Ruth Lim, MD
Assistant Professor of Radiology and Biomedical ImagingCards
About
Research
Publications
2025
Gross tumor volume confidence maps prediction for soft tissue sarcomas from multi-modality medical images using a diffusion model
Dong Y, Marin T, Zhuo Y, Najem E, Moteabbed M, Xing F, Beddok A, Lahoud R, Rozenblum L, Ding Z, Liu X, Grogg K, Woo J, Chen Y, Lim R, Ma C, Fakhri G. Gross tumor volume confidence maps prediction for soft tissue sarcomas from multi-modality medical images using a diffusion model. Physics And Imaging In Radiation Oncology 2025, 33: 100734. PMID: 40123775, PMCID: PMC11926426, DOI: 10.1016/j.phro.2025.100734.Peer-Reviewed Original ResearchGross tumor volumeSoft tissue sarcomasTissue sarcomasGross tumor volume delineationManual GTV delineationsMagnetic resonance imagingComputed tomographyFluorodeoxyglucose positron emission tomographyGTV delineationT1-weighted magnetic resonance imagingSingle-modePositron emission tomographyMulti-modal medical imagesTumor volumeIntra-reader variabilityFDG-PETTreatment planningSarcomaEmission tomographyImaging modalitiesResonance imagingDiffusion modelDice indexReader variabilityPatients
2024
Review of the Clinical and Technical Aspects of 99mTc-Dimercaptosuccinic Acid Renal Imaging: The Comeback “Kit”
Lim R, Kwatra N, Ferrer Valencia V, Collins K, Vali R, Fahey F, Treves S. Review of the Clinical and Technical Aspects of 99mTc-Dimercaptosuccinic Acid Renal Imaging: The Comeback “Kit”. Journal Of Nuclear Medicine Technology 2024, 52: jnmt.123.267185. PMID: 39137980, DOI: 10.2967/jnmt.123.267185.Peer-Reviewed Original ResearchConceptsTc-DMSAFood and Drug AdministrationDrug AdministrationRenal cortical defectsNuclear medicine cliniciansU.S. Food and Drug AdministrationRenal functionDisorders affecting childrenRenal imagingImaging specialistsCortical defectsDimercaptosuccinic acidClinical needImaging practicesAdministrationImaging methodsKitAdultsChildrenThe role of 18F-FDG PET in minimizing variability in gross tumor volume delineation of soft tissue sarcomas
Najem E, Marin T, Zhuo Y, Lahoud R, Tian F, Beddok A, Rozenblum L, Xing F, Moteabbed M, Lim R, Liu X, Woo J, Lostetter S, Lamane A, Chen Y, Ma C, El Fakhri G. The role of 18F-FDG PET in minimizing variability in gross tumor volume delineation of soft tissue sarcomas. Radiotherapy And Oncology 2024, 194: 110186. PMID: 38412906, PMCID: PMC11042980, DOI: 10.1016/j.radonc.2024.110186.Peer-Reviewed Original ResearchGross tumor volume delineationGross tumor volumeDice similarity coefficientF-FDG PET imagingSoft tissue sarcomasInter-reader variabilityGTV delineationRadiation therapy treatment planningF-FDGF-FDG PETTherapy treatment planningPerformance level estimationTumor volume delineationTissue sarcomasPET imagingVolume delineationSimultaneous truthHausdorff distanceDice similarity coefficient scoreAccurate gross tumor volumeImaging modality groupsWilcoxon signed-rank testStatistically significant decreaseSigned-rank testTumor volume
2023
A Comprehensive Primer on Radiation Oncology for Non-Radiation Oncologists
