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: FAF2

Gene summary for FAF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FAF2

Gene ID

23197

Gene nameFas associated factor family member 2
Gene AliasETEA
Cytomap5q35.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q96CS3


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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
23197FAF2LZE4THumanEsophagusESCC1.26e-153.42e-010.0811
23197FAF2LZE7THumanEsophagusESCC1.99e-031.40e-010.0667
23197FAF2LZE8THumanEsophagusESCC1.25e-031.81e-010.067
23197FAF2LZE20THumanEsophagusESCC8.34e-051.98e-010.0662
23197FAF2LZE24THumanEsophagusESCC1.91e-111.92e-010.0596
23197FAF2P2T-EHumanEsophagusESCC8.48e-568.34e-010.1177
23197FAF2P4T-EHumanEsophagusESCC1.02e-142.90e-010.1323
23197FAF2P5T-EHumanEsophagusESCC6.04e-265.15e-010.1327
23197FAF2P8T-EHumanEsophagusESCC8.22e-173.24e-010.0889
23197FAF2P9T-EHumanEsophagusESCC5.76e-182.11e-010.1131
23197FAF2P10T-EHumanEsophagusESCC3.77e-214.05e-010.116
23197FAF2P11T-EHumanEsophagusESCC8.53e-166.84e-010.1426
23197FAF2P12T-EHumanEsophagusESCC2.77e-215.52e-010.1122
23197FAF2P15T-EHumanEsophagusESCC3.93e-235.14e-010.1149
23197FAF2P16T-EHumanEsophagusESCC1.10e-254.85e-010.1153
23197FAF2P17T-EHumanEsophagusESCC5.55e-093.69e-010.1278
23197FAF2P19T-EHumanEsophagusESCC6.70e-043.90e-010.1662
23197FAF2P20T-EHumanEsophagusESCC1.52e-112.74e-010.1124
23197FAF2P21T-EHumanEsophagusESCC1.93e-326.39e-010.1617
23197FAF2P22T-EHumanEsophagusESCC5.97e-376.95e-010.1236
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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
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
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
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:0010257ColorectumADNADH dehydrogenase complex assembly34/391857/187232.15e-101.89e-0834
GO:0032981ColorectumADmitochondrial respiratory chain complex I assembly34/391857/187232.15e-101.89e-0834
GO:0033108ColorectumADmitochondrial respiratory chain complex assembly46/391893/187238.95e-106.91e-0846
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0009749ColorectumADresponse to glucose71/3918212/187231.31e-052.85e-0471
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0001678ColorectumADcellular glucose homeostasis60/3918172/187231.49e-053.18e-0460
GO:0071322ColorectumADcellular response to carbohydrate stimulus56/3918163/187234.61e-057.97e-0456
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0071333ColorectumADcellular response to glucose stimulus52/3918151/187237.88e-051.25e-0352
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0071331ColorectumADcellular response to hexose stimulus52/3918153/187231.16e-041.71e-0352
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071326ColorectumADcellular response to monosaccharide stimulus52/3918154/187231.40e-041.98e-0352
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0050796ColorectumADregulation of insulin secretion54/3918165/187232.60e-043.25e-0354
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
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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
FAF2SNVMissense_Mutationc.55N>Ap.Gln19Lysp.Q19KQ96CS3protein_codingdeleterious(0.02)benign(0.21)TCGA-A1-A0SJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
FAF2SNVMissense_Mutationc.344G>Tp.Arg115Metp.R115MQ96CS3protein_codingtolerated(0.08)benign(0.031)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FAF2SNVMissense_Mutationnovelc.995N>Gp.Glu332Glyp.E332GQ96CS3protein_codingtolerated(0.11)benign(0.159)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
FAF2SNVMissense_Mutationc.130N>Cp.Glu44Glnp.E44QQ96CS3protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
FAF2SNVMissense_Mutationnovelc.1123N>Cp.Glu375Glnp.E375QQ96CS3protein_codingdeleterious(0)probably_damaging(0.914)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FAF2SNVMissense_Mutationnovelc.1082N>Ap.Ser361Asnp.S361NQ96CS3protein_codingtolerated(0.13)benign(0.025)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
FAF2SNVMissense_Mutationrs146584253c.512G>Ap.Arg171Hisp.R171HQ96CS3protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FAF2SNVMissense_Mutationnovelc.79N>Ap.Glu27Lysp.E27KQ96CS3protein_codingdeleterious(0.01)possibly_damaging(0.663)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
FAF2SNVMissense_Mutationrs755730334c.955N>Tp.Arg319Trpp.R319WQ96CS3protein_codingdeleterious(0.01)possibly_damaging(0.702)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FAF2SNVMissense_Mutationnovelc.583N>Ap.Ala195Thrp.A195TQ96CS3protein_codingtolerated(0.44)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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