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: TNRC6A

Gene summary for TNRC6A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNRC6A

Gene ID

27327

Gene nametrinucleotide repeat containing adaptor 6A
Gene AliasCAGH26
Cytomap16p12.1
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

Q8NDV7


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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
27327TNRC6AGSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor4.58e-125.61e-010.1608
27327TNRC6AGSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor6.22e-064.67e-010.1604
27327TNRC6AGSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor4.49e-043.87e-010.1621
27327TNRC6AGSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.91e-033.63e-010.1602
27327TNRC6AGSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor7.31e-032.71e-010.1545
27327TNRC6AGSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor7.26e-032.93e-010.1569
27327TNRC6AP1_S1_AKHumanSkinAK3.30e-053.47e-01-0.3399
27327TNRC6AP2_S3_AKHumanSkinAK2.92e-022.88e-01-0.3287
27327TNRC6AP4_S8_cSCCHumanSkincSCC3.64e-072.27e-01-0.3095
27327TNRC6AP5_S10_cSCCHumanSkincSCC6.99e-214.49e-01-0.299
27327TNRC6AP1_cSCCHumanSkincSCC2.41e-053.57e-010.0292
27327TNRC6AP2_cSCCHumanSkincSCC2.37e-103.61e-01-0.024
27327TNRC6AP4_cSCCHumanSkincSCC8.45e-042.15e-01-0.00290000000000005
27327TNRC6AP10_cSCCHumanSkincSCC5.44e-052.76e-010.1017
27327TNRC6Amale-WTAHumanThyroidPTC6.04e-283.04e-010.1037
27327TNRC6APTC01HumanThyroidPTC3.45e-123.34e-010.1899
27327TNRC6APTC03HumanThyroidPTC2.72e-214.52e-010.1784
27327TNRC6APTC04HumanThyroidPTC1.55e-376.14e-010.1927
27327TNRC6APTC05HumanThyroidPTC4.06e-258.46e-010.2065
27327TNRC6APTC06HumanThyroidPTC4.40e-521.02e+000.2057
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:00002896CervixCCnuclear-transcribed mRNA poly(A) tail shortening13/231129/187231.48e-052.93e-0413
GO:00602119CervixCCregulation of nuclear-transcribed mRNA poly(A) tail shortening9/231115/187231.63e-053.17e-049
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00009567CervixCCnuclear-transcribed mRNA catabolic process30/2311112/187232.60e-054.37e-0430
GO:00602139CervixCCpositive regulation of nuclear-transcribed mRNA poly(A) tail shortening8/231113/187233.85e-056.05e-048
GO:00002886CervixCCnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay18/231156/187238.42e-051.13e-0318
GO:00610139CervixCCregulation of mRNA catabolic process38/2311166/187231.07e-041.36e-0338
GO:19033136CervixCCpositive regulation of mRNA metabolic process29/2311118/187231.86e-042.18e-0329
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
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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
TNRC6ASNVMissense_Mutationnovelc.1531N>Cp.Glu511Glnp.E511QQ8NDV7protein_codingtolerated(0.13)possibly_damaging(0.837)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNRC6ASNVMissense_Mutationnovelc.3425N>Gp.Glu1142Glyp.E1142GQ8NDV7protein_codingtolerated(0.11)benign(0.038)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
TNRC6ASNVMissense_Mutationnovelc.847N>Ap.Leu283Ilep.L283IQ8NDV7protein_codingtolerated(0.55)benign(0.003)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TNRC6ASNVMissense_Mutationc.3223N>Cp.Asp1075Hisp.D1075HQ8NDV7protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TNRC6ASNVMissense_Mutationc.2810C>Tp.Ser937Leup.S937LQ8NDV7protein_codingdeleterious(0.03)benign(0.101)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNRC6ASNVMissense_Mutationc.5274N>Tp.Trp1758Cysp.W1758CQ8NDV7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNRC6ASNVMissense_Mutationc.1854N>Ap.Asn618Lysp.N618KQ8NDV7protein_codingdeleterious(0.01)benign(0.036)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
TNRC6ASNVMissense_Mutationc.5350N>Ap.Val1784Ilep.V1784IQ8NDV7protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
TNRC6ASNVMissense_Mutationc.5299N>Tp.Pro1767Serp.P1767SQ8NDV7protein_codingtolerated(0.15)benign(0.158)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TNRC6ASNVMissense_Mutationc.994G>Ap.Glu332Lysp.E332KQ8NDV7protein_codingtolerated(0.14)benign(0.018)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
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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
27327TNRC6ANAethanolALCOHOL32451486
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