2025
A deep generative model for deciphering cellular dynamics and in silico drug discovery in complex diseases
Zheng Y, Schupp J, Adams T, Clair G, Justet A, Ahangari F, Yan X, Hansen P, Carlon M, Cortesi E, Vermant M, Vos R, De Sadeleer L, Rosas I, Pineda R, Sembrat J, Königshoff M, McDonough J, Vanaudenaerde B, Wuyts W, Kaminski N, Ding J. A deep generative model for deciphering cellular dynamics and in silico drug discovery in complex diseases. Nature Biomedical Engineering 2025, 1-26. PMID: 40542107, DOI: 10.1038/s41551-025-01423-7.Peer-Reviewed Original ResearchComplex cellular dynamicsCellular dynamicsSingle-cell transcriptomic dataIn silico drug discoverySingle-cell transcriptomicsTranscriptome dataPotential therapeutic drug candidateComplex diseasesHuman diseasesIdiopathic pulmonary fibrosisTherapeutic drug candidateCell embeddingDrug discoveryPulmonary fibrosisDrug candidatesDisease progressionHuman tissuesHuman precision-cut lung slicesDynamic analysisPrecision-cut lung slicesPathological landscapeComputational toolsAnti-fibrotic effectsUnagiTranscriptomeUnderstanding and Reducing Cardiopulmonary Sequelae Associated With Chronic Hypoxia
Manning E, Ramachandra A, Sharma P, Nikola F, De Man R, Doddaballapur P, Raredon M, Szafron J, Baernthaler T, Justet A, Akingbesote N, Perry R, Adams T, Cavinato C, Yan X, Tellides G, Kaminski N, Humphrey J. Understanding and Reducing Cardiopulmonary Sequelae Associated With Chronic Hypoxia. American Journal Of Respiratory And Critical Care Medicine 2025, 211: a3336-a3336. DOI: 10.1164/ajrccm.2025.211.abstracts.a3336.Peer-Reviewed Original ResearchThe Potential Role of miR205 and miR205HG in Pulmonary Fibrosis
Anderson S, Johad K, Ahangari F, Justet A, Adams T, Yan X, Kaminski N. The Potential Role of miR205 and miR205HG in Pulmonary Fibrosis. American Journal Of Respiratory And Critical Care Medicine 2025, 211: a4662-a4662. DOI: 10.1164/ajrccm.2025.211.abstracts.a4662.Peer-Reviewed Original ResearchEarly IPF Is Characterized by a Dramatic Shift of the Epithelial and Endothelial Populations Within the Alveolar Niche
Justet A, Adams T, Khoury J, Balayev A, Abu Hussein N, Schupp J, Zhao A, Manning E, Ahangari F, Yan X, Ravaglia C, Tomassetti S, Poletti V, Kaminski N. Early IPF Is Characterized by a Dramatic Shift of the Epithelial and Endothelial Populations Within the Alveolar Niche. American Journal Of Respiratory And Critical Care Medicine 2025, 211: a7109-a7109. DOI: 10.1164/ajrccm.2025.211.abstracts.a7109.Peer-Reviewed Original ResearchApplying single cell profiling to assess drug anti fibrotic properties in the human precision cut lung slice model of fibrosis
Justet A, Mitash N, Pineda R, Adams T, Balayev A, Abu Hussein N, Ishizuka M, Kim H, Khoury J, Cala-GarcĂa J, Ahangari F, Yan X, Kaminski N, Königshoff M. Applying single cell profiling to assess drug anti fibrotic properties in the human precision cut lung slice model of fibrosis. Revue Des Maladies Respiratoires 2025, 42: 223. DOI: 10.1016/j.rmr.2025.02.083.Peer-Reviewed Original ResearchAbnormal cell populationsAlveolar epithelial cellsTreated with drugsAnti-fibrotic propertiesSingle cell platformsSingle nuclear RNA sequencingLigand-receptor analysisPreclinical evidencePulmonary fibrosisBasaloid cellsFibrotic propertiesReceptor analysisFibrotic pathwaysCell signaturesClinical trialsProfibrotic genesAnti-fibroticFDA-approved drugsGene signatureAnimal modelsEpithelial cellsGene expression changesDay 5Drug efficacyCell profiles
2024
SDePER: a hybrid machine learning and regression method for cell-type deconvolution of spatial barcoding-based transcriptomic data
Liu Y, Li N, Qi J, Xu G, Zhao J, Wang N, Huang X, Jiang W, Wei H, Justet A, Adams T, Homer R, Amei A, Rosas I, Kaminski N, Wang Z, Yan X. SDePER: a hybrid machine learning and regression method for cell-type deconvolution of spatial barcoding-based transcriptomic data. Genome Biology 2024, 25: 271. PMID: 39402626, PMCID: PMC11475911, DOI: 10.1186/s13059-024-03416-2.Peer-Reviewed Original ResearchSingle-Cell Analysis Reveals Novel Immune Perturbations in Fibrotic Hypersensitivity Pneumonitis.
