2021
Using Machine Learning Algorithms to Predict Immunotherapy Response in Patients with Advanced Melanoma
Johannet P, Coudray N, Donnelly DM, Jour G, Illa-Bochaca I, Xia Y, Johnson DB, Wheless L, Patrinely JR, Nomikou S, Rimm DL, Pavlick AC, Weber JS, Zhong J, Tsirigos A, Osman I. Using Machine Learning Algorithms to Predict Immunotherapy Response in Patients with Advanced Melanoma. Clinical Cancer Research 2021, 27: 131-140. PMID: 33208341, PMCID: PMC7785656, DOI: 10.1158/1078-0432.ccr-20-2415.Peer-Reviewed Original ResearchMeSH KeywordsAdultAgedDisease ProgressionDrug Resistance, NeoplasmFemaleFollow-Up StudiesHumansImage Processing, Computer-AssistedImmune Checkpoint InhibitorsMachine LearningMaleMelanomaMiddle AgedNeoplasm StagingPrognosisProgression-Free SurvivalProspective StudiesRisk AssessmentROC CurveSkinSkin NeoplasmsConceptsProgression-free survivalImmune checkpoint inhibitorsLower riskClinicodemographic characteristicsAdvanced melanomaClinical dataWorse progression-free survivalICI treatment outcomesKaplan-Meier curvesBiomarkers of responseStandard of careCheckpoint inhibitorsICI responseImmunotherapy responseValidation cohortTraining cohortDisease progressionProspective validationTreatment outcomesHigh riskClinical practicePatientsROC curveProgressionRisk
2011
Lymph Node Ratio Should Be Considered for Incorporation into Staging for Breast Cancer
Chagpar AB, Camp RL, Rimm DL. Lymph Node Ratio Should Be Considered for Incorporation into Staging for Breast Cancer. Annals Of Surgical Oncology 2011, 18: 3143. PMID: 21847696, DOI: 10.1245/s10434-011-2012-9.Peer-Reviewed Original ResearchConceptsNode-positive breast cancer patientsDifferent OS ratesOverall survivalBreast cancer patientsOS independentClinicopathologic factorsOS ratesCancer patientsBreast cancer staging systemCurrent American Joint CommitteeLymph node ratioAdditional prognostic informationAmerican Joint CommitteeCancer (AJCC) staging systemTraditional clinicopathologic factorsPN statusIntermediate riskNodal statusStaging systemPrognostic informationBreast cancerHigh riskLower riskJoint CommitteeNode ratio