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: FERMT2

Gene summary for FERMT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FERMT2

Gene ID

10979

Gene nameFERM domain containing kindlin 2
Gene AliasKIND2
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96AC1


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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
10979FERMT2P130T-EHumanEsophagusESCC1.50e-561.23e+000.1676
10979FERMT2NAFLD1HumanLiverNAFLD6.51e-035.51e-01-0.04
10979FERMT2S43HumanLiverCirrhotic4.62e-07-1.81e-01-0.0187
10979FERMT2HCC1_MengHumanLiverHCC1.60e-43-8.92e-020.0246
10979FERMT2HCC2_MengHumanLiverHCC6.69e-07-2.79e-010.0107
10979FERMT2Pt13.bHumanLiverHCC5.34e-072.05e-010.0251
10979FERMT2S014HumanLiverHCC9.76e-096.84e-010.2254
10979FERMT2S015HumanLiverHCC1.97e-056.40e-010.2375
10979FERMT2S016HumanLiverHCC1.29e-076.06e-010.2243
10979FERMT2GSM5252132_BPH389PrGFHumanProstateBPH1.49e-079.95e-01-0.2247
10979FERMT2GSM5252133_BPH389PrSFHumanProstateBPH2.95e-036.22e-01-0.2027
10979FERMT2047563_1562-all-cellsHumanProstateBPH5.22e-15-9.89e-030.0791
10979FERMT2048752_1579-all-cellsHumanProstateBPH5.02e-246.47e-010.1008
10979FERMT2052097_1595-all-cellsHumanProstateBPH5.13e-124.53e-010.0972
10979FERMT2052099_1652-all-cellsHumanProstateBPH1.05e-084.13e-010.1038
10979FERMT2Dong_P1HumanProstateTumor5.85e-16-3.21e-010.035
10979FERMT2Dong_P3HumanProstateTumor1.57e-06-3.58e-010.0278
10979FERMT2Dong_P5HumanProstateTumor7.26e-17-3.58e-010.053
10979FERMT2GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor4.36e-04-3.73e-010.1575
10979FERMT2GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor5.97e-08-3.37e-010.1545
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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
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
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:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:190018217EsophagusESCCpositive regulation of protein localization to nucleus70/855287/187232.63e-118.99e-1070
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:000704418EsophagusESCCcell-substrate junction assembly73/855295/187235.27e-101.35e-0873
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:004804116EsophagusESCCfocal adhesion assembly65/855287/187233.28e-086.08e-0765
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
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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
FERMT2SNVMissense_Mutationnovelc.1513N>Tp.Pro505Serp.P505SQ96AC1protein_codingtolerated(0.31)benign(0.012)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FERMT2SNVMissense_Mutationc.1900N>Cp.Glu634Glnp.E634QQ96AC1protein_codingtolerated(0.64)possibly_damaging(0.677)TCGA-C8-A1HF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FERMT2insertionFrame_Shift_Insnovelc.1909_1910insGGCTTAACCTATATGAACTCTATTTATCATGTCTAp.Asp637GlyfsTer24p.D637Gfs*24Q96AC1protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
FERMT2deletionFrame_Shift_Delnovelc.55delNp.Glu19AsnfsTer2p.E19Nfs*2Q96AC1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FERMT2SNVMissense_Mutationc.1095T>Gp.Ile365Metp.I365MQ96AC1protein_codingtolerated(0.29)possibly_damaging(0.653)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FERMT2SNVMissense_Mutationc.997N>Cp.Glu333Glnp.E333QQ96AC1protein_codingtolerated(0.5)benign(0.291)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FERMT2SNVMissense_Mutationc.720A>Tp.Gln240Hisp.Q240HQ96AC1protein_codingdeleterious(0.02)possibly_damaging(0.871)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FERMT2SNVMissense_Mutationc.1997N>Ap.Arg666Hisp.R666HQ96AC1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3509-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FERMT2SNVMissense_Mutationc.1316T>Gp.Phe439Cysp.F439CQ96AC1protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FERMT2SNVMissense_Mutationc.106A>Gp.Thr36Alap.T36AQ96AC1protein_codingtolerated(0.35)benign(0.108)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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