Supplemental Table 1.1: Prostate cancer prognostic tools

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Supplemental Table 1.1: Prostate cancer prognostic tools Features ANN^ BioChemical Capra^ CSQS EBRT Han Outcomes Cancer Specific - - +* + - - Non-Cancer Specific - - - + - - DFS/PFS +* +* +* - +* +* Clinical Response - - - - - - Therapy Induced Side Effects - - - - - - Cancer characteristics + + + + + + Demographic characteristics - + + + - - Co-morbidities - - - + - - Therapy impact - + - - + +* Genetic factors - - - - - - Modifiable factors - - - - - - Patient user recommended ND + - - - - Johns Hopkins Medical Institutions Duke Prostate Center Database Cancer of the Prostate Strategic Urologic Research Endeavor (CaPSURE). ND James Buchanan Brady Urological Institute, Johns Hopkins Hospital. Validation + + + + + + Funder IDEA, ANNs, NCI ND UCSF NCI ND ND Web-based + + + + +** + Other modality - - - - - - Updated October 2007 2011 2010 2010 ND 2011 1

Supplemental Table 1.1 cont d: Prostate cancer prognostic tools Features Lerner^ MSK^ Nomograms^ Prognostigram Roswell Park Outcomes Cancer Specific +* +* +* + + Non-Cancer Specific - - - - - DFS/PFS +* +* +* - - Clinical Response - +* - - - Therapy Induced Side Effects - - - - - Cancer characteristics + + +* + + Demographic characteristics +* - +* + - Co-morbidities +* +* + + - Therapy impact +* +* +* + - Genetic factors - - - - - Modifiable factors - - - - - Patient user recommended - + + - ND Memorial Sloan- Kettering Cancer Center Memorial Sloan- Kettering Cancer Center Quebec Health Plan Social Security Life Tables; Connecticut tumor registry; clinic data Validation + + +* + + Funder ND ND University of Montreal ND ND Web-based + +* + + + Other modality - - - - - Updated ND ND ND ND ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature ** excel version downloadable ND Not defined 2

Supplemental Table 1.2: Colon, rectal, and colorectal cancer prognostic tools Features Adjuvant CancerMath CSQS KCI Lerner^ MAASTRO^ Outcomes Cancer Specific + + + + +* +* Non-Cancer Specific + + + - - - DFS/PFS +* - - - +* +* Clinical Response - - - - - - Therapy Induced Side Effects - - - - - - Cancer characteristics + + + + + + Demographic characteristics + + + + + +* Co-morbidities + - + - - - Therapy impact + - - - +* +* Genetic factors - - - - - - Modifiable factors - - - - - - Patient user recommended - - - - - - San Antonio Database ; Partners Hospitals; other datasets Memorial Sloan- Kettering Cancer Center 107 LARC patients in Italy Validation + + + + + + Funder Astra Zeneca The Greenberg Breast Cancer Foundation ND NCI Knight Cancer Institute ND ND Web-based + + + + + + Other modality + - - - - - Updated June 2006 November 2007 2010 ND ND July 2011 3

Supplemental Table 1.2 cont d: Colon, rectal, and colorectal cancer prognostic tools Features MD Anderson MSK Numeracy Prognostigram Outcomes Cancer Specific + - - + Non-Cancer Specific - - - - DFS/PFS - +* +* - Clinical Response - - - - Therapy Induced Side Effects - - - - Cancer characteristics + + + + Demographic characteristics + + + + Co-morbidities - - - + Therapy impact - + + + Genetic factors - - - - Modifiable factors - - - - Patient user recommended - + - - Memorial Sloan- Kettering Cancer Center Seven trial groups Validation + + + + Funder ND ND ND ND Web-based + + + + Other modality - - - - Updated ND ND August 2011 ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature LARC Locally Advanced Rectal Cancer ND Not defined 4

Supplemental Table 1.3: Breast cancer prognostic tools Features Adjuvant^ CancerMath FinProg IBTR Lerner^ Outcomes Cancer Specific +* + + - - Non-Cancer Specific + + - - - DFS/PFS +* - +* +* +* Clinical Response - - - - - Therapy Induced Side Effects - - - - - Cancer characteristics + + + + + Demographic characteristics + + + + +* Co-morbidities + - - - - Therapy impact + + + + - Genetic factors + - + - - Modifiable factors - - - - - Patient user recommended - - - - - San Antonio Database ; Partners Hospitals; other datasets Finnish nationwide registry Two large institutional data sets Memorial Sloan-Kettering Cancer Center; Breast Cancer Sentinel lymph node database Validation + + + + + Funder Astra Zeneca The Greenberg Breast Cancer Foundation ND Helsinki University Research Funds, the Academy of Finland, the Cancer Society of Finland Web-based + + + + + Other modality + - - - - Updated June 2006 April 2009 ND ND ND ND ND 5

