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: TERF2

Gene summary for TERF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TERF2

Gene ID

7014

Gene nametelomeric repeat binding factor 2
Gene AliasTRBF2
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000012

UniProtAcc

Q15554


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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
7014TERF2HTA11_3361_2000001011HumanColorectumAD2.61e-035.02e-01-0.1207
7014TERF2HTA11_7663_2000001011HumanColorectumSER6.87e-071.04e+000.0131
7014TERF2A015-C-203HumanColorectumFAP3.93e-06-1.60e-01-0.1294
7014TERF2A002-C-201HumanColorectumFAP4.26e-03-1.69e-010.0324
7014TERF2A002-C-203HumanColorectumFAP2.05e-04-1.70e-010.2786
7014TERF2A001-C-108HumanColorectumFAP4.16e-04-1.15e-01-0.0272
7014TERF2A002-C-205HumanColorectumFAP1.94e-05-1.66e-01-0.1236
7014TERF2A015-C-006HumanColorectumFAP9.31e-04-1.75e-01-0.0994
7014TERF2A002-C-114HumanColorectumFAP2.35e-04-1.87e-01-0.1561
7014TERF2A015-C-104HumanColorectumFAP2.65e-08-1.33e-01-0.1899
7014TERF2A001-C-014HumanColorectumFAP5.24e-07-2.30e-010.0135
7014TERF2A002-C-016HumanColorectumFAP3.23e-06-2.17e-010.0521
7014TERF2A002-C-116HumanColorectumFAP1.62e-07-1.91e-01-0.0452
7014TERF2A014-C-008HumanColorectumFAP7.14e-03-1.98e-01-0.191
7014TERF2A018-E-020HumanColorectumFAP3.68e-05-1.94e-01-0.2034
7014TERF2F034HumanColorectumFAP1.39e-05-2.06e-01-0.0665
7014TERF2F072BHumanColorectumFAP2.88e-03-1.69e-010.257
7014TERF2CRC-1-8810HumanColorectumCRC2.34e-02-1.45e-010.6257
7014TERF2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.26e-046.19e-02-0.1883
7014TERF2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.42e-03-1.31e-03-0.1916
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:005109212ProstateTumorpositive regulation of NF-kappaB transcription factor activity39/3246152/187236.15e-032.85e-0239
GO:00162331ProstateTumortelomere capping13/324639/187231.16e-024.75e-0213
GO:00322051ProstateTumornegative regulation of telomere maintenance12/324635/187231.18e-024.83e-0212
GO:003304417SkincSCCregulation of chromosome organization100/4864187/187238.97e-167.70e-14100
GO:0000723110SkincSCCtelomere maintenance68/4864131/187231.97e-108.53e-0968
GO:0010639111SkincSCCnegative regulation of organelle organization140/4864348/187233.35e-091.15e-07140
GO:003220419SkincSCCregulation of telomere maintenance45/486480/187238.82e-092.76e-0745
GO:0043123110SkincSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling84/4864186/187231.09e-083.40e-0784
GO:000724925SkincSCCI-kappaB kinase/NF-kappaB signaling116/4864281/187231.33e-084.08e-07116
GO:004312225SkincSCCregulation of I-kappaB kinase/NF-kappaB signaling105/4864249/187231.70e-085.09e-07105
GO:0007004110SkincSCCtelomere maintenance via telomerase40/486469/187231.83e-085.45e-0740
GO:0010833110SkincSCCtelomere maintenance via telomere lengthening43/486481/187231.79e-073.94e-0643
GO:005105217SkincSCCregulation of DNA metabolic process136/4864359/187233.83e-077.58e-06136
GO:000627818SkincSCCRNA-dependent DNA biosynthetic process40/486475/187234.04e-077.92e-0640
GO:000647314SkincSCCprotein acetylation84/4864201/187236.94e-071.29e-0584
GO:004593628SkincSCCnegative regulation of phosphate metabolic process160/4864441/187238.89e-071.63e-05160
GO:001056328SkincSCCnegative regulation of phosphorus metabolic process160/4864442/187231.04e-061.85e-05160
GO:20012514SkincSCCnegative regulation of chromosome organization43/486486/187231.53e-062.61e-0543
GO:003220015SkincSCCtelomere organization68/4864159/187232.94e-064.62e-0568
GO:004354314SkincSCCprotein acylation95/4864243/187234.56e-066.71e-0595
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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
TERF2SNVMissense_Mutationc.1005N>Cp.Lys335Asnp.K335NQ15554protein_codingtolerated(0.05)benign(0.196)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TERF2insertionNonsense_Mutationnovelc.978_979insGGCTGAGGCAGGCAGATTACCTGp.Met327GlyfsTer2p.M327Gfs*2Q15554protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
TERF2insertionFrame_Shift_Insnovelc.666dupAp.His223ThrfsTer14p.H223Tfs*14Q15554protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TERF2SNVMissense_Mutationnovelc.851A>Cp.Lys284Thrp.K284TQ15554protein_codingdeleterious(0.03)possibly_damaging(0.864)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TERF2SNVMissense_Mutationc.1365C>Ap.Ser455Argp.S455RQ15554protein_codingdeleterious(0.02)benign(0.343)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TERF2SNVMissense_Mutationc.701N>Tp.Arg234Ilep.R234IQ15554protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TERF2SNVMissense_Mutationc.1336C>Tp.Pro446Serp.P446SQ15554protein_codingtolerated(0.3)benign(0.185)TCGA-EI-6513-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
TERF2SNVMissense_Mutationnovelc.727N>Ap.Glu243Lysp.E243KQ15554protein_codingdeleterious(0)benign(0.036)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TERF2SNVMissense_Mutationc.968C>Tp.Thr323Ilep.T323IQ15554protein_codingdeleterious(0)benign(0.011)TCGA-G5-6641-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
TERF2deletionFrame_Shift_Delc.259delGp.Glu87ArgfsTer72p.E87Rfs*72Q15554protein_codingTCGA-NH-A5IV-01Colorectumcolon 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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