Google Scholar 

  30. Twycross, R., Harcourt, J., & Bergl, S. (1996). A survey of pain in patients with advanced cancer. Journal of Pain and Symptom Management, 12(5), 273–282.

    Article  PubMed  CAS  Google Scholar 

  31. Collins, C., Eary, J. F., Donaldson, G., et al. (1993). Samarium-153-EDTMP in bone metastases of hormone refractory prostate carcinoma: A phase I/II trial. Journal of Nuclear Medicine, 34(11), 1839–1844.

    PubMed  CAS  Google Scholar 

  32. Donaldson, G. W. (1989). The determining role of theory in measurement practice. In C. R. Chapman & J. D. Loeser (Eds.), Advances in pain research and therapy: Issues in pain measurement (Vol. 12, pp. 17–35). New York, NY: Raven Press.

    Google Scholar 

  33. Little, R. J. A. (1993). Pattern-mixture models for multivariate incomplete data. Journal of the American Statistical Association, 88(421), 125–134.

    Article  Google Scholar 

  34. Little, R. J. A. (1994). A class of pattern-mixture models for multivariate incomplete data. Biometrika, 81(3), 471–483.

    Article  Google Scholar 

  35. Hedeker, D., & Gibbons, R. D. (1997). Application of random-effects pattern-mixture models for missing data in longitudinal studies. Psychological Methods, 2(1), 64–78.

    Article  Google Scholar 

  36. Lin, H., McCulloch, C. E., & Rosenheck, R. A. (2004). Latent pattern mixture models for informative intermittent missing data in longitudinal studies. Biometrics, 60(2), 295–305.

    Article  PubMed  Google Scholar 

  37. Cleveland, W. S. (1985). The elements of graphing data. Monterey, CA: Wadsworth.

    Google Scholar 

  38. Donaldson, G. (2008). Patient-reported outcomes and the mandate of measurement. Quality of Life Research, 17(10), 1303–1313.

    Article  PubMed  Google Scholar 

  39. Donaldson, G. W., & Moinpour, C. M. (2002). Individual differences in quality of life treatment response. Medical Care, 40(6), III39–III53.

    Google Scholar 

  40. Littell, R. C., Milliken, G. A., Stroup, W. W., et al. (1996). SAS system for mixed models. Cary, NC: SAS Institute.

    Google Scholar 

  41. Moinpour, C. M., Donaldson, G. W., & Liepa, A. M., et al. (2007). Cumulative probability plots: A visual summary of patient benefit due to therapy. 2007 International Society for Quality of Life Research meeting abstracts [www.isoqol.org/2007mtgabstracts]. The QLR Journal, A-9, Abstract #1583.

  42. US Department of Health and Human Services, Food and Drug Administration. (Dec 2009). Guidance for industry. Patient-reported outcome measures: use in medical product development to support labeling claims. http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/UCM193282.pdf.

  43. Cohen, J. (1988). Statistical power analysis for behavioral sciences (2nd ed.). Hillsdale, NJ: Lawrence Erlbaum and Associates.

    Google Scholar 

  44. Osoba, D., Rodrigues, G., Myles, J., et al. (1998). Interpreting the significance of changes in health-related quality-of-life scores. Journal of Clinical Oncology, 16(1), 139–144.

    PubMed  CAS  Google Scholar 

  45. Geels, P., Eisenhauer, E., Bezjak, A., et al. (2000). Palliative effect of chemotherapy: Objective tumor response is associated with symptom improvement in patients with metastatic breast cancer. Journal of Clinical Oncology, 18(12), 2395–2405.

    PubMed  CAS  Google Scholar 

  46. Hopwood, P., Watkins, J., Ellis, P., et al. (2008). Clinical interpretation of quality-of-life outcomes: An investigation of data from the randomized trial of gemcitabine plus paclitaxel compared with paclitaxel alone for advanced breast cancer. The Breast Journal, 14(3), 228–235.

    Article  PubMed  CAS  Google Scholar 

  47. Goodwin, P. J., Black, J. T., Bordeleau, L. J., et al. (2003). Health-related quality-of-life measurement in randomized clinical trials in breast cancer–taking stock. The Journal of the National Cancer Institute, 95(4), 263–281.

    Article  Google Scholar 

  48. Bottomley, A., & Therasse, P. (2002). Quality of life in patients undergoing systemic therapy for advanced breast cancer. The lancet Oncology, 3(10), 620–628.

    Article  PubMed  Google Scholar 

  49. Bernhard, J., Cella, D. F., Coates, A. S., Fallowfield, L., Ganz, P. A., Moinpour, C. M., et al. (1998). Missing quality of life data in cancer clinical trials: Serious problems and challenges. Statistics in Medicine, 17(5–7), 517–532.

    Article  PubMed  CAS  Google Scholar 

  50. Bernhard, J., & Gelber, R. D. [Guest Editors] (1998). Workshop on missing data in quality of life research in cancer clinical trials: Practical and methodological issues. Statistics in Medicine, 17(5–7), 511–796.

    Google Scholar 

  51. Singer, J. D., & Willett, J. B. (2003). Applied longitudinal data analysis: Modeling change and event occurrence. New York: Oxford University Press.

    Google Scholar 

  52. Little, R. J. A. (1995). Modeling the drop-out mechanism in repeated-measures studies. Journal of the American Statistical Association, 90(431), 1112–1121.

    Google Scholar 

  53. Rubin, D. B. (1976). Inference and missing data. Biometrika, 63(3), 581–592.

    Article  Google Scholar 

  54. Laird, N. M., & Ware, J. H. (1982). Random-effects models for longitudinal data. Biometrics, 38(4), 963–974.

    Article  PubMed  CAS  Google Scholar 

  55. Troxel, A. B., Fairclough, D. L., Curran, D., & Hahn, E. A. (1998). Statistical analysis of quality of life with missing data in cancer clinical trials. Statistics in Medicine, 17(5–7), 653–666.

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

The authors gratefully acknowledge the participation of the patients in this trial who completed questionnaires, the study personnel at participating institutions, and the investigators who enrolled patients on the trial. The authors also acknowledge Mary Dugan Wood, Lorinda Simms, Yun Ding, Pete Fairfield, Mark Blitzer, and Linda Massey for their assistance in preparing this manuscript. This research was funded by Eli Lilly and Company.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Carol M. Moinpour.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Moinpour, C.M., Donaldson, G.W., Liepa, A.M. et al. Evaluating health-related quality-of-life therapeutic effectiveness in a clinical trial with extensive nonignorable missing data and heterogeneous response: results from a phase III randomized trial of gemcitabine plus paclitaxel versus paclitaxel monotherapy in patients with metastatic breast cancer. Qual Life Res 21, 765–775 (2012). https://doi.org/10.1007/s11136-011-9999-z

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11136-011-9999-z

Keywords

Navigation