Supplemental Table 1.3 cont d: Breast cancer prognostic tools Features MD Anderson^ MSK^ Prognostigram Outcomes Cancer Specific - - + Non-Cancer Specific - - - DFS/PFS +* +* - Clinical Response +* - - Therapy Induced Side Effects - - - Cancer characteristics + + + Demographic characteristics +* +* + Co-morbidities - - + Therapy impact +* - + Genetic factors - + - Modifiable factors - - - Patient user recommended - + - ND Memorial Sloan- Kettering Cancer Center Validation +* + + Funder ND ND ND Web-based + + + Other modality - - - Updated ND ND ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature ND Not defined 6

Supplemental Table 1.4: Other genitourinary cancer prognostic tools Features CancerMath Lerner^ MSK^ Nomograms^ Prognostigram QxMD Cancer Sites Outcomes Bladder - + + + + - Kidney - + - + + - Renal Cell + - + - + + Penile - + - + + - Other Genitourinary - - - + + - Cancer Specific + +* - +* + + Non-Cancer Specific + - - - - - DFS/PFS - +* +* +* - - Clinical Response - - - - - - Therapy Induced Side Effects - +* - - - - Cancer characteristics + + + + + + Demographic characteristics + +* +* +* + - Co-morbidities - +* - +* + + Therapy impact - - - +* + - Genetic factors - - - - - - Modifiable factors - - - + - - Patient user recommended - - + + - - 12 centers of excellence 12 centers worldwide Univ. of Texas Southwestern, Johns Hopkins Hospital, Baylor College of Medicine (bladder); 12 institutions in Canada, Austria, France, Italy, Netherlands; 9 ND 7

registries (penile) Validation + + + + + ND Funder ND ND ND University of Montreal ND ND Web-based + + + + + - Other modality - - - - - + Updated August 2007 ND ND ND ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature ND Not defined December 2011 8

Supplemental Table 1.5: Melanoma prognostic tools Features AJCC CancerMath^ Lerner MSK Numeracy Prognostigram Outcomes Cancer Specific + + - - + + Non-Cancer Specific - + - - - - DFS/PFS - +* +* +* - - Clinical Response - - - - - - Therapy Induced Side Effects - - - - - - Cancer characteristics + + + + + + Demographic characteristics + + + + - + Co-morbidities - - - - - + Therapy impact - - - - - + Genetic factors - - - - - - Modifiable factors - - - - - - Patient user recommended ND ND - + - - American Joint Committee on Cancer Melanoma Database ; Partners Hospitals; other datasets Memorial Sloan-Kettering Cancer Center Memorial Sloan- Kettering Cancer Center Clinic Meta-analysis of Eastern Comparative Oncology group studies Validation + + + + + + Funder ND ND ND ND ND ND Web-based + + + + + + Other modality - - - - - - Updated ND August 2007 ND ND August 2011 ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature 9

ND Not defined Supplemental Table 1.6: Other gastrointestinal cancer prognostic calculators Features KCI^ Lerner^ MD Anderson MSK^ Prognostigram Cancer Sites Outcomes Pancreas + + - + + Esophageal - - + - + Other GI + + - + + Cancer Specific + + - +* + Non-Cancer Specific - - - - - DFS/PFS - - +* +* - Clinical Response - - - - - Therapy Induced Side Effects - - - - - Cancer characteristics + + + + + Demographic characteristics + + - +* + Co-morbidities - - - - + Therapy impact - - - - + Genetic factors - - - - - Modifiable factors - - - - - Patient user recommended - - - +* - Oregeon Health & Science University Memorial Sloan- Kettering Cancer Center MD Anderson Cancer Center; Univ. of Rochester School of Medicine and Dentistry Dutch gastric cancer trial; Memorial Sloan- Kettering Cancer Center; Spanish group for research on sarcomas; Mayo Clinic Validation +* + + + + Funder Knight Cancer Institute ND ND ND ND 10

Web-based + + + +* + Other modality - - - +* - Updated ND ND ND ND ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature ND Not defined 11

Supplemental Table 1.7: Thoracic cancer prognostic tools Features Adjuvant KCI MAASTRO^ Prognostigram QxMD Cancer Sites Outcomes Lung + + + + + Other Respiratory - - - + - Cancer Specific + + +* + + Non-Cancer Specific + - - - - DFS/PFS - - +* - - Clinical Response - - - - - Therapy Induced Side Effects - - +* - - Cancer characteristics + + +* + + Demographic characteristics + + + + - Co-morbidities + - + + - Therapy impact + - +* + - Genetic factors - - - - - Modifiable factors - - + - - Patient user recommended - - - - - San Antonio Database 322 NSCLC patients treated at MAASTRO clinic Recent sample of American patients with lung cancer Validation + ND + + ND Funder Astra Zeneca The Greenberg Breast Cancer Foundation Knight Cancer Institute ND ND ND Web-based + + + + - Other modality - - - - + Updated June 2006 ND July 2011 ND December 2011 ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature 12

