Deep-Transfer-Learning–Based Natural Language Processing of Serial Free-Text Computed Tomography Reports for Predicting Survival of Patients With Pancreatic Cancer
Kim S, Kim S, Kim E, Cecchini M, Park M, Choi J, Kim S, Hwang H, Kang C, Choi H, Shin S, Kang J, Lee C. Deep-Transfer-Learning–Based Natural Language Processing of Serial Free-Text Computed Tomography Reports for Predicting Survival of Patients With Pancreatic Cancer. JCO Clinical Cancer Informatics 2024, 8: e2400021. PMID: 39151114, DOI: 10.1200/cci.24.00021.Peer-Reviewed Original ResearchConceptsArea under the receiver operating characteristic curveSurvival of patientsCT reportsPancreatic cancerNatural language processingC-indexPredicting survivalOverall survival of patientsTertiary hospitalPredicting 1-year survivalPredicting survival of patientsImproved C-indexSurvival informationPancreatic cancer survivalReceiver operating characteristic curveInternal test data setNLP modelsComputed tomography reportsLanguage processingKorean tertiary hospitalOverall survivalConsecutive patientsActual survivalConcordance indexPatientsAbstract B117: Phase 1 study of CM24 in combination with nivolumab in patients with advanced pancreatic cancer - Survival, potential biomarker and effect on neutrophil extracellular traps (NETs)
Borazanci E, Pant S, Perets R, Golan T, Al Hallak M, Cecchini M, Maierson T, David H, Schickler M, Reuveni H. Abstract B117: Phase 1 study of CM24 in combination with nivolumab in patients with advanced pancreatic cancer - Survival, potential biomarker and effect on neutrophil extracellular traps (NETs). Cancer Research 2024, 84: b117-b117. DOI: 10.1158/1538-7445.panca2023-b117.Peer-Reviewed Original ResearchPancreatic ductal adenocarcinoma patientsTumor-infiltrating lymphocytesPancreatic ductal adenocarcinomaNeutrophil extracellular trapsCarcinoembryonic antigen cell adhesion molecule 1Dose-escalation partPancreatic cancer survivalImmune evasionExtracellular trapsEscalation partPatient biopsiesPotential biomarkersRandomized phase 2 studyCompared to healthy volunteersControl immune evasionDisease control ratePhase 1/2 studyAnti-tumor immunitySecond-line therapyCancer survivalPhase 2 studyPhase 1 studyCell adhesion molecule 1Adhesion molecule 1Patient survival data