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: FAF1

Gene summary for FAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAF1

Gene ID

11124

Gene nameFas associated factor 1
Gene AliasCGI-03
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UNN5


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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
11124FAF1CCI_1HumanCervixCC9.08e-312.03e+000.528
11124FAF1CCI_2HumanCervixCC2.28e-161.80e+000.5249
11124FAF1CCI_3HumanCervixCC1.73e-332.07e+000.516
11124FAF1HTA11_3410_2000001011HumanColorectumAD1.35e-22-5.96e-010.0155
11124FAF1HTA11_347_2000001011HumanColorectumAD4.18e-116.24e-01-0.1954
11124FAF1HTA11_411_2000001011HumanColorectumSER2.60e-043.55e-01-0.2602
11124FAF1HTA11_3361_2000001011HumanColorectumAD9.84e-03-4.90e-01-0.1207
11124FAF1HTA11_5212_2000001011HumanColorectumAD2.90e-07-6.73e-01-0.2061
11124FAF1HTA11_5216_2000001011HumanColorectumSER4.50e-03-4.75e-01-0.1462
11124FAF1HTA11_9341_2000001011HumanColorectumSER2.79e-02-3.36e-01-0.00410000000000005
11124FAF1HTA11_7862_2000001011HumanColorectumAD2.01e-05-5.15e-01-0.0179
11124FAF1HTA11_866_3004761011HumanColorectumAD1.14e-18-5.55e-010.096
11124FAF1HTA11_9408_2000001011HumanColorectumAD7.06e-03-6.34e-010.0451
11124FAF1HTA11_99999970781_79442HumanColorectumMSS1.76e-08-4.00e-010.294
11124FAF1HTA11_99999965062_69753HumanColorectumMSI-H6.38e-056.66e-010.3487
11124FAF1HTA11_99999973899_84307HumanColorectumMSS1.52e-04-6.45e-010.2585
11124FAF1HTA11_99999974143_84620HumanColorectumMSS6.94e-13-5.29e-010.3005
11124FAF1F007HumanColorectumFAP3.06e-02-2.96e-010.1176
11124FAF1A001-C-207HumanColorectumFAP4.00e-06-3.96e-010.1278
11124FAF1A015-C-203HumanColorectumFAP2.95e-37-6.66e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004277519Oral cavityLPmitochondrial ATP synthesis coupled electron transport69/462395/187239.69e-233.04e-2069
GO:004533319Oral cavityLPcellular respiration124/4623230/187231.35e-213.38e-19124
GO:000609119Oral cavityLPgeneration of precursor metabolites and energy214/4623490/187231.12e-202.60e-18214
GO:002290419Oral cavityLPrespiratory electron transport chain75/4623114/187231.92e-204.14e-1875
GO:001964619Oral cavityLPaerobic electron transport chain62/462387/187237.13e-201.49e-1762
GO:003310819Oral cavityLPmitochondrial respiratory chain complex assembly63/462393/187232.24e-184.13e-1663
GO:0006119110Oral cavityLPoxidative phosphorylation81/4623141/187239.70e-171.48e-1481
GO:001598019Oral cavityLPenergy derivation by oxidation of organic compounds145/4623318/187232.44e-163.64e-14145
GO:0046034110Oral cavityLPATP metabolic process128/4623277/187233.95e-155.38e-13128
GO:000612019Oral cavityLPmitochondrial electron transport, NADH to ubiquinone39/462351/187231.08e-141.33e-1239
GO:001025719Oral cavityLPNADH dehydrogenase complex assembly41/462357/187237.93e-147.89e-1241
GO:003298119Oral cavityLPmitochondrial respiratory chain complex I assembly41/462357/187237.93e-147.89e-1241
GO:005113117Oral cavityLPchaperone-mediated protein complex assembly17/462323/187239.55e-072.43e-0517
GO:200123326Oral cavityEOLPregulation of apoptotic signaling pathway99/2218356/187231.25e-161.25e-1399
GO:004325426Oral cavityEOLPregulation of protein-containing complex assembly112/2218428/187231.58e-161.35e-13112
GO:000989625Oral cavityEOLPpositive regulation of catabolic process118/2218492/187232.32e-149.26e-12118
GO:003133125Oral cavityEOLPpositive regulation of cellular catabolic process106/2218427/187234.63e-141.63e-11106
GO:003133424Oral cavityEOLPpositive regulation of protein-containing complex assembly67/2218237/187234.77e-128.17e-1067
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:004217626Oral cavityEOLPregulation of protein catabolic process90/2218391/187232.92e-102.58e-0890
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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
FAF1SNVMissense_Mutationc.1948G>Cp.Glu650Glnp.E650QQ9UNN5protein_codingdeleterious_low_confidence(0)probably_damaging(0.954)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FAF1SNVMissense_Mutationnovelc.164A>Cp.Glu55Alap.E55AQ9UNN5protein_codingtolerated(0.11)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationc.1639N>Cp.Glu547Glnp.E547QQ9UNN5protein_codingtolerated(0.14)probably_damaging(0.996)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationc.604N>Ap.Glu202Lysp.E202KQ9UNN5protein_codingtolerated(0.77)benign(0.164)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationnovelc.1479A>Tp.Glu493Aspp.E493DQ9UNN5protein_codingtolerated(0.57)benign(0.072)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FAF1insertionFrame_Shift_Insnovelc.1597_1598insGAp.Met533ArgfsTer26p.M533Rfs*26Q9UNN5protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationnovelc.1647A>Cp.Glu549Aspp.E549DQ9UNN5protein_codingtolerated(0.11)possibly_damaging(0.679)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationc.1498N>Ap.Glu500Lysp.E500KQ9UNN5protein_codingdeleterious(0)possibly_damaging(0.679)TCGA-AD-6963-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationc.1805T>Gp.Phe602Cysp.F602CQ9UNN5protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FAF1SNVMissense_Mutationnovelc.571N>Cp.Asn191Hisp.N191HQ9UNN5protein_codingtolerated(0.2)possibly_damaging(0.453)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
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