Beddok A, Lim R, Thariat J, Shih H, Fakhri G. A Comprehensive Primer on Radiation Oncology for Non-Radiation Oncologists. Cancers 2023, 15: 4906. PMID: 37894273, PMCID: PMC10605284, DOI: 10.3390/cancers15204906.Peer-Reviewed Original ResearchProton therapyRadiation therapyRadiation oncologistsIntensity-modulated proton therapyNon-oncologistsNon-radiation oncologistsImage-guided RTFollow-upExternal beam therapyArc therapyThree-dimensional conformal RTCT simulationPatient alignmentTarget volumeIntensity-modulated RTRT planningCompletion of RTPotential late effects of treatmentMedical physicistsLifelong follow-upLate effects of treatmentPatient follow-upBeam therapyNon-radiativeOptimize treatment outcomesOutcomes After Preoperative Chemoradiation With or Without Pazopanib in Non-Rhabdomyosarcoma Soft Tissue Sarcoma: A Report From Children's Oncology Group and NRG Oncology
Weiss A, Chen Y, Scharschmidt T, Xue W, Gao Z, Black J, Choy E, Davis J, Fanburg-Smith J, Kao S, Kayton M, Kessel S, Lim R, Million L, Okuno S, Ostrenga A, Parisi M, Pryma D, Randall R, Rosen M, Shulkin B, Terezakis S, Venkatramani R, Zambrano E, Wang D, Hawkins D, Spunt S. Outcomes After Preoperative Chemoradiation With or Without Pazopanib in Non-Rhabdomyosarcoma Soft Tissue Sarcoma: A Report From Children's Oncology Group and NRG Oncology. Journal Of Clinical Oncology 2023, 41: 4842-4848. PMID: 37523624, PMCID: PMC10852395, DOI: 10.1200/jco.23.00045.Peer-Reviewed Original ResearchConceptsNon-rhabdomyosarcoma soft tissue sarcomasSoft tissue sarcomasRegimen BPreoperative chemoradiationRegimen ATissue sarcomasPathological responseMedian survivor follow-upComplete pathologic response ratePathological response rateEvent-free survivalPhase II studyPrimary end pointChildren's Oncology GroupIntent-to-treat analysisSurvivor follow-upNon-rhabdomyosarcomasPreoperative radiotherapyPrimary resectionOverall survivalOncology GroupII studyClinical trial updateNRG OncologyEligible patients
2022
Automation of generative adversarial network-based synthetic data-augmentation for maximizing the diagnostic performance with paranasal imaging
Kong H, Kim J, Moon H, Park H, Kim J, Lim R, Woo J, Fakhri G, Kim D, Kim S. Automation of generative adversarial network-based synthetic data-augmentation for maximizing the diagnostic performance with paranasal imaging. Scientific Reports 2022, 12: 18118. PMID: 36302815, PMCID: PMC9613909, DOI: 10.1038/s41598-022-22222-z.Peer-Reviewed Original ResearchConceptsSynthetic data augmentationData augmentationLack of training dataConventional data augmentationDeep learning methodsTraining dataLearning methodsPipeline approachAlgorithm trainingGraphical dataAutomationWaters' view radiographsModel performanceAutomated pipelinePerformancePerformance parametersAlgorithmDatasetAugmentationDataMethodPipelineRulesIndustrial workersHuman biodistribution and radiation dosimetry of the demyelination tracer [18F]3F4AP
Brugarolas P, Wilks M, Noel J, Kaiser J, Vesper D, Ramos-Torres K, Guehl N, Macdonald-Soccorso M, Sun Y, Rice P, Yokell D, Lim R, Normandin M, El Fakhri G. Human biodistribution and radiation dosimetry of the demyelination tracer [18F]3F4AP. European Journal Of Nuclear Medicine And Molecular Imaging 2022, 50: 344-351. PMID: 36197499, PMCID: PMC9816249, DOI: 10.1007/s00259-022-05980-w.Peer-Reviewed Original ResearchConceptsRadiation dosimetryTime-activity curvesAdverse eventsEffective doseMultiple bed positionsComprehensive metabolic panelNonhuman primatesHealthy human volunteersNo adverse eventsDynamic PET scansVoltage-gated potassiumAnimal models of neurological diseasesNonhuman primate studiesModels of neurological diseasesHuman biodistributionAverage effective doseMetabolic panelDosimetryOLINDA softwareHealthy volunteersUrinary bladderPET scansDemyelinating lesionsBed positionAnimal modelsACT: Semi-supervised Domain-Adaptive Medical Image Segmentation with Asymmetric Co-training
