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: FERMT1

Gene summary for FERMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FERMT1

Gene ID

55612

Gene nameFERM domain containing kindlin 1
Gene AliasC20orf42
Cytomap20p12.3
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q49AC8


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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
55612FERMT1CA_HPV_1HumanCervixCC5.04e-03-1.92e-010.0264
55612FERMT1CA_HPV_3HumanCervixCC1.01e-092.31e-010.0414
55612FERMT1CCI_3HumanCervixCC4.32e-024.23e-010.516
55612FERMT1TumorHumanCervixCC1.52e-113.64e-010.1241
55612FERMT1sample3HumanCervixCC2.91e-245.17e-010.1387
55612FERMT1T3HumanCervixCC1.55e-205.01e-010.1389
55612FERMT1HTA11_1938_2000001011HumanColorectumAD2.33e-129.55e-01-0.0811
55612FERMT1HTA11_78_2000001011HumanColorectumAD9.53e-034.89e-01-0.1088
55612FERMT1HTA11_347_2000001011HumanColorectumAD9.58e-065.02e-01-0.1954
55612FERMT1HTA11_411_2000001011HumanColorectumSER4.03e-027.19e-01-0.2602
55612FERMT1HTA11_1391_2000001011HumanColorectumAD2.11e-111.03e+00-0.059
55612FERMT1HTA11_866_3004761011HumanColorectumAD8.29e-311.39e+000.096
55612FERMT1HTA11_7663_2000001011HumanColorectumSER1.02e-089.33e-010.0131
55612FERMT1HTA11_10711_2000001011HumanColorectumAD3.45e-067.31e-010.0338
55612FERMT1HTA11_7696_3000711011HumanColorectumAD8.08e-158.15e-010.0674
55612FERMT1HTA11_6818_2000001021HumanColorectumAD4.34e-251.38e+000.0588
55612FERMT1HTA11_99999970781_79442HumanColorectumMSS3.22e-106.88e-010.294
55612FERMT1HTA11_99999965104_69814HumanColorectumMSS5.30e-076.89e-010.281
55612FERMT1HTA11_99999971662_82457HumanColorectumMSS9.70e-066.70e-010.3859
55612FERMT1A002-C-010HumanColorectumFAP8.13e-042.75e-010.242
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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
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
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
∗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:00066067CervixCCprotein import into nucleus37/2311155/187235.13e-057.71e-0437
GO:19030368CervixCCpositive regulation of response to wounding21/231172/187231.10e-041.39e-0321
GO:00903037CervixCCpositive regulation of wound healing18/231159/187231.78e-042.09e-0318
GO:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00716344CervixCCregulation of transforming growth factor beta production14/231141/187232.49e-042.77e-0314
GO:00436164CervixCCkeratinocyte proliferation15/231146/187232.70e-042.97e-0315
GO:00716043CervixCCtransforming growth factor beta production14/231143/187234.37e-044.38e-0314
GO:19001808CervixCCregulation of protein localization to nucleus31/2311136/187234.76e-044.69e-0331
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00901627CervixCCestablishment of epithelial cell polarity11/231131/187237.87e-046.96e-0311
GO:00336272CervixCCcell adhesion mediated by integrin19/231172/187239.11e-047.81e-0319
GO:0035313CervixCCwound healing, spreading of epidermal cells8/231119/187231.14e-039.34e-038
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00900901CervixCCnegative regulation of canonical Wnt signaling pathway29/2311137/187232.40e-031.70e-0229
GO:19045896CervixCCregulation of protein import16/231163/187233.42e-032.22e-0216
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
GO:00019548CervixCCpositive regulation of cell-matrix adhesion15/231158/187233.75e-032.38e-0215
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
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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
FERMT1SNVMissense_Mutationc.1870N>Ap.Glu624Lysp.E624KQ9BQL6protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
FERMT1SNVMissense_Mutationc.447G>Cp.Lys149Asnp.K149NQ9BQL6protein_codingtolerated(0.22)probably_damaging(0.983)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FERMT1SNVMissense_Mutationc.70G>Cp.Glu24Glnp.E24QQ9BQL6protein_codingtolerated(0.18)benign(0.101)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FERMT1SNVMissense_Mutationc.509N>Ap.Ser170Tyrp.S170YQ9BQL6protein_codingtolerated(0.23)possibly_damaging(0.703)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FERMT1SNVMissense_Mutationc.2028N>Tp.Gln676Hisp.Q676HQ9BQL6protein_codingtolerated(0.94)possibly_damaging(0.732)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FERMT1SNVMissense_Mutationc.1024G>Ap.Glu342Lysp.E342KQ9BQL6protein_codingdeleterious(0.01)benign(0.232)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
FERMT1SNVMissense_Mutationnovelc.757T>Cp.Ser253Prop.S253PQ9BQL6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
FERMT1SNVMissense_Mutationrs143876620c.1603N>Tp.Arg535Trpp.R535WQ9BQL6protein_codingdeleterious(0)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FERMT1SNVMissense_Mutationnovelc.790N>Ap.Glu264Lysp.E264KQ9BQL6protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
FERMT1SNVMissense_Mutationc.1258N>Ap.Leu420Ilep.L420IQ9BQL6protein_codingdeleterious(0.03)benign(0.236)TCGA-AA-3977-01Colorectumcolon 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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