Trajectories and Predictors of Symptom Occurrence, Severity, and Distress in Prostate Cancer Patients Undergoing Radiation Therapy
Open accessAbstract
Context Radiation therapy (RT) is a common treatment for prostate cancer. Despite available research, prostate cancer patients report that information about side effects is their most important unmet need. Additional research is needed that focuses on specific dimensions of the patient's symptom experience.Objectives The study's purposes were to evaluate the trajectories of occurrence, severity, and distress of the six most prevalent symptoms reported by patients undergoing RT for prostate cancer and the effects of selected demographic and clinical characteristics on these trajectories.Methods Patients completed the Memorial Symptom Assessment Scale 11 times before, during, and after RT. For problems with urination, pain, lack of energy, feeling drowsy, difficulty sleeping, and diarrhea, the trajectories of occurrence, severity, and distress were evaluated using multilevel generalized linear models.Results Across all three dimensions, pain, lack of energy, feeling drowsy, and difficulty sleeping followed a decreasing linear trend. Problems with urination and diarrhea demonstrated more complex patterns of change over time.Conclusion Although longitudinal data on pain, lack of energy, feeling drowsy, and difficulty sleeping are limited, they are highly prevalent symptoms in these patients. In addition, diarrhea becomes a significant problem for these patients over the course of RT. A number of demographic and clinical characteristics affect the trajectories of these common symptoms differentially.
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?
Previous studies have reported negative side effects of fatigue, sleep disturbance, anxiety and depression among men diagnosed with PC during and following RT.
“Previous studies have reported the negative side effects of fatigue, sleep disturbance, anxiety and depression among men diagnosed with PC during and following RT.3,8-11”
From Implementation Readiness and Initial Effects of a Brief Mindfulness Audio Intervention Compared With a Brief Music Control During Daily Radiation Therapy for Prostate Cancer: A Randomized Pilot Study. (2024) · cites this paper as [9]
The Discussion reports fatigue and difficulty sleeping as significant symptoms in men with prostate cancer during and after radiotherapy. The Introduction also mentions pretreatment depression as a predictor of fatigue during and after radiotherapy. The passages do not establish anxiety as a reported symptom, or depression as a side effect of radiotherapy, so they support only part of the attributed list. (LLM, conf=0.86)
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
Siegel, R., Naishadham, D., & Jemal, A. (2012) · CA: A Cancer Journal for Clinicians · doi:10.3322/caac.20138 · Cited by 10,679 · see citing works
Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence
Singer, J. D., & Willett, J. B. (2003) · doi:10.1093/acprof:oso/9780195152968.001.0001 · Cited by 10,647 · see citing works
Regression Models for Categorical Dependent Variables Using Stata
Guzmán, J. (2013) · Puerto Rico health sciences journal · Cited by 5,333 · see citing works
Regression Models for Categorical Dependent Variables Using Stata
Long, J. S., & Freese, J. (2014) · Cited by 4,655 · see citing works
Multilevel and Longitudinal Modeling Using Stata
Rabe-Hesketh, S., & Skrondal, A. (2005) · Biometrics · doi:10.1111/j.1541-0420.2006.00588_16.x · Cited by 4,626 · cited 2× · see citing works
“The multilevel ordinal regression models were fit in Stata with gllamm (27), a program written for Stata.”
MethodSiegel, R. L., Ward, E., Brawley, O. W., & Jemal, A. (2011) · CA A Cancer Journal for Clinicians · doi:10.3322/caac.20121 · Cited by 4,075 · see citing works
Karnofsky, D. A., Abelmann, W. H., Craver, L. F., & Burchenal, J. H. (1948) · Cancer · doi:10.1002/1097-0142(194811)1:4 · Cited by 2,249 · see citing works
Portenoy, R. K., Thaler, H. T., Kornblith, A. B., Lepore, J. M., Friedlander-Klar, H., Kiyasu, E., Sobel, K., Coyle, N., Kemeny, N. E., Norton, L., et al. (1994) · European Journal of Cancer · doi:10.1016/0959-8049(94)90182-1 · Cited by 1,580 · cited 1× · see citing works
“The MSAS is a self-report questionnaire designed to measure the multidimensional experience of symptoms and has well-established reliability and validity (21, 22).”
