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: TRERF1

Gene summary for TRERF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRERF1

Gene ID

55809

Gene nametranscriptional regulating factor 1
Gene AliasBCAR2
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q05GC8


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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
55809TRERF1CCI_1HumanCervixCC1.56e-121.12e+000.528
55809TRERF1CCI_2HumanCervixCC4.71e-091.20e+000.5249
55809TRERF1CCI_3HumanCervixCC2.10e-141.16e+000.516
55809TRERF1HTA12-25-1HumanPancreasPDAC2.72e-055.48e-010.313
55809TRERF1HTA12-26-1HumanPancreasPDAC5.52e-053.34e-010.3728
55809TRERF1HTA12-29-1HumanPancreasPDAC1.09e-215.17e-010.3722
55809TRERF1HTA12-3-16HumanPancreasPDAC4.67e-037.62e-010.1553
55809TRERF1ATC12HumanThyroidATC4.90e-031.13e-010.34
55809TRERF1ATC13HumanThyroidATC6.62e-356.60e-010.34
55809TRERF1ATC4HumanThyroidATC4.41e-041.44e-010.34
55809TRERF1ATC5HumanThyroidATC2.79e-427.08e-010.34
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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
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:004854510CervixCCresponse to steroid hormone74/2311339/187235.71e-072.09e-0574
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:190165410CervixCCresponse to ketone45/2311194/187231.83e-053.44e-0445
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00325704CervixCCresponse to progesterone13/231137/187232.99e-043.21e-0313
GO:00713839CervixCCcellular response to steroid hormone stimulus40/2311204/187231.93e-031.42e-0240
GO:00305188CervixCCintracellular steroid hormone receptor signaling pathway25/2311116/187233.59e-032.30e-0225
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
GO:0048545210ThyroidATCresponse to steroid hormone168/6293339/187237.21e-101.88e-08168
GO:190165427ThyroidATCresponse to ketone105/6293194/187232.96e-096.96e-08105
GO:0030522112ThyroidATCintracellular receptor signaling pathway134/6293265/187237.58e-091.63e-07134
GO:007138328ThyroidATCcellular response to steroid hormone stimulus103/6293204/187234.32e-076.30e-06103
GO:003051826ThyroidATCintracellular steroid hormone receptor signaling pathway65/6293116/187235.58e-077.93e-0665
GO:003560114ThyroidATCprotein deacylation61/6293112/187234.37e-064.79e-0561
GO:000647614ThyroidATCprotein deacetylation56/6293101/187235.15e-065.57e-0556
GO:0043401111ThyroidATCsteroid hormone mediated signaling pathway71/6293136/187235.72e-066.07e-0571
GO:001657512ThyroidATChistone deacetylation47/629382/187238.75e-068.81e-0547
GO:009873213ThyroidATCmacromolecule deacylation61/6293116/187231.89e-051.72e-0461
GO:003257018ThyroidATCresponse to progesterone25/629337/187232.50e-052.16e-0425
GO:190165521ThyroidATCcellular response to ketone52/629396/187232.65e-052.27e-0452
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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
TRERF1SNVMissense_Mutationc.1663N>Gp.Gln555Glup.Q555Eprotein_codingtolerated_low_confidence(0.26)benign(0.035)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRERF1SNVMissense_Mutationnovelc.2789N>Ap.Ile930Asnp.I930Nprotein_codingtolerated(0.06)benign(0.347)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
TRERF1SNVMissense_Mutationc.1660N>Ap.Pro554Thrp.P554Tprotein_codingtolerated_low_confidence(0.08)benign(0.143)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRERF1SNVMissense_Mutationnovelc.689N>Ap.Gly230Glup.G230Eprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.696)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRERF1insertionNonsense_Mutationnovelc.3008_3009insATAGGCAAGTTCTAGAGp.Pro1004Terp.P1004*protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRERF1insertionNonsense_Mutationnovelc.686_687insGGACTTTTTGTGACCTTTAATATGGTAGTATGCATTGTp.Gly230AspfsTer4p.G230Dfs*4protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRERF1SNVMissense_Mutationnovelc.3415G>Ap.Ala1139Thrp.A1139Tprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRERF1SNVMissense_Mutationnovelc.3202G>Ap.Gly1068Serp.G1068Sprotein_codingtolerated(0.71)benign(0.001)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRERF1SNVMissense_Mutationc.2620N>Ap.Glu874Lysp.E874Kprotein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRERF1SNVMissense_Mutationc.1901C>Tp.Ser634Phep.S634Fprotein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-Q1-A6DT-01Cervixcervical & endocervical cancerFemale<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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