Liu X, Xing F, Shusharina N, Lim R, Jay Kuo C, El Fakhri G, Woo J. ACT: Semi-supervised Domain-Adaptive Medical Image Segmentation with Asymmetric Co-training. Lecture Notes In Computer Science 2022, 13435: 66-76. PMID: 36780245, PMCID: PMC9911133, DOI: 10.1007/978-3-031-16443-9_7.Peer-Reviewed Original ResearchSemi-supervised domain adaptationUnsupervised domain adaptationSemi-supervised learningMedical image segmentationDomain adaptationDomain shiftLabel supervisionTarget domainImage segmentationDomain dataLeverage different knowledgePseudo-label noiseSignificant domain shiftSupervised joint trainingLabeled source domainUnlabeled target dataUnlabeled target domainLabeled target samplesTarget domain dataSource domain dataState-of-the-artMRI segmentation taskSubstantial performance gainsPseudo-labelsLabel noiseJoint EANM/SIOPE/RAPNO practice guidelines/SNMMI procedure standards for imaging of paediatric gliomas using PET with radiolabelled amino acids and [18F]FDG: version 1.0
Piccardo A, Albert N, Borgwardt L, Fahey F, Hargrave D, Galldiks N, Jehanno N, Kurch L, Law I, Lim R, Lopci E, Marner L, Morana G, Young Poussaint T, Seghers V, Shulkin B, Warren K, Traub-Weidinger T, Zucchetta P. Joint EANM/SIOPE/RAPNO practice guidelines/SNMMI procedure standards for imaging of paediatric gliomas using PET with radiolabelled amino acids and [18F]FDG: version 1.0. European Journal Of Nuclear Medicine And Molecular Imaging 2022, 49: 3852-3869. PMID: 35536420, PMCID: PMC9399211, DOI: 10.1007/s00259-022-05817-6.Peer-Reviewed Original ResearchConceptsAmino acid positron emission tomographyPositron emission tomographyPaediatric neuro-oncologyEuropean Society for Paediatric Oncology (SIOPENeuro-oncologyLevel of evidenceBrain tumor groupPositron emission tomography imagingEvidence-based recommendationsPaediatric patientsTumor groupResponse assessmentClinician guidelinesPaediatric gliomasBrain gliomasImaging specialistsEmission tomographyRadiolabeled amino acidsConsensus opinionEANMPaediatric oncologyPET radiopharmaceuticalsGliomaNuclear medicineOncologySNMMI procedure standard/EANM practice guideline on pediatric [99mTc]Tc-DMSA renal cortical scintigraphy: an update
Vali R, Armstrong I, Bar-Sever Z, Biassoni L, Borgwardt L, Brown J, Grant F, Mandell G, Majd M, Nadel H, Ng T, Roca-Bielsa I, Rohringer T, Santos A, Seghers V, Shaikh N, Ted Treves S, Zaffino-Nevrotski T, Zucchetta P, Lim R. SNMMI procedure standard/EANM practice guideline on pediatric [99mTc]Tc-DMSA renal cortical scintigraphy: an update. Clinical And Translational Imaging 2022, 10: 173-184. DOI: 10.1007/s40336-022-00484-x.Peer-Reviewed Original ResearchEuropean Association of Nuclear MedicineRenal cortical scintigraphyCortical scintigraphyStandard of careImprove patient careEvidence-based recommendationsProfessional medical associationsLevel of trainingLevel of evidenceMedicine careTechnology subsequent to publicationPatient careLegal standard of careMedicine physiciansNuclear medicineMedicine practicePractice guidelinesDiagnostic nuclear medicine imagingCareComplexity of human conditionsExpert consensusMedical professionalsNuclear medicine physiciansPractice medicineMedical Association
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