BackgroundRegression Models for Categorical Dependent Variables Using Stata, Second Edition
Long, J. S., & Freese, J. (2005) · Cited by 1,455 · see citing works
Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence
Anderson, C. J. (2005) · Journal of the American Statistical Association · doi:10.1198/jasa.2005.s7 · Cited by 848 · see citing works
Screening for psychologic distress in ambulatory cancer patients
Jacobsen, P. B., Donovan, K. A., Trask, P. C., Fleishman, S. B., Zabora, J. R., Baker, F., & Holland, J. C. (2005) · Cancer · doi:10.1002/cncr.20940 · Cited by 827 · cited 1× · see citing works
“However, an important dimension of the symptom experience is distress (13).”
BackgroundMultilevel and Longitudinal Modeling Using Stata
Horton, N. J. (2006) · The American Statistician · doi:10.1198/tas.2006.s56 · Cited by 736 · see citing works
Symptom prevalence, characteristics and distress in a cancer population
Portenoy, R. K., Thaler, H. T., Kornblith, A. B., Lepore, J. M., Friedlander-Klar, H., Coyle, N., Smart-Curley, T., Kemeny, N. E., Norton, L., Hoskins, W. J., et al. (1994) · Quality of Life Research · doi:10.1007/bf00435383 · Cited by 649 · cited 1× · see citing works
“The MSAS is a self-report questionnaire designed to measure the multidimensional experience of symptoms and has well-established reliability and validity (21, 22).”
BackgroundRegression models for ordinal responses: a review of methods and applications
Ananth, C. V. (1997) · International Journal of Epidemiology · doi:10.1093/ije/26.6.1323 · Cited by 594 · see citing works
Logistic Regression Models for Ordinal Response Variables
O'Connell, A. A. (2006) · Sage eBooks · doi:10.4135/9781412984812 · Cited by 557 · see citing works
Evidence Report on the Occurrence, Assessment, and Treatment of Fatigue in Cancer Patients
Lawrence, D. P. (2004) · JNCI Monographs · doi:10.1093/jncimonographs/lgh027 · Cited by 396 · see citing works
Litwin, M. S., Gore, J. L., Kwan, L. C., Brandeis, J. M., Lee, S. P., Withers, H. R., & Reiter, R. E. (2007) · Cancer · doi:10.1002/cncr.22676 · Cited by 249 · cited 4× · see citing works
“9 (4) Whole pelvis + permanent seed implant 9.”
BackgroundResultInfluentialCorrelates of fatigue in people with breast or lung cancer.
Blesch, K. S., Paice, J. A., Wickham, R., Harte, N., Schnoor, D. K., Purl, S., Rehwalt, M., Kopp, P., Manson, S., & Coveny, S. B. (1991) · PubMed · Cited by 248 · see citing works
Jereczek-Fossa, B. A., Marsiglia, H. R., & Orecchia, R. (2002) · Critical Reviews in Oncology/Hematology · doi:10.1016/s1040-8428(01)00143-3 · Cited by 240 · see citing works
Time Course and Predictors of Symptoms After Primary Prostate Cancer Therapy
Talcott, J. A., Manola, J. B., Clark, J. A., Kaplan, I. D., Beard, C. J., MITCHELL, S. P., Chen, R. C., O’Leary, M. P., Kantoff, P. W., & D'Amico, A. V. (2003) · Journal of Clinical Oncology · doi:10.1200/jco.2003.01.199 · Cited by 222 · cited 5× · see citing works
“Changes in Bowel, Bladder, and Sexual Symptom Occurrence Rates Across Prostate Cancer Treatments In studies that compared RT with radical prostatectomy (RP), patients who underwent RT had more bowel and bladder problems at the initiation of RT than patients who underwent radical prostatectomy (RP) (2, 5, 6).”
BackgroundResultInfluentialChen, R. C., Clark, J. A., & Talcott, J. A. (2009) · Journal of Clinical Oncology · doi:10.1200/jco.2008.18.6486 · Cited by 199 · cited 2× · see citing works
“For example, in one study (17), functional status prior to treatment was associated with better quality of life (QOL) after surgery or RT.”