Zhao A, Unterman A, Abu Hussein N, Sharma P, Nikola F, Flint J, Yan X, Adams T, Justet A, Sumida T, Zhao J, Schupp J, Raredon M, Ahangari F, Deluliis G, Zhang Y, Buendia-Roldan I, Adegunsoye A, Sperling A, Prasse A, Ryu C, Herzog E, Selman M, Pardo A, Kaminski N. Single-Cell Analysis Reveals Novel Immune Perturbations in Fibrotic Hypersensitivity Pneumonitis. American Journal Of Respiratory And Critical Care Medicine 2024, 210: 1252-1266. PMID: 38924775, PMCID: PMC11568434, DOI: 10.1164/rccm.202401-0078oc.Peer-Reviewed Original ResearchFibrotic hypersensitivity pneumonitisIdiopathic pulmonary fibrosisPeripheral blood mononuclear cellsBronchoalveolar lavage cellsBlood mononuclear cellsClassical monocytesHypersensitivity pneumonitisPulmonary fibrosisT cellsImmune perturbationsLavage cellsMononuclear cellsCD8+ T cellsCytotoxic T cellsInterstitial lung diseaseHypersensitivity pneumonitis patientsCytotoxic CD4Immune aberrationsPneumonic patientsPneumonitisLung diseaseHealthy controlsImmune mechanismsPatient cellsSingle-cell transcriptomicssnRNAseq of IPF Stromal Cells Reveals Dysfunctional Gene Co-expression Profile
Sharma P, Taylor S A, Anderson S, Nekola F, Giuseppe D, Yan X, Schupp J, Balayev A, Justet A, Wuyts W, Vanaudenaerde B, Kaminski N. snRNAseq of IPF Stromal Cells Reveals Dysfunctional Gene Co-expression Profile. 2024, a4903-a4903. DOI: 10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a4903.Peer-Reviewed Original ResearchIPF Aberrant Basaloid Cells Have Chromatin Accessibility Features Distinct From Other Lung Epithelial Cells
Adams T, Schupp J, Balayev A, Justet A, Sharma P, Anderson S, Nekola F, Deiuliis G, Yan X, Wuyts W, Vanaudenaerde B, Kaminski N. IPF Aberrant Basaloid Cells Have Chromatin Accessibility Features Distinct From Other Lung Epithelial Cells. 2024, a4898-a4898. DOI: 10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a4898.Peer-Reviewed Original ResearchApplying Single Cell Profiling to Assess Drug Anti Fibrotic Properties in the Human Precision Cut Lung Slice Model of Fibrosis
Justet A, Mitash N, Pineda R, Adams T, Balayev A, Abu Hussein N, Ishizuka M, Kim H, Khoury J, Ahangari F, Yan X, Kaminski N, Koenigshoff M. Applying Single Cell Profiling to Assess Drug Anti Fibrotic Properties in the Human Precision Cut Lung Slice Model of Fibrosis. 2024, a4906-a4906. DOI: 10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a4906.Peer-Reviewed Original Research
2022
Leveraging Cell-Specific Disease Signatures to Predict New Drug Therapies for Idiopathic Pulmonary Fibrosis
Adams T, Song Q, Justet A, Mcdonough J, DeIuliis G, Yan X, Bar-Joseph Z, Kaminski N. Leveraging Cell-Specific Disease Signatures to Predict New Drug Therapies for Idiopathic Pulmonary Fibrosis. 2022, a2318-a2318. DOI: 10.1164/ajrccm-conference.2022.205.1_meetingabstracts.a2318.Peer-Reviewed Original Research
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