- Author:
	        		
		        		
		        		
			        		Yu Jung KIM
			        		
			        		
			        		
			        			1
			        			
			        		
			        		
			        		
			        		
			        		;
		        		
		        		
		        		
			        		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
			        		
 - Publication Type:Original Article
 - From:Cancer Research and Treatment 2022;54(2):621-629
 - CountryRepublic of Korea
 - Language:English
 - 
		        	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. 
            
