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: FOS

Gene summary for FOS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FOS

Gene ID

2353

Gene nameFos proto-oncogene, AP-1 transcription factor subunit
Gene AliasAP-1
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P01100


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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
2353FOSGSM4909281HumanBreastIDC1.24e-03-4.07e-010.21
2353FOSGSM4909282HumanBreastIDC1.85e-133.46e-01-0.0288
2353FOSGSM4909285HumanBreastIDC5.38e-11-2.57e-020.21
2353FOSGSM4909286HumanBreastIDC5.23e-22-5.77e-010.1081
2353FOSGSM4909290HumanBreastIDC4.42e-16-8.28e-010.2096
2353FOSGSM4909293HumanBreastIDC3.02e-053.12e-010.1581
2353FOSGSM4909294HumanBreastIDC1.48e-12-7.28e-010.2022
2353FOSGSM4909297HumanBreastIDC7.74e-042.09e-010.1517
2353FOSGSM4909298HumanBreastIDC4.57e-04-3.05e-010.1551
2353FOSGSM4909299HumanBreastIDC1.16e-386.21e-010.035
2353FOSGSM4909300HumanBreastIDC2.17e-257.36e-010.0334
2353FOSGSM4909301HumanBreastIDC4.87e-365.67e-010.1577
2353FOSGSM4909304HumanBreastIDC1.06e-08-5.00e-010.1636
2353FOSGSM4909305HumanBreastIDC1.57e-235.62e-010.0436
2353FOSGSM4909306HumanBreastIDC5.59e-122.19e-010.1564
2353FOSGSM4909308HumanBreastIDC9.08e-245.22e-010.158
2353FOSGSM4909309HumanBreastIDC1.04e-083.67e-010.0483
2353FOSGSM4909311HumanBreastIDC1.87e-06-3.38e-010.1534
2353FOSGSM4909312HumanBreastIDC1.76e-072.99e-010.1552
2353FOSGSM4909313HumanBreastIDC4.23e-175.05e-010.0391
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00319608BreastPrecancerresponse to corticosteroid30/1080167/187232.50e-081.65e-0630
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00513848BreastPrecancerresponse to glucocorticoid26/1080148/187233.32e-071.57e-0526
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00092667BreastPrecancerresponse to temperature stimulus27/1080178/187233.85e-061.21e-0427
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00022378BreastPrecancerresponse to molecule of bacterial origin43/1080363/187236.05e-061.72e-0443
GO:00324968BreastPrecancerresponse to lipopolysaccharide41/1080343/187237.94e-062.17e-0441
GO:00466868BreastPrecancerresponse to cadmium ion14/108068/187232.74e-056.21e-0414
GO:00346149BreastPrecancercellular response to reactive oxygen species23/1080155/187232.82e-056.31e-0423
GO:00456379BreastPrecancerregulation of myeloid cell differentiation28/1080210/187233.05e-056.72e-0428
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493210StomachSIMNon-alcoholic fatty liver disease38/465155/84651.79e-151.09e-138.74e-1438
hsa0541710StomachSIMLipid and atherosclerosis34/465215/84651.80e-084.20e-073.37e-0734
hsa05130101StomachSIMPathogenic Escherichia coli infection31/465197/84658.76e-081.66e-061.34e-0631
hsa05418101StomachSIMFluid shear stress and atherosclerosis25/465139/84651.16e-072.07e-061.66e-0625
hsa05132101StomachSIMSalmonella infection32/465249/84655.48e-067.57e-056.08e-0532
hsa0516610StomachSIMHuman T-cell leukemia virus 1 infection28/465222/84653.02e-053.82e-043.07e-0428
hsa0465710StomachSIMIL-17 signaling pathway16/46594/84654.58e-055.57e-044.47e-0416
hsa0491510StomachSIMEstrogen signaling pathway20/465138/84655.98e-056.73e-045.40e-0420
hsa053238StomachSIMRheumatoid arthritis13/46593/84651.61e-031.28e-021.03e-0213
hsa0516710StomachSIMKaposi sarcoma-associated herpesvirus infection21/465194/84652.18e-031.54e-021.24e-0221
hsa051408StomachSIMLeishmaniasis11/46577/84653.04e-032.01e-021.61e-0211
hsa05171111StomachSIMCoronavirus disease - COVID-1965/465232/84651.47e-292.23e-271.79e-2765
hsa05208111StomachSIMChemical carcinogenesis - reactive oxygen species48/465223/84658.30e-178.41e-156.75e-1548
