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: ITFG2

Gene summary for ITFG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITFG2

Gene ID

55846

Gene nameintegrin alpha FG-GAP repeat containing 2
Gene AliasFGGAP1
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A0S2Z5P1


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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
55846ITFG2CCI_2HumanCervixCC8.22e-055.85e-010.5249
55846ITFG2CCI_3HumanCervixCC9.83e-127.11e-010.516
55846ITFG2LZE4THumanEsophagusESCC4.37e-021.38e-010.0811
55846ITFG2LZE7THumanEsophagusESCC3.27e-032.59e-010.0667
55846ITFG2LZE8THumanEsophagusESCC5.08e-031.65e-010.067
55846ITFG2LZE20THumanEsophagusESCC2.36e-021.84e-010.0662
55846ITFG2LZE22THumanEsophagusESCC2.75e-052.84e-010.068
55846ITFG2LZE24THumanEsophagusESCC8.85e-041.67e-010.0596
55846ITFG2P1T-EHumanEsophagusESCC4.74e-064.07e-010.0875
55846ITFG2P2T-EHumanEsophagusESCC7.18e-396.75e-010.1177
55846ITFG2P4T-EHumanEsophagusESCC6.46e-174.46e-010.1323
55846ITFG2P5T-EHumanEsophagusESCC4.95e-051.38e-010.1327
55846ITFG2P8T-EHumanEsophagusESCC1.75e-132.73e-010.0889
55846ITFG2P9T-EHumanEsophagusESCC4.04e-061.31e-010.1131
55846ITFG2P10T-EHumanEsophagusESCC1.39e-254.95e-010.116
55846ITFG2P11T-EHumanEsophagusESCC3.92e-123.25e-010.1426
55846ITFG2P12T-EHumanEsophagusESCC4.69e-305.68e-010.1122
55846ITFG2P15T-EHumanEsophagusESCC5.39e-102.33e-010.1149
55846ITFG2P16T-EHumanEsophagusESCC4.54e-173.41e-010.1153
55846ITFG2P17T-EHumanEsophagusESCC8.94e-083.19e-010.1278
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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
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
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
∗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:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:19031314CervixCCmononuclear cell differentiation76/2311426/187235.66e-045.42e-0376
GO:0002263CervixCCcell activation involved in immune response50/2311279/187234.16e-032.57e-0250
GO:00300981CervixCClymphocyte differentiation63/2311374/187236.21e-033.52e-0263
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:19909284EsophagusESCCresponse to amino acid starvation37/855249/187232.05e-051.78e-0437
GO:00421492EsophagusESCCcellular response to glucose starvation36/855248/187233.43e-052.80e-0436
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00341984EsophagusESCCcellular response to amino acid starvation34/855246/187239.39e-056.70e-0434
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
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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
ITFG2SNVMissense_Mutationc.340N>Ap.Glu114Lysp.E114KQ969R8protein_codingtolerated(0.09)benign(0.257)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ITFG2deletionFrame_Shift_Delc.983delNp.Asp329MetfsTer67p.D329Mfs*67Q969R8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ITFG2SNVMissense_Mutationrs764678751c.37N>Ap.Glu13Lysp.E13KQ969R8protein_codingdeleterious(0.01)benign(0.045)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITFG2SNVMissense_Mutationnovelc.224A>Tp.Asn75Ilep.N75IQ969R8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3837-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ITFG2SNVMissense_Mutationc.268T>Cp.Phe90Leup.F90LQ969R8protein_codingtolerated(0.5)benign(0.003)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
ITFG2SNVMissense_Mutationc.547G>Tp.Val183Leup.V183LQ969R8protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ITFG2SNVMissense_Mutationrs150266212c.743G>Ap.Arg248Hisp.R248HQ969R8protein_codingtolerated(0.07)possibly_damaging(0.719)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ITFG2SNVMissense_Mutationc.560N>Tp.Ser187Leup.S187LQ969R8protein_codingdeleterious(0)benign(0.335)TCGA-CK-6751-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ITFG2SNVMissense_Mutationrs751542855c.1162C>Tp.Arg388Trpp.R388WQ969R8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
ITFG2SNVMissense_Mutationc.525N>Tp.Lys175Asnp.K175NQ969R8protein_codingtolerated(0.28)probably_damaging(0.994)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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