BackgroundResultHickok, J. T., Roscoe, J. A., Morrow, G. R., Mustian, K. M., Okunieff, P., & Bole, C. W. (2005) · Cancer · doi:10.1002/cncr.21364 · Cited by 165 · see citing works
A review of ordinal regression models applied on health-related quality of life assessments
Lall, R., Campbell, M. J., Walters, S. J., Morgan, K., & Co-operative, M. C. (2002) · Statistical Methods in Medical Research · doi:10.1191/0962280202sm271ra · Cited by 144 · see citing works
Trajectories of Fatigue in Men with Prostate Cancer Before, During, and After Radiation Therapy
Miaskowski, C. A., Paul, S. M., Cooper, B. A., Lee, K. A., Dodd, M. J., West, C. M., Aouizerat, B. E., Swift, P. S., & Wara, W. (2008) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2007.07.007 · Cited by 103 · cited 3× · see citing works
“In one study (11), younger age and higher levels of fatigue and depression prior to RT predicted higher levels of morning and/or evening fatigue during and after RT.”
BackgroundSelf-citationEffect of Treatment on Quality of Life Among Men With Clinically Localized Prostate Cancer
Schapira, M. M., Lawrence, W., Katz, D. A., McAuliffe, T. L., & Nattinger, A. B. (2001) · Medical Care · doi:10.1097/00005650-200103000-00005 · Cited by 93 · cited 2× · see citing works
“However, patients who underwent RP reported a more precipitous decline in sexual function (3, 4, 6, 7).”
BackgroundLips, I. M., Dehnad, H., Kruger, A. B., van Moorselaar, R. J. A., van der Heide, U. A., Battermann, J. J., & van Vulpen, M. (2007) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2007.04.013 · Cited by 84 · cited 3× · see citing works
“Results of previous studies suggest that pain remains stable, increases, or varies depending on the type of RT received (3, 9, 10).”
BackgroundResultThomas, K. S., Bower, J. E., Hoyt, M. A., & Sepah, S. (2009) · Psycho-Oncology · doi:10.1002/pon.1639 · Cited by 78 · cited 3× · see citing works
“(18) found the equally puzzling result that despite reporting fewer hours of sleep through six months after treatment, all other measures of sleep (i.”
BackgroundCorrelates of Bother Following Treatment for Clinically Localized Prostate Cancer
Gore, J. L., Gollapudi, K., Bergman, J., Kwan, L. C., Krupski, T. L., & Litwin, M. S. (2010) · The Journal of Urology · doi:10.1016/j.juro.2010.06.012 · Cited by 57 · cited 4× · see citing works
“Only five additional studies evaluated predictors of specific symptoms in patients with prostate cancer who underwent RT (11, 15, 16, 18, 19).”
BackgroundResultInfluentialMonga, U., Kerrigan, A. J., Thornby, J. A., Monga, T. N., & Zimmermann, K. P. (2005) · The Journal of Rehabilitation Research and Development · doi:10.1682/jrrd.2004.06.0071 · Cited by 54 · cited 1× · see citing works
“(12) found that fatigue scores remained significantly elevated for 12 months or more after RT.”
BackgroundKrahn, M. D., Bremner, K. E., TOMLINSON, G. A., & Naglie, G. (2009) · Prostate Cancer and Prostatic Diseases · doi:10.1038/pcan.2009.32 · Cited by 42 · cited 4× · see citing works
“(3) found that urinary and bowel bother increased significantly two months after treatment and remained elevated at one year posttreatment.”
BackgroundResultInfluentialProspective Study of Quality of Life of Patients Receiving Treatment for Prostate Cancer
Eller, L. S., Lev, E. L., Gejerman, G., Colella, J., Esposito, M., Lanteri, V. J., Scheuch, J., Munver, R., Lane, P., Junchaya, C., et al. (2006) · Nursing Research · doi:10.1097/00006199-200603001-00006 · Cited by 35 · cited 3× · see citing works
“In contrast, the occurrence of urinary problems after RT increased (2, 4, 5) or decreased then increased (6) over time.”
BackgroundResultGeinitz, H., Thamm, R., Scholz, C. W., Heinrich, C., Prause, N., Kerndl, S., Keller, M., Busch, R. M., Molls, M., & Zimmermann, F. B. (2009) · Strahlentherapie und Onkologie · doi:10.1007/s00066-009-2023-7 · Cited by 30 · cited 6× · see citing works
“8 (8) cGys=centigrays; PSA=prostate specific antigen; RT=radiation therapy; SD=standard deviation”
BackgroundResultInfluentialFransson, P. (2008) · Acta Oncologica · doi:10.1080/02841860701654325 · Cited by 28 · cited 1× · see citing works
“In another study that compared patients who underwent RT with health controls (14), no between group differences in urinary bother were found at 15 years post-treatment.”
