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: CREBRF

Gene summary for CREBRF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREBRF

Gene ID

153222

Gene nameCREB3 regulatory factor
Gene AliasC5orf41
Cytomap5q35.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IUR6


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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
153222CREBRFLZE3DHumanEsophagusHGIN2.01e-026.19e-010.0668
153222CREBRFLZE4THumanEsophagusESCC2.77e-035.10e-020.0811
153222CREBRFLZE7THumanEsophagusESCC8.44e-068.86e-020.0667
153222CREBRFLZE8THumanEsophagusESCC5.08e-077.75e-020.067
153222CREBRFLZE20THumanEsophagusESCC8.56e-034.22e-020.0662
153222CREBRFLZE24THumanEsophagusESCC3.57e-132.15e-010.0596
153222CREBRFLZE6THumanEsophagusESCC8.31e-048.18e-020.0845
153222CREBRFP1T-EHumanEsophagusESCC4.41e-071.53e-010.0875
153222CREBRFP2T-EHumanEsophagusESCC4.68e-162.22e-010.1177
153222CREBRFP4T-EHumanEsophagusESCC1.10e-08-2.62e-020.1323
153222CREBRFP5T-EHumanEsophagusESCC6.10e-16-3.51e-020.1327
153222CREBRFP8T-EHumanEsophagusESCC2.13e-112.77e-010.0889
153222CREBRFP9T-EHumanEsophagusESCC3.83e-076.72e-020.1131
153222CREBRFP10T-EHumanEsophagusESCC2.61e-162.55e-010.116
153222CREBRFP11T-EHumanEsophagusESCC1.35e-052.61e-010.1426
153222CREBRFP12T-EHumanEsophagusESCC1.96e-172.14e-010.1122
153222CREBRFP15T-EHumanEsophagusESCC1.25e-184.49e-010.1149
153222CREBRFP16T-EHumanEsophagusESCC4.09e-152.39e-010.1153
153222CREBRFP17T-EHumanEsophagusESCC1.61e-024.01e-020.1278
153222CREBRFP20T-EHumanEsophagusESCC2.05e-075.59e-020.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:000698618ProstateBPHresponse to unfolded protein61/3107137/187231.40e-141.80e-1261
GO:003596618ProstateBPHresponse to topologically incorrect protein66/3107159/187237.35e-147.98e-1266
GO:000698619ProstateTumorresponse to unfolded protein65/3246137/187233.56e-167.50e-1465
GO:003596619ProstateTumorresponse to topologically incorrect protein69/3246159/187231.28e-141.81e-1269
GO:000698627ThyroidHTresponse to unfolded protein34/1272137/187232.36e-113.75e-0934
GO:003596627ThyroidHTresponse to topologically incorrect protein35/1272159/187234.27e-104.95e-0835
GO:0035966113ThyroidPTCresponse to topologically incorrect protein101/5968159/187232.00e-161.66e-14101
GO:0006986113ThyroidPTCresponse to unfolded protein87/5968137/187232.46e-141.57e-1287
GO:003596633ThyroidATCresponse to topologically incorrect protein102/6293159/187232.87e-151.99e-13102
GO:000698633ThyroidATCresponse to unfolded protein88/6293137/187232.04e-139.91e-1288
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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
CREBRFSNVMissense_Mutationnovelc.1459N>Cp.Asp487Hisp.D487HQ8IUR6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CREBRFSNVMissense_Mutationnovelc.118N>Ap.Asp40Asnp.D40NQ8IUR6protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.528)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREBRFSNVMissense_Mutationc.1521N>Cp.Lys507Asnp.K507NQ8IUR6protein_codingdeleterious(0.01)benign(0.24)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CREBRFSNVMissense_Mutationc.1306N>Cp.Glu436Glnp.E436QQ8IUR6protein_codingtolerated(0.33)probably_damaging(0.986)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CREBRFSNVMissense_Mutationc.371C>Gp.Ser124Cysp.S124CQ8IUR6protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CREBRFinsertionIn_Frame_Insnovelc.1116_1117insGATTCACACAGATGCAGCAAAGGAGAACACCTGCTACTGTGGp.Gly372_Phe373insAspSerHisArgCysSerLysGlyGluHisLeuLeuLeuTrpp.G372_F373insDSHRCSKGEHLLLWQ8IUR6protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREBRFSNVMissense_Mutationc.1015N>Gp.Leu339Valp.L339VQ8IUR6protein_codingdeleterious(0)probably_damaging(0.992)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CREBRFSNVMissense_Mutationc.880N>Cp.Glu294Glnp.E294QQ8IUR6protein_codingtolerated_low_confidence(0.11)possibly_damaging(0.87)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CREBRFSNVMissense_Mutationc.1108N>Ap.Asp370Asnp.D370NQ8IUR6protein_codingdeleterious(0.04)probably_damaging(0.99)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CREBRFSNVMissense_Mutationc.658T>Cp.Tyr220Hisp.Y220HQ8IUR6protein_codingtolerated_low_confidence(0.47)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<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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