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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:0002066EsophagusESCCcolumnar/cuboidal epithelial cell development29/855244/187235.41e-032.02e-0229
GO:00610417LiverNAFLDregulation of wound healing39/1882134/187235.52e-101.28e-0739
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:0042730LiverNAFLDfibrinolysis15/188225/187231.26e-092.30e-0715
GO:0030195LiverNAFLDnegative regulation of blood coagulation21/188249/187232.42e-094.05e-0721
GO:1900047LiverNAFLDnegative regulation of hemostasis21/188250/187233.78e-095.40e-0721
GO:0030193LiverNAFLDregulation of blood coagulation24/188266/187239.30e-091.26e-0624
GO:0050819LiverNAFLDnegative regulation of coagulation21/188253/187231.33e-081.69e-0621
GO:1900046LiverNAFLDregulation of hemostasis24/188268/187231.84e-082.09e-0624
GO:0061045LiverNAFLDnegative regulation of wound healing26/188278/187231.86e-082.09e-0626
GO:19030347LiverNAFLDregulation of response to wounding41/1882167/187234.70e-084.58e-0641
GO:0050818LiverNAFLDregulation of coagulation24/188271/187234.80e-084.60e-0624
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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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