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
10979FERMT2P2T-EHumanEsophagusESCC1.02e-091.63e-010.1177
10979FERMT2P4T-EHumanEsophagusESCC2.45e-064.69e-010.1323
10979FERMT2P5T-EHumanEsophagusESCC7.03e-052.62e-010.1327
10979FERMT2P8T-EHumanEsophagusESCC6.83e-142.37e-010.0889
10979FERMT2P9T-EHumanEsophagusESCC2.10e-153.38e-010.1131
10979FERMT2P10T-EHumanEsophagusESCC4.95e-214.56e-010.116
10979FERMT2P11T-EHumanEsophagusESCC1.10e-043.85e-010.1426
10979FERMT2P12T-EHumanEsophagusESCC8.68e-153.61e-010.1122
10979FERMT2P16T-EHumanEsophagusESCC1.97e-122.96e-010.1153
10979FERMT2P19T-EHumanEsophagusESCC1.52e-061.01e+000.1662
10979FERMT2P20T-EHumanEsophagusESCC1.01e-024.70e-020.1124
10979FERMT2P21T-EHumanEsophagusESCC4.15e-039.79e-020.1617
10979FERMT2P22T-EHumanEsophagusESCC5.14e-031.09e-010.1236
10979FERMT2P23T-EHumanEsophagusESCC3.81e-051.34e-010.108
10979FERMT2P24T-EHumanEsophagusESCC4.09e-164.75e-010.1287
10979FERMT2P26T-EHumanEsophagusESCC9.45e-093.55e-010.1276
10979FERMT2P28T-EHumanEsophagusESCC5.50e-184.03e-010.1149
10979FERMT2P30T-EHumanEsophagusESCC3.29e-114.68e-010.137
10979FERMT2P32T-EHumanEsophagusESCC4.41e-063.78e-010.1666
10979FERMT2P36T-EHumanEsophagusESCC5.49e-052.39e-010.1187
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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:007156019ThyroidPTCcellular response to transforming growth factor beta stimulus126/5968250/187237.34e-102.19e-08126
GO:000717919ThyroidPTCtransforming growth factor beta receptor signaling pathway104/5968198/187231.20e-093.47e-08104
GO:0010810112ThyroidPTCregulation of cell-substrate adhesion113/5968221/187231.87e-095.28e-08113
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:0051893111ThyroidPTCregulation of focal adhesion assembly44/596866/187236.73e-091.70e-0744
GO:0090109111ThyroidPTCregulation of cell-substrate junction assembly44/596866/187236.73e-091.70e-0744
GO:0042060112ThyroidPTCwound healing190/5968422/187237.72e-091.92e-07190
GO:0045860111ThyroidPTCpositive regulation of protein kinase activity176/5968386/187238.89e-092.17e-07176
GO:0071900110ThyroidPTCregulation of protein serine/threonine kinase activity164/5968359/187232.41e-085.43e-07164
GO:0010769111ThyroidPTCregulation of cell morphogenesis involved in differentiation57/596896/187232.50e-085.62e-0757
GO:0051017112ThyroidPTCactin filament bundle assembly83/5968157/187233.73e-088.18e-0783
GO:0061572112ThyroidPTCactin filament bundle organization84/5968161/187236.75e-081.40e-0684
GO:001072018ThyroidPTCpositive regulation of cell development138/5968298/187231.13e-072.22e-06138
GO:0010770111ThyroidPTCpositive regulation of cell morphogenesis involved in differentiation48/596879/187231.15e-072.26e-0648
GO:000195220ThyroidPTCregulation of cell-matrix adhesion69/5968128/187231.92e-073.51e-0669
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:000717819ThyroidPTCtransmembrane receptor protein serine/threonine kinase signaling pathway156/5968355/187231.02e-061.51e-05156
GO:0010811112ThyroidPTCpositive regulation of cell-substrate adhesion65/5968123/187231.10e-061.62e-0565
GO:0034329111ThyroidPTCcell junction assembly180/5968420/187231.17e-061.69e-05180
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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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