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: FRMD8

Gene summary for FRMD8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRMD8

Gene ID

83786

Gene nameFERM domain containing 8
Gene AliasFKSG44
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9BZ67


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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
83786FRMD8HTA11_2487_2000001011HumanColorectumSER3.25e-063.37e-01-0.1808
83786FRMD8HTA11_1938_2000001011HumanColorectumAD1.40e-022.16e-01-0.0811
83786FRMD8HTA11_347_2000001011HumanColorectumAD2.81e-041.71e-01-0.1954
83786FRMD8HTA11_411_2000001011HumanColorectumSER8.18e-048.00e-01-0.2602
83786FRMD8HTA11_3361_2000001011HumanColorectumAD5.44e-062.26e-01-0.1207
83786FRMD8HTA11_1391_2000001011HumanColorectumAD5.16e-134.65e-01-0.059
83786FRMD8HTA11_5212_2000001011HumanColorectumAD1.24e-043.18e-01-0.2061
83786FRMD8HTA11_10711_2000001011HumanColorectumAD6.73e-031.81e-010.0338
83786FRMD8HTA11_6818_2000001011HumanColorectumAD2.11e-022.06e-010.0112
83786FRMD8HTA11_99999971662_82457HumanColorectumMSS2.61e-093.15e-010.3859
83786FRMD8LZE4THumanEsophagusESCC1.74e-048.63e-020.0811
83786FRMD8LZE7THumanEsophagusESCC7.59e-113.13e-010.0667
83786FRMD8LZE8THumanEsophagusESCC6.08e-081.25e-010.067
83786FRMD8LZE20THumanEsophagusESCC1.97e-062.85e-010.0662
83786FRMD8LZE24THumanEsophagusESCC3.69e-164.48e-010.0596
83786FRMD8P1T-EHumanEsophagusESCC3.77e-063.77e-010.0875
83786FRMD8P2T-EHumanEsophagusESCC6.54e-302.15e-010.1177
83786FRMD8P4T-EHumanEsophagusESCC4.20e-203.90e-010.1323
83786FRMD8P5T-EHumanEsophagusESCC7.20e-201.93e-010.1327
83786FRMD8P8T-EHumanEsophagusESCC5.27e-202.45e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
GO:00301111ColorectumSERregulation of Wnt signaling pathway75/2897328/187232.47e-044.20e-0375
GO:00600701ColorectumSERcanonical Wnt signaling pathway66/2897303/187232.10e-032.06e-0266
GO:00608281ColorectumSERregulation of canonical Wnt signaling pathway56/2897253/187233.03e-032.67e-0256
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
GO:00600702ColorectumMSScanonical Wnt signaling pathway86/3467303/187231.58e-053.56e-0486
GO:00608282ColorectumMSSregulation of canonical Wnt signaling pathway74/3467253/187231.99e-054.26e-0474
GO:0030178ColorectumMSSnegative regulation of Wnt signaling pathway48/3467170/187231.23e-031.18e-0248
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-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
FRMD8SNVMissense_Mutationnovelc.955N>Cp.Glu319Glnp.E319QQ9BZ67protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FRMD8SNVMissense_Mutationnovelc.331N>Ap.Ala111Thrp.A111TQ9BZ67protein_codingdeleterious(0.01)possibly_damaging(0.81)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRMD8SNVMissense_Mutationnovelc.943N>Ap.Leu315Metp.L315MQ9BZ67protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRMD8SNVMissense_Mutationnovelc.888N>Gp.Ile296Metp.I296MQ9BZ67protein_codingdeleterious(0)probably_damaging(0.991)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRMD8insertionIn_Frame_Insnovelc.1330_1331insCTAp.Gln444delinsProLysp.Q444delinsPKQ9BZ67protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
FRMD8SNVMissense_Mutationrs758310158c.176N>Ap.Arg59Hisp.R59HQ9BZ67protein_codingtolerated(0.07)benign(0)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
FRMD8SNVMissense_Mutationrs745445330c.739N>Ap.Glu247Lysp.E247KQ9BZ67protein_codingtolerated(0.12)benign(0.221)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FRMD8SNVMissense_Mutationc.1103N>Ap.Cys368Tyrp.C368YQ9BZ67protein_codingtolerated(0.26)probably_damaging(0.996)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FRMD8SNVMissense_Mutationnovelc.191N>Gp.Val64Glyp.V64GQ9BZ67protein_codingtolerated(0.26)benign(0.196)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
FRMD8SNVMissense_Mutationnovelc.913N>Tp.Asp305Tyrp.D305YQ9BZ67protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<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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