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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TMEFF1

Gene summary for TMEFF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEFF1

Gene ID

8577

Gene nametransmembrane protein with EGF like and two follistatin like domains 1
Gene AliasC9orf2
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8IYR6


Top

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
8577TMEFF1HTA11_3410_2000001011HumanColorectumAD1.23e-041.33e-010.0155
8577TMEFF1HTA11_2487_2000001011HumanColorectumSER7.05e-061.71e-01-0.1808
8577TMEFF1HTA11_78_2000001011HumanColorectumAD1.66e-021.38e-01-0.1088
8577TMEFF1HTA11_347_2000001011HumanColorectumAD4.38e-152.83e-01-0.1954
8577TMEFF1HTA11_2112_2000001011HumanColorectumSER1.90e-022.76e-01-0.2196
8577TMEFF1HTA11_3361_2000001011HumanColorectumAD7.49e-102.88e-01-0.1207
8577TMEFF1HTA11_83_2000001011HumanColorectumSER4.23e-031.63e-01-0.1526
8577TMEFF1HTA11_696_2000001011HumanColorectumAD1.26e-153.09e-01-0.1464
8577TMEFF1HTA11_866_2000001011HumanColorectumAD2.00e-051.44e-01-0.1001
8577TMEFF1HTA11_1391_2000001011HumanColorectumAD2.44e-133.60e-01-0.059
8577TMEFF1HTA11_2992_2000001011HumanColorectumSER1.09e-022.39e-01-0.1706
8577TMEFF1HTA11_5212_2000001011HumanColorectumAD1.21e-083.63e-01-0.2061
8577TMEFF1HTA11_5216_2000001011HumanColorectumSER9.20e-144.90e-01-0.1462
8577TMEFF1HTA11_7862_2000001011HumanColorectumAD7.36e-062.52e-01-0.0179
8577TMEFF1HTA11_866_3004761011HumanColorectumAD1.58e-031.24e-010.096
8577TMEFF1HTA11_7663_2000001011HumanColorectumSER7.26e-053.09e-010.0131
8577TMEFF1HTA11_10623_2000001011HumanColorectumAD4.30e-125.17e-01-0.0177
8577TMEFF1HTA11_6801_2000001011HumanColorectumSER1.85e-043.29e-010.0171
8577TMEFF1HTA11_10711_2000001011HumanColorectumAD3.12e-257.13e-010.0338
8577TMEFF1HTA11_7696_3000711011HumanColorectumAD3.52e-132.75e-010.0674
Page: 1 2 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0016358ColorectumADdendrite development69/3918243/187233.32e-032.42e-0269
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:00163581ColorectumSERdendrite development58/2897243/187233.82e-045.81e-0358
GO:00074111ColorectumSERaxon guidance51/2897227/187233.29e-032.82e-0251
GO:00974851ColorectumSERneuron projection guidance51/2897228/187233.61e-033.03e-0251
GO:00615641ColorectumSERaxon development94/2897467/187233.78e-033.13e-0294
GO:00074091ColorectumSERaxonogenesis84/2897418/187236.20e-034.49e-0284
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
GO:00163582ColorectumMSSdendrite development65/3467243/187239.41e-049.50e-0365
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TMEFF1SNVMissense_Mutationnovelc.928T>Cp.Cys310Argp.C310RQ8IYR6protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEFF1SNVMissense_Mutationrs759318448c.799N>Ap.Val267Ilep.V267IQ8IYR6protein_codingtolerated(0.4)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEFF1SNVMissense_Mutationrs541170958c.1088N>Ap.Arg363Glnp.R363QQ8IYR6protein_codingdeleterious(0)probably_damaging(0.976)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEFF1SNVMissense_Mutationc.904G>Ap.Glu302Lysp.E302KQ8IYR6protein_codingdeleterious(0.02)possibly_damaging(0.566)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMEFF1SNVMissense_Mutationc.396G>Tp.Gln132Hisp.Q132HQ8IYR6protein_codingdeleterious(0.02)benign(0.443)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TMEFF1SNVMissense_Mutationrs139218600c.1069N>Cp.Lys357Glnp.K357QQ8IYR6protein_codingdeleterious(0.04)probably_damaging(0.94)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TMEFF1SNVMissense_Mutationnovelc.600N>Gp.Asn200Lysp.N200KQ8IYR6protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEFF1SNVMissense_Mutationnovelc.952N>Tp.Leu318Phep.L318FQ8IYR6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEFF1SNVMissense_Mutationrs541170958c.1088N>Ap.Arg363Glnp.R363QQ8IYR6protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEFF1SNVMissense_Mutationnovelc.468G>Tp.Glu156Aspp.E156DQ8IYR6protein_codingtolerated(0.91)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
Page: 1 2 3 4 5 

Top

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
Page: 1