Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ROS1

Gene summary for ROS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ROS1

Gene ID

6098

Gene nameROS proto-oncogene 1, receptor tyrosine kinase
Gene AliasMCF3
Cytomap6q22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P08922


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6098ROS1P36T-EHumanEsophagusESCC7.91e-072.65e-010.1187
6098ROS1P49T-EHumanEsophagusESCC7.48e-035.45e-010.1768
6098ROS1P62T-EHumanEsophagusESCC2.57e-021.28e-010.1302
6098ROS1P107T-EHumanEsophagusESCC3.76e-359.87e-010.171
6098ROS1TD9HumanLungIAC2.29e-024.31e-010.088
6098ROS1RNA-P10T2-P10T2-1HumanLungAAH7.35e-091.29e+00-0.1271
6098ROS1RNA-P10T2-P10T2-2HumanLungAAH6.28e-121.42e+00-0.1406
6098ROS1RNA-P10T2-P10T2-3HumanLungAAH3.37e-121.43e+00-0.1408
6098ROS1RNA-P10T2-P10T2-4HumanLungAAH1.91e-141.54e+00-0.138
6098ROS1RNA-P17T-P17T-2HumanLungIAC9.92e-056.11e-010.3371
6098ROS1RNA-P17T-P17T-4HumanLungIAC1.21e-055.96e-010.343
6098ROS1RNA-P17T-P17T-6HumanLungIAC6.46e-045.65e-010.3385
6098ROS1RNA-P17T-P17T-8HumanLungIAC3.82e-054.47e-010.3329
6098ROS1RNA-P18T-P18T-8HumanLungIAC4.28e-031.25e+000.1151
6098ROS1RNA-P23T2-P23T2-1HumanLungMIAC5.56e-051.32e+00-0.037
6098ROS1RNA-P23T2-P23T2-2HumanLungMIAC7.61e-031.07e+00-0.028
6098ROS1RNA-P23T2-P23T2-4HumanLungMIAC1.00e-051.38e+00-0.0272
6098ROS1RNA-P24T2-P24T2-2HumanLungIAC4.40e-041.38e+000.0057
6098ROS1RNA-P25T1-P25T1-1HumanLungAIS5.81e-311.35e+00-0.2116
6098ROS1RNA-P25T1-P25T1-2HumanLungAIS7.54e-171.42e+00-0.1941
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005254734ThyroidATCregulation of peptidase activity200/6293461/187236.25e-066.52e-05200
GO:005254834ThyroidATCregulation of endopeptidase activity181/6293432/187231.70e-041.16e-03181
GO:004586134ThyroidATCnegative regulation of proteolysis146/6293351/187239.84e-045.22e-03146
GO:005134629ThyroidATCnegative regulation of hydrolase activity155/6293379/187231.64e-038.23e-03155
GO:000759618ThyroidATCblood coagulation93/6293217/187232.69e-031.23e-0293
GO:0061041110ThyroidATCregulation of wound healing61/6293134/187232.69e-031.23e-0261
GO:000759918ThyroidATChemostasis94/6293222/187233.92e-031.70e-0294
GO:005081718ThyroidATCcoagulation94/6293222/187233.92e-031.70e-0294
GO:1903034111ThyroidATCregulation of response to wounding71/6293167/187239.88e-033.61e-0271
GO:0050878112ThyroidATCregulation of body fluid levels149/6293379/187231.08e-023.90e-02149
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
ROS1SNVMissense_Mutationc.580N>Tp.Pro194Serp.P194SP08922protein_codingdeleterious(0)benign(0.433)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ROS1SNVMissense_Mutationnovelc.4714A>Cp.Thr1572Prop.T1572PP08922protein_codingdeleterious(0)benign(0.211)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ROS1SNVMissense_Mutationc.1786N>Ap.Glu596Lysp.E596KP08922protein_codingtolerated_low_confidence(0.71)benign(0.014)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ROS1SNVMissense_Mutationc.3546N>Tp.Arg1182Serp.R1182SP08922protein_codingtolerated(0.74)benign(0.027)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ROS1SNVMissense_Mutationc.565C>Tp.His189Tyrp.H189YP08922protein_codingtolerated(0.36)possibly_damaging(0.747)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ROS1SNVMissense_Mutationc.6797C>Gp.Thr2266Argp.T2266RP08922protein_codingdeleterious_low_confidence(0)possibly_damaging(0.83)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ROS1SNVMissense_Mutationrs62430836c.3932G>Ap.Arg1311Glnp.R1311QP08922protein_codingtolerated(0.14)benign(0)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ROS1SNVMissense_Mutationnovelc.6443G>Ap.Gly2148Glup.G2148EP08922protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ROS1SNVMissense_Mutationc.6702C>Ap.Asn2234Lysp.N2234KP08922protein_codingtolerated(0.92)benign(0.015)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ROS1SNVMissense_Mutationrs865940125c.1652N>Tp.Ser551Phep.S551FP08922protein_codingtolerated(0.11)benign(0.006)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORImidazo[1,2-b]pyridazine derivative 2
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORENTRECTINIBENTRECTINIB28183697
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORinhibitorHESPERADINHESPERADIN19035792
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORCRIZOTINIBCRIZOTINIB23724914,25733882,25351743,25688157,26372962
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORAZD346326372962
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORTPX-0005
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORinhibitorCRIZOTINIBCRIZOTINIB
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORDS6051b
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORCYC-116CYC-116
6098ROS1TYROSINE KINASE, CLINICALLY ACTIONABLE, DRUG RESISTANCE, ENZYME, DRUGGABLE GENOME, KINASE, TRANSCRIPTION FACTORCRIZOTINIBCRIZOTINIB29596029,23724914,25264305,24875859,25922291,22215748,25688157,26372962,25667280,30980071,29333528
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