Yoshimura, K., Arai, Y., Ichioka, K., Matsui, Y., Ogura, K., & Terai, A. (2004) · Prostate Cancer and Prostatic Diseases · doi:10.1038/sj.pcan.4500714 · Cited by 19 · see citing works
Namiki, S., Kwan, L. C., Kagawa‐Singer, M., Terai, A., Arai, Y., & Litwin, M. S. (2008) · Urology · doi:10.1016/j.urology.2008.02.025 · Cited by 19 · cited 3× · see citing works
“and Japanese men who underwent RT for prostate cancer (16), time since treatment and baseline urinary function and bother scores, but not nationality, were independently associated with improved urinary bother scores at 24 months post-treatment.”
BackgroundTsai, H. K., Manola, J. B., Abner, A. L., Talcott, J. A., D'Amico, A. V., & Beard, C. J. (2005) · Urologic Oncology Seminars and Original Investigations · doi:10.1016/j.urolonc.2005.02.005 · Cited by 11 · cited 3× · see citing works
“Only five additional studies evaluated predictors of specific symptoms in patients with prostate cancer who underwent RT (11, 15, 16, 18, 19).”
BackgroundResultStage as major long term outcome predictor in minor salivary gland carcinoma
Lutgendorf (2000) · Pure Amsterdam UMC · doi:10.1002/1097-0142(20000915)89:6 · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Parp1 promotes sleep, which enhances DNA repair in neurons
Zada, D., Sela, Y., Matosevich, N., Monsonego, A., Lerer‐Goldshtein, T., Nir, Y., & Appelbaum, L. (2021) · Molecular Cell · doi:10.1016/j.molcel.2021.10.026 · Cited by 115 · see citing works
Stress-Induced Sleep After Exposure to Ultraviolet Light Is Promoted by p53 inCaenorhabditis elegans
DeBardeleben, H. K., Lopes, L. E., Nessel, M. P., & Raizen, D. M. (2017) · Genetics · doi:10.1534/genetics.117.300070 · Cited by 65 · see citing works
“Many patients report drowsiness with RT, suggesting that sleepiness does, in fact, contribute to their complaint of fatigue (Knapp et al. 2012).”
BackgroundBlomberg, K., Wengström, Y., Sundberg, K. K., Browall, M., Isaksson, A., Nyman, M. H., & Langius‐Eklöf, A. (2015) · European Journal of Oncology Nursing · doi:10.1016/j.ejon.2015.09.004 · Cited by 35 · see citing works
“Pain in general during treatment was identified by three studies (Knapp et al., 2012; McCaughan et al., 2013; Maliski et al., 2008) and increased during the treatment in the study by Knapp et al.”
BackgroundResultInfluentialSymptom Distress in Patients With Hepatocellular Carcinoma Toward the End of Life
Hansen, L., Dieckmann, N. F., Kolbeck, K. J., Naugler, W. E., & Chang, M. F. (2017) · Oncology nursing forum · doi:10.1188/17.onf.665-673 · Cited by 25 · see citing works
“The exploration of symptom distress over time has focused primarily on patients receiving cancer treatment (Akin, Can, Aydiner, Ozdilli, & Durna, 2010; Cheng & Yeung, 2013; Knapp et al., 2012).”
BackgroundTransitions in Symptom Cluster Subgroups Among Men Undergoing Prostate Cancer Radiation Therapy
Dirksen, S. R., Belyea, M. J., Wong, W. W., & Epstein, D. R. (2015) · Cancer Nursing · doi:10.1097/ncc.0000000000000236 · Cited by 19 · see citing works
“In a study tracking singular symptoms in patients with prostate cancer over the duration of RT, results indicated many men reported decreases in pain, difficulties sleeping, and a lack of energy over time.(10) At RT baseline, researchers noted the somewhat unexpected finding of a moderately high prevalence (50%) of pa…”
BackgroundLemańska, A., Dearnaley, D. P., Jena, R., Sydes, M. R., & Faithfull, S. (2018) · Clinical Oncology · doi:10.1016/j.clon.2018.01.016 · Cited by 16 · see citing works
“[17] explored trajectories and predictors of radiotherapy-related PCa symptoms over 25 weeks.”