hsa0493211StomachSIMNon-alcoholic fatty liver disease38/465155/84651.79e-151.09e-138.74e-1438
hsa0541711StomachSIMLipid and atherosclerosis34/465215/84651.80e-084.20e-073.37e-0734
hsa05130111StomachSIMPathogenic Escherichia coli infection31/465197/84658.76e-081.66e-061.34e-0631
hsa05418111StomachSIMFluid shear stress and atherosclerosis25/465139/84651.16e-072.07e-061.66e-0625
hsa05132111StomachSIMSalmonella infection32/465249/84655.48e-067.57e-056.08e-0532
hsa0516611StomachSIMHuman T-cell leukemia virus 1 infection28/465222/84653.02e-053.82e-043.07e-0428
hsa0465711StomachSIMIL-17 signaling pathway16/46594/84654.58e-055.57e-044.47e-0416
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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
FOSMONColorectumMSSDUSP1,FOSB,ZFP36, etc.4.98e-01The 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.
FOSNEUTEsophagusHealthyJUN,DUSP1,HSPA1B, etc.7.23e-01The 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.
FOSSTMLiverCirrhoticJUNB,NR4A1,DUSP1, etc.3.72e-01The 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.
FOSSTMOral cavityEOLPJUN,HSPA1A,HSPA1B, etc.8.08e-01The 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.
FOSSTMOral cavityNEOLPJUN,HSPA1A,HSPA1B, etc.8.16e-01The 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.
∗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
FOSSNVMissense_Mutationrs771351750c.428N>Ap.Arg143Glnp.R143QP01100protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FOSSNVMissense_Mutationnovelc.11N>Tp.Ser4Leup.S4LP01100protein_codingtolerated(0.05)benign(0.012)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
FOSinsertionFrame_Shift_Insnovelc.807_808insCCATCCCAACTCAp.Asp270ProfsTer6p.D270Pfs*6P01100protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
FOSSNVMissense_Mutationc.755N>Tp.Ser252Leup.S252LP01100protein_codingtolerated(0.16)benign(0.017)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FOSSNVMissense_Mutationc.447N>Ap.Met149Ilep.M149IP01100protein_codingtolerated(0.38)possibly_damaging(0.62)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FOSdeletionIn_Frame_Delnovelc.108_110delNNNp.Phe37delp.F37delP01100protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FOSSNVMissense_Mutationrs746175046c.602N>Ap.Arg201Glnp.R201QP01100protein_codingtolerated(0.69)benign(0.416)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
FOSSNVMissense_Mutationc.161N>Tp.Ala54Valp.A54VP01100protein_codingtolerated(0.09)benign(0.017)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FOSSNVMissense_Mutationc.544G>Ap.Glu182Lysp.E182KP01100protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FOSSNVMissense_Mutationc.544G>Ap.Glu182Lysp.E182KP01100protein_codingdeleterious(0)probably_damaging(0.996)TCGA-DC-5869-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownSD
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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
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMESAPONIN12451485
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEBACLOFENBACLOFEN11301212
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEANTI-INFLAMMATORY DRUGS11164833
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEINTERLEUKIN-1-BETA8677009
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEPROTEIN KINASE A INHIBITOR9093533
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMETHROMBINTHROMBIN2119237
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEMAPK INHIBITORS14511403
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEBETA-INTERFERON2491749
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEPACLITAXELPACLITAXEL9588740
2353FOSTRANSCRIPTION FACTOR, DRUGGABLE GENOMEMAGNESIUM SULFATE11336444
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