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Development and Internal Validation of a Recursive Partitioning Analysis-Based Model Predictive of Pain Flare Incidence After Spine Stereotactic Body Radiation Therapy.

Publication ,  Journal Article
Kowalchuk, RO; Mullikin, TC; Harmsen, WS; Rose, PS; Siontis, BL; Kim, DK; Costello, BA; Morris, JM; Marion, JT; Johnson-Tesch, BA; Gao, RW ...
Published in: Pract Radiat Oncol
2022

PURPOSE: Pain flares are a common acute toxic effect after stereotactic body radiation therapy (SBRT) for spine metastasis. We aimed to identify a subset of patients with the highest rate of pain flare after spine SBRT to optimize prophylactic corticosteroid administration. METHODS AND MATERIALS: The data set included 428 patients with 610 treatments. We defined pain flare as acute worsening of pain at the treatment site requiring new or higher dose therapy with corticosteroids, opiates, and/or hospitalization. Data were split into 70% training and 30% validation sets using a random number generator. After feature importance testing and generation of a correlation heatmap, feature extraction was performed via recursive partitioning analysis. RESULTS: We identified 125 total pain flares (20%). Five variables met significance (P < .02) for model inclusion: renal primary, soft tissue involvement, Bilsky >0, spinal instability neoplastic score >6, and gross tumor volume >8 cc. One point was assigned for each variable. The low-risk group (score = 0, n = 159) had pain flare rates of 7.0% and 13.6% in the training and validation sets; the intermediate-risk group (score = 1, n = 150) had rates of 14.0% and 16.3%; and the high-risk group (score >1, n = 301) had rates of 28.8% and 31.3%. Patients in the high-risk group had higher rates of flare (odds ratio, 3.50; 95% confidence interval, 2.06-5.92) and accumulated health care costs 3 and 6 months post-SBRT, relative to intermediate- and low-risk patients (P < .001). CONCLUSIONS: Our internally validated model identifies a high-risk group of patients more likely to develop a pain flare after spine SBRT, for whom prophylactic steroids may be considered. Evaluation in a clinical trial is warranted.

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Published In

Pract Radiat Oncol

DOI

EISSN

1879-8519

Publication Date

2022

Volume

12

Issue

4

Start / End Page

e269 / e277

Location

United States

Related Subject Headings

  • Symptom Flare Up
  • Spinal Neoplasms
  • Radiosurgery
  • Pain
  • Incidence
  • Humans
  • 3211 Oncology and carcinogenesis
  • 3202 Clinical sciences
 

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Kowalchuk, R. O., Mullikin, T. C., Harmsen, W. S., Rose, P. S., Siontis, B. L., Kim, D. K., … Merrell, K. W. (2022). Development and Internal Validation of a Recursive Partitioning Analysis-Based Model Predictive of Pain Flare Incidence After Spine Stereotactic Body Radiation Therapy. Pract Radiat Oncol, 12(4), e269–e277. https://doi.org/10.1016/j.prro.2022.01.011
Kowalchuk, Roman O., Trey C. Mullikin, William S. Harmsen, Peter S. Rose, Brittany L. Siontis, Dong Kun Kim, Brian A. Costello, et al. “Development and Internal Validation of a Recursive Partitioning Analysis-Based Model Predictive of Pain Flare Incidence After Spine Stereotactic Body Radiation Therapy.Pract Radiat Oncol 12, no. 4 (2022): e269–77. https://doi.org/10.1016/j.prro.2022.01.011.
Kowalchuk RO, Mullikin TC, Harmsen WS, Rose PS, Siontis BL, Kim DK, et al. Development and Internal Validation of a Recursive Partitioning Analysis-Based Model Predictive of Pain Flare Incidence After Spine Stereotactic Body Radiation Therapy. Pract Radiat Oncol. 2022;12(4):e269–77.
Kowalchuk, Roman O., et al. “Development and Internal Validation of a Recursive Partitioning Analysis-Based Model Predictive of Pain Flare Incidence After Spine Stereotactic Body Radiation Therapy.Pract Radiat Oncol, vol. 12, no. 4, 2022, pp. e269–77. Pubmed, doi:10.1016/j.prro.2022.01.011.
Kowalchuk RO, Mullikin TC, Harmsen WS, Rose PS, Siontis BL, Kim DK, Costello BA, Morris JM, Marion JT, Johnson-Tesch BA, Gao RW, Shiraishi S, Lucido JJ, Olivier KR, Owen D, Stish BJ, Laack NN, Park SS, Brown PD, Merrell KW. Development and Internal Validation of a Recursive Partitioning Analysis-Based Model Predictive of Pain Flare Incidence After Spine Stereotactic Body Radiation Therapy. Pract Radiat Oncol. 2022;12(4):e269–e277.
Journal cover image

Published In

Pract Radiat Oncol

DOI

EISSN

1879-8519

Publication Date

2022

Volume

12

Issue

4

Start / End Page

e269 / e277

Location

United States

Related Subject Headings

  • Symptom Flare Up
  • Spinal Neoplasms
  • Radiosurgery
  • Pain
  • Incidence
  • Humans
  • 3211 Oncology and carcinogenesis
  • 3202 Clinical sciences