BackgroundRobbins, R., Cole, R., Ejikeme, C., Orstad, S. L., Porten, S. P., Salter, C. A., Nolasco, T. S., Vieira, D. L., & Loeb, S. (2022) · Sleep Medicine · doi:10.1016/j.sleep.2022.03.020 · Cited by 14 · see citing works
Predicting Radiotherapy-Related Clinical Toxicities in Cancer: A Literature Review
O’Gorman, C., Sasiadek, W., Denieffe, S., & Gooney, M. (2014) · Clinical journal of oncology nursing · doi:10.1188/14.cjon.e37-e44 · Cited by 13 · see citing works
Victorson, D., Mishra, K. K., Sauer, J., Langford, G., Maletich, C., Horowitz, B., Sauer, C., Sejpal, S. V., & Kalapurakal, J. (2024) · Global Advances in Integrative Medicine and Health · doi:10.1177/27536130241249140 · Cited by 5 · see citing works
Translation and evaluation of Chinese version of the symptom experience index
Li, K., Fu, M. R., Zhao, Q., & Chen, L. (2016) · International Journal of Nursing Practice · doi:10.1111/ijn.12464 · Cited by 5 · see citing works
Hsiao, C., Chen, M. K., Meyers, K. J., & Saligan, L. N. (2017) · Family Medicine and Community Health · doi:10.15212/fmch.2017.0133 · Cited by 3 · see citing works
“These symptoms persist for 12–24 months following EBRT completion [12, 13].”
BackgroundQuijada, P. D. D. S., Fernandes, P. A., & Santos, B. M. D. O. (2018) · Arquivos de Ciências da Saúde da UNIPAR · doi:10.25110/arqsaude.v22i3.2018.5835 · Cited by 2 · see citing works
Symptom burden among people with chronic disease
Eckerblad, J. (2015) · Linköping University medical dissertations · doi:10.3384/diss.diva-122742 · Cited by 2 · see citing works
“Symptom research has so far mostly been performed in a context of the most advanced stages of single diseases (Blinderman et al. 2008, Blinderman et al. 2009), or in people with an ongoing treatment for a severe disease (Knapp et al. 2012, Hofsø et al. 2013).”
BackgroundNon-pharmacological management of cancer-related fatigue in men treated for prostate cancer
Larkin, D. (2016) · Adelaide Research & Scholarship (AR&S) (University of Adelaide) · doi:10.4225/55/58c20e9118a74
Xiao, Y., Chen, H., Chen, Z., Chen, J., Wang, Z., Ou, A., Li, L., He, J., Bai, Z., & 万丽红 (2026) · Frontiers in Oncology · doi:10.3389/fonc.2026.1867688
- Authors
- Knapp, K., Cooper, B., Koetters, T., Cataldo, J., Dhruva, A., Paul, S. M., West, C., Aouizerat, B. E., & Miaskowski, C.
- Affiliations
- University of California, San Francisco (US)
- Corresponding author
- Miaskowski, Christine
- ORCID
- Venue
- Journal of Pain and Symptom Management
- Publisher
- Elsevier BV
- Published
- 2012-10
- Volume
- 44
- Issue
- 4
- Pages
- 486-507
- ISSN
- 0885-3924 (ISSN-L)
- PMC
- PMC3463773
- OpenAlex
- W1982761484
- Cited by
- 15
- References
- 37
- Citations by year
- 2026: 1 · 2024: 1 · 2022: 1 · 2021: 1 · 2018: 2 · 2017: 3 · 2016: 2 · 2015: 3 · 2014: 1
- FWCI
- 0.63
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Journal of Pain and Symptom Management (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Institute of Nursing Research (NR04835)
- National Institutes of Health (KL2 RR624130)
- American Cancer Society
- NIH Mentored Patient-Oriented Research Career Development Award (K23 AT005340)
- Topics
- Health Sciences › Medicine › Oncology › Cancer survivorship and care
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Prostate Cancer Diagnosis and Treatment
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Cancer-related cognitive impairment studies
- Keywords
- prostate cancer, radiotherapy, symptom trajectories, symptom severity, symptom distress, urinary symptoms, diarrhea, pain, fatigue, sleepiness, sleep disorders, Memorial Symptom Assessment Scale
- MeSH terms
- Aged, Fatigue, Humans, Longitudinal Studies, Male, Middle Aged, Pain, Prostatic Neoplasms, Quality of Life, Radiotherapy, Severity of Illness Index, Symptom Assessment
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