NSCLC Non-small cell lung cancer ND Not defined 13

Supplemental Table 1.8: Head and neck cancer prognostic tools Features CancerMath KCI^ Lerner MAASTRO Prognostigram Cancer Sites Larynx + - - + + Oral + + + - + Other + + - - + Outcome of Interest Cancer Specific + + - + + Non-Cancer Specific + - - - - DFS/PFS - +* +* +* - Clinical Response - - - - - Therapy Induced Side Effects - - - - - Cancer Characteristics + + + + + Demographic Characteristics + + + + + Co-morbidities - - + - + Therapy Impact - - - + + Genetic factors - - - - - Modifiable factors - - - - - Patient user recommended - - - - - ; Database from Memorial Sloan-Kettering Cancer Center and the Hospital do Cancer AC Camargo, Sao Baulo Brazil Database from Memorial Sloan- Kettering Cancer Center and the Hospital do Cancer AC Camargo, Sao Baulo Brazil 994 patients with squamous cell laryngeal carcinoma treated at MAASTRO clinic Validation + +* + + + Funder ND Knight Cancer Institute ND ND ND Web-based + + + + + Other modality - - - - - 14

Updated August 2007 ND ND July 2011 ND ^ indicates multiple calculators for cancer sites in the tool * indicates that at least one but not all calculators has the feature ND Not defined 15

Supplemental Table 1.9: Gynecologic cancer prognostic tools Features Lerner MSK Prognostigram Cancer Sites Endometrial - + + Ovarian + - + Other - - + Outcome of Interest Cancer Specific + + + Non-Cancer Specific - - - DFS/PFS - - - Clinical Response - - - Therapy Induced Side Effects - - - Cancer Characteristics + + + Demographic Characteristics + + + Co-morbidities - - + Therapy Impact - - + Genetic factors - + - Modifiable factors - - - Patient user recommended - + - Virginia K. Pierce gynecological service database Memorial Sloan- Kettering Cancer Center Validation + + + Funder ND ND ND Web-based + + + Other modality - - - Updated ND ND ND 16

ND Not defined 17

Supplemental Table 1.10: Soft tissue cancer prognostic tools Features Lerner^ MSK^ Prognostigram Cancer Sites Sarcoma + + + Other - + + Outcome of Interest Cancer Specific + + + Non-Cancer Specific - - - DFS/PFS - - - Clinical Response - - - Therapy Induced Side Effects - - - Cancer Characteristics + + + Demographic Characteristics + + + Co-morbidities - - + Therapy Impact - - + Genetic factors - - - Modifiable factors - - - Patient user recommended - + - Memorial Sloan- Kettering Cancer Center Memorial Sloan- Kettering Cancer Center Validation + + + Funder ND ND ND Web-based + + + Other modality - - - Updated ND ND ND ^ indicates multiple calculators for cancer sites in the tool ND Not defined 18

Supplemental Table 1.11: Endocrine cancer prognostic tools Features Nomograms Prognostigram Cancer Sites Adrenal + - Other - + Outcome of Interest Cancer Specific + + Non-Cancer Specific + - DFS/PFS - - Clinical Response - - Therapy Induced Side Effects - - Cancer Characteristics + + Demographic Characteristics + + Co-morbidities - + Therapy Impact - + Genetic factors - - Modifiable factors - - Patient user recommended + - 9 registries Validation + + Funder University of Montreal Web-based + + Other modality - - Updated ND ND ND Not defined ND 19

Supplemental Table 1.12: Hematologic cancer prognostic tools Features Prognostigram QxMD Cancer Sites Lymphoma + + Other + + Outcome of Interest Cancer Specific + +* Non-Cancer Specific - - DFS/PFS - +* Clinical Response - - Therapy Induced Side Effects - - Cancer Characteristics + + Demographic Characteristics + +* Co-morbidities + +* Therapy Impact + - Genetic factors - + Modifiable factors - - Patient user recommended - - Data from the MIPI Study Cohort Validation + ND Funder ND ND Web-based + - Other modality - + Updated ND December 2011 * indicates that at least one but not all calculators has the feature MIPI Mantle Cell Lymphoma International Prognostic Index ND Not defined 20

Supplemental Table 1.13: Nervous system cancer prognostic tools Features GBM Prognostigram Cancer Sites Brain + + Other Nervous System - + Outcome of Interest Cancer Specific + + Non-Cancer Specific - - DFS/PFS - - Clinical Response - - Therapy Induced Side Effects - - Cancer Characteristics - + Demographic Characteristics + + Co-morbidities + + Therapy Impact + + Genetic factors - - Modifiable factors - - Patient user recommended + - EORTC; NCIC Clinical Trials Group Validation + + Funder ND ND Web-based + + Other modality - - Updated ND ND EORTC European Organisation for Research and Treatment of Cancer NCIC National Cancer institute of Canada 21

ND Not defined 22