2024
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 indexPatients
2023
Abstract A123: Circulating tumor DNA (ctDNA) genomic and epigenomic profiling (GuardantINFINITY) for diagnosis of DNA damage repair (DDR) loss of function (LOF) and response monitoring in the TRESR and ATTACC trials
Rosen E, Schonhoft J, Silverman I, Yablonovitch A, Sethuraman S, Nejad P, Ulanet D, Yang J, Kim I, Fei K, Xu Y, Lagow E, Zhang S, Cai M, Koehler M, Carneiro B, Lheureux S, Cecchini M, Herzberg B, Reis-Filho J, Rimkunas V, Yap T. Abstract A123: Circulating tumor DNA (ctDNA) genomic and epigenomic profiling (GuardantINFINITY) for diagnosis of DNA damage repair (DDR) loss of function (LOF) and response monitoring in the TRESR and ATTACC trials. Molecular Cancer Therapeutics 2023, 22: a123-a123. DOI: 10.1158/1535-7163.targ-23-a123.Peer-Reviewed Original ResearchCirculating tumor DNAVariant allele frequencyDNA damage repairEpigenomic profilingTumor DNADamage repairResponse monitoringCirculating tumor DNA sequencingLow variant allele frequencyTreated with PARPiPhase 1 studyCell-free DNAMolecular responseIntragenic deletionsEpigenetic analysisAllele frequenciesRad3-relatedCH variantsGenomic alterationsOn-treatmentClinical outcomesPancreatic cancerAtaxia telangiectasiaPathogenic alterationsEvaluable pts
2021
Clinical outcomes of first line FOLFIRINOX vs . gemcitabine plus nab-paclitaxel in metastatic pancreatic cancer at the Yale Smilow Hospital System
Patel T, Miccio J, Cecchini M, Srikumar T, Stein S, Kortmanksy J, Johung K, Lacy J. Clinical outcomes of first line FOLFIRINOX vs . gemcitabine plus nab-paclitaxel in metastatic pancreatic cancer at the Yale Smilow Hospital System. Journal Of Gastrointestinal Oncology 2021, 0: 0-0. PMID: 35070386, PMCID: PMC8748034, DOI: 10.21037/jgo-21-202.Peer-Reviewed Original ResearchMetastatic pancreatic cancerFirst-line FOLFIRINOXTreatment discontinuationFFX groupDose modificationOverall survivalNab-paclitaxelPancreatic cancerGN groupComparative effectivenessMedian TTDFirst-line settingMedian overall survivalOutcomes of patientsTreatment-related toxicityFirst-line therapyKaplan-Meier methodRate of hospitalizationElectronic medical record systemAdjuvant gemcitabineChemotherapy toxicityDiscontinuation ratesLine therapyMedical record systemTreatment toxicity
2020
The Utility of Neoadjuvant Radiotherapy after Neoadjuvant Multiagent Chemotherapy in Patients with Localized Pancreatic Cancer
Miccio J, Talcott W, Patel T, Park H, Cecchini M, Salem R, Stein S, Kortmansky J, Lacy J, Johung K, Jethwa K. The Utility of Neoadjuvant Radiotherapy after Neoadjuvant Multiagent Chemotherapy in Patients with Localized Pancreatic Cancer. International Journal Of Radiation Oncology • Biology • Physics 2020, 108: e31-e32. DOI: 10.1016/j.ijrobp.2020.02.538.Peer-Reviewed Original Research
2017
EGFR Exon 19 Deletion in Pancreatic Adenocarcinoma Responds to Erlotinib, Followed by T790M-Mediated Resistance.
Cecchini M, Sklar J, Lacy J. EGFR Exon 19 Deletion in Pancreatic Adenocarcinoma Responds to Erlotinib, Followed by T790M-Mediated Resistance. Journal Of The National Comprehensive Cancer Network 2017, 15: 1085-1089. PMID: 28874593, DOI: 10.6004/jnccn.2017.0151.Peer-Reviewed Original ResearchConceptsPancreatic ductal adenocarcinomaTyrosine kinase inhibitorsMetastatic pancreatic ductal adenocarcinomaEGFR Exon 19 DeletionEGFR tyrosine kinase inhibitorsImmune checkpoint inhibitorsMetastatic pancreatic cancerExon 19 deletionsEpidermal growth factor receptorGrowth factor receptorAdvanced diseaseCheckpoint inhibitorsMultidrug chemotherapyPancreatic cancerDisease progressionDuctal adenocarcinomaPancreatic adenocarcinomaActionable mutationsTumor typesKinase inhibitorsExon 19Factor receptorAdenocarcinomaPatientsErlotinib