A Prognostic Model to Facilitate Palliative Care Referral in Oncology Outpatients.

Yu Jung Kim, Yusuke Hiratsuka, Sang-Yeon Suh, Beodeul Kang, Si Won Lee, Hong-Yup Ahn, Koung Jin Suh, Ji-Won Kim, Se Hyun Kim, Jin Won Kim, Keun-Wook Lee, Jee Hyun Kim, Jong Seok Lee
Author Information
  1. Yu Jung Kim: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  2. Yusuke Hiratsuka: Department of Palliative Medicine, Tohoku University School of Medicine, Sendai, Japan.
  3. Sang-Yeon Suh: Hospice & Palliative Care Center, Department of Family Medicine, Dongguk University Ilsan Hospital, Goyang, Korea.
  4. Beodeul Kang: Division of Medical Oncology, CHA Bundang Medical Center, CHA University School of Medicine, Seongnam, Korea.
  5. Si Won Lee: Division of Medical Oncology, Department of Internal Medicine, Yonsei Cancer Center, Yonsei University College of Medicine, Seoul, Korea.
  6. Hong-Yup Ahn: Department of Statistics, Dongguk University Medical School, Seoul, Korea.
  7. Koung Jin Suh: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  8. Ji-Won Kim: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  9. Se Hyun Kim: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  10. Jin Won Kim: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  11. Keun-Wook Lee: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  12. Jee Hyun Kim: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.
  13. Jong Seok Lee: Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea.

Abstract

PURPOSE: We aimed to develop a prognostic model to assist palliative care referral at least 3 months before death in advanced cancer patients treated at an outpatient medical oncology clinic.
MATERIALS AND METHODS: In this prospective cohort study, a total of 200 patients were enrolled at a tertiary cancer center in South Korea. The major eligibility criterion was an expected survival of less than a year as estimated by their oncologists. We analyzed the influences of known prognostic factors along with chemotherapy status, mid-arm circumference, and triceps skinfold thickness on survival time.
RESULTS: The mean age of the patients was 64.5 years, 36% were female, and the median survival time was 7.6 months. In the multivariate analysis, we found 6 significant factors related to poor survival: a poor Eastern Cooperative oncology Group (ECOG) performance status (≥2), not undergoing chemotherapy, anorexia, a low lymphocyte level (<12%), a high lactate dehydrogenase (LDH) level (≥300 IU/L), and a low mid-arm circumference (<23 cm). We developed a prognostic model (score, 0-8.0) to predict 3-month survival based on the multivariate analysis. patients who scored ≥4.0 points had a short survival of less than 3 months (p<0.001). The discriminating ability of the prognostic model using the area under the receiver operating characteristic curve (AUC) was 0.88.
CONCLUSION: The prognostic model using ECOG performance status, chemotherapy status, anorexia, lymphocytes, LDH, and mid-arm circumference can predict 3-month survival in medical oncology outpatients. It can alert oncologists to refer patients to palliative care specialists before it is too late.

Keywords

References

  1. J Palliat Med. 2012 Nov;15(11):1261-9 [PMID: 22925157]
  2. Support Care Cancer. 2008 Apr;16(4):359-70 [PMID: 17629751]
  3. J Clin Oncol. 2008 Dec 20;26(36):5863-9 [PMID: 19018082]
  4. Cancer. 2020 May 15;126(10):2288-2295 [PMID: 32142165]
  5. Ann Oncol. 2017 Jul 01;28(7):1612-1617 [PMID: 28472235]
  6. J Pain Symptom Manage. 1999 Apr;17(4):231-9 [PMID: 10203875]
  7. Cancer. 2020 Nov 15;126(22):4984-4993 [PMID: 32813913]
  8. J Clin Oncol. 2004 Dec 1;22(23):4823-8 [PMID: 15570085]
  9. Oncologist. 2012;17(12):1574-80 [PMID: 23220843]
  10. J Clin Oncol. 2008 May 20;26(15):2538-43 [PMID: 18487571]
  11. Oncologist. 2016 Jan;21(1):110-8 [PMID: 26614711]
  12. BMC Cancer. 2011 Mar 15;11:95 [PMID: 21406082]
  13. J Clin Oncol. 2017 Jan;35(1):96-112 [PMID: 28034065]
  14. Cancer. 2014 Jun 1;120(11):1743-9 [PMID: 24967463]
  15. J Clin Oncol. 2013 Apr 20;31(12):1539-47 [PMID: 23530101]
  16. J Palliat Care. 1996 Spring;12(1):5-11 [PMID: 8857241]
  17. N Engl J Med. 2010 Aug 19;363(8):733-42 [PMID: 20818875]
  18. Lancet. 2014 May 17;383(9930):1721-30 [PMID: 24559581]
  19. Oncologist. 2018 Oct;23(10):1230-1235 [PMID: 29895629]
  20. Cancer Med. 2018 Jun 1;: [PMID: 29856126]
  21. Support Care Cancer. 1999 May;7(3):128-33 [PMID: 10335930]
  22. Chest. 2005 Oct;128(4):2108-15 [PMID: 16236862]
  23. Ann Palliat Med. 2020 Sep;9(5):2800-2808 [PMID: 32787372]
  24. Am J Clin Nutr. 2007 Nov;86(5):1339-46 [PMID: 17991644]
  25. JAMA. 2009 Aug 19;302(7):741-9 [PMID: 19690306]
  26. Support Care Cancer. 2010 Feb;18(2):151-7 [PMID: 19381691]

Grants

  1. 2015R1C1A2A01053357/National Research Foundation of Korea
  2. /Ministry of Science, Informatics, Communication and Technology

MeSH Term

Anorexia
Female
Humans
Male
Medical Oncology
Middle Aged
Outpatients
Palliative Care
Prognosis
Prospective Studies
Referral and Consultation
Retrospective Studies

Word Cloud

Created with Highcharts 10.0.0survivalprognosticmodelpatientsstatuscaremonthschemotherapymid-armcircumference0palliative3cancermedicaloncologylessoncologistsfactorstime6multivariateanalysispoorOncologyECOGperformanceanorexialowlevelLDHpredict3-monthusingcanPalliativePURPOSE:aimeddevelopassistreferralleastdeathadvancedtreatedoutpatientclinicMATERIALSANDMETHODS:prospectivecohortstudytotal200enrolledtertiarycenterSouthKoreamajoreligibilitycriterionexpectedyearestimatedanalyzedinfluencesknownalongtricepsskinfoldthicknessRESULTS:meanage645years36%femalemedian7foundsignificantrelatedsurvival:EasternCooperativeGroup≥2undergoinglymphocyte<12%highlactatedehydrogenase≥300IU/L<23cmdevelopedscore0-8basedPatientsscored≥4pointsshortp<0001discriminatingabilityareareceiveroperatingcharacteristiccurveAUC88CONCLUSION:lymphocytesoutpatientsalertreferspecialistslatePrognosticModelFacilitateCareReferralOutpatientsNeoplasmsPrognosisSurvival

Similar Articles

Cited By (2)