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: FRMD6

Gene summary for FRMD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRMD6

Gene ID

122786

Gene nameFERM domain containing 6
Gene AliasC14orf31
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q96NE9


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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
122786FRMD6CCI_1HumanCervixCC6.79e-282.68e+000.528
122786FRMD6CCI_2HumanCervixCC7.53e-151.50e+000.5249
122786FRMD6CCI_3HumanCervixCC1.41e-251.55e+000.516
122786FRMD6TumorHumanCervixCC1.35e-255.65e-010.1241
122786FRMD6sample3HumanCervixCC7.61e-467.70e-010.1387
122786FRMD6T3HumanCervixCC2.29e-437.73e-010.1389
122786FRMD6LZE4THumanEsophagusESCC6.49e-176.28e-010.0811
122786FRMD6LZE20THumanEsophagusESCC6.27e-053.15e-010.0662
122786FRMD6LZE22THumanEsophagusESCC1.35e-051.34e-010.068
122786FRMD6LZE24THumanEsophagusESCC8.62e-041.15e-010.0596
122786FRMD6P1T-EHumanEsophagusESCC4.93e-045.74e-020.0875
122786FRMD6P2T-EHumanEsophagusESCC1.95e-215.65e-010.1177
122786FRMD6P4T-EHumanEsophagusESCC2.16e-163.93e-010.1323
122786FRMD6P5T-EHumanEsophagusESCC3.83e-143.91e-010.1327
122786FRMD6P8T-EHumanEsophagusESCC2.14e-072.61e-010.0889
122786FRMD6P9T-EHumanEsophagusESCC6.04e-143.80e-010.1131
122786FRMD6P10T-EHumanEsophagusESCC2.90e-226.08e-010.116
122786FRMD6P11T-EHumanEsophagusESCC2.08e-151.09e+000.1426
122786FRMD6P12T-EHumanEsophagusESCC2.41e-388.68e-010.1122
122786FRMD6P15T-EHumanEsophagusESCC2.94e-267.36e-010.1149
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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
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
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:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:003103217Oral cavityOSCCactomyosin structure organization93/7305196/187239.63e-033.41e-0293
GO:003103224Oral cavityNEOLPactomyosin structure organization44/2005196/187231.42e-063.58e-0544
GO:003103215ProstateBPHactomyosin structure organization63/3107196/187235.78e-081.57e-0663
GO:003103216ProstateTumoractomyosin structure organization63/3246196/187232.94e-076.72e-0663
GO:003103220SkinAKactomyosin structure organization37/1910196/187231.67e-041.94e-0337
GO:0031032110ThyroidPTCactomyosin structure organization91/5968196/187231.35e-051.45e-0491
GO:003103226ThyroidATCactomyosin structure organization98/6293196/187231.44e-061.77e-0598
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439025Oral cavityNEOLPHippo signaling pathway35/1112157/84659.91e-044.85e-033.05e-0335
hsa0439035Oral cavityNEOLPHippo signaling pathway35/1112157/84659.91e-044.85e-033.05e-0335
hsa0439010ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439015ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439024ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0439034ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
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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
FRMD6SNVMissense_Mutationc.1026N>Tp.Glu342Aspp.E342DQ96NE9protein_codingdeleterious(0.05)benign(0.101)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
FRMD6SNVMissense_Mutationc.294N>Tp.Trp98Cysp.W98CQ96NE9protein_codingtolerated(0.07)possibly_damaging(0.67)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
FRMD6SNVMissense_Mutationnovelc.1309N>Tp.Gly437Trpp.G437WQ96NE9protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FRMD6SNVMissense_Mutationc.638N>Gp.Ser213Cysp.S213CQ96NE9protein_codingtolerated(0.06)benign(0.179)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
FRMD6SNVMissense_Mutationc.638N>Gp.Ser213Cysp.S213CQ96NE9protein_codingtolerated(0.06)benign(0.179)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FRMD6SNVMissense_Mutationrs748065189c.1595N>Ap.Arg532Glnp.R532QQ96NE9protein_codingtolerated(0.27)benign(0.277)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRMD6SNVMissense_Mutationc.515N>Gp.His172Argp.H172RQ96NE9protein_codingdeleterious(0.02)benign(0.03)TCGA-EA-A5FO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRMD6SNVMissense_Mutationrs374236968c.688G>Ap.Ala230Thrp.A230TQ96NE9protein_codingtolerated(0.1)benign(0.059)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FRMD6SNVMissense_Mutationrs747022006c.737N>Tp.Ser246Leup.S246LQ96NE9protein_codingdeleterious(0.02)benign(0.149)TCGA-A6-5662-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
FRMD6SNVMissense_Mutationc.904T>Cp.Tyr302Hisp.Y302HQ96NE9protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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