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: PREB

Gene summary for PREB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PREB

Gene ID

10113

Gene nameprolactin regulatory element binding
Gene AliasSEC12
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0003400

UniProtAcc

Q05DB2


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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
10113PREBLZE2THumanEsophagusESCC2.31e-024.69e-010.082
10113PREBLZE4THumanEsophagusESCC9.56e-082.35e-010.0811
10113PREBLZE22D1HumanEsophagusHGIN1.76e-021.36e-010.0595
10113PREBLZE22THumanEsophagusESCC4.79e-063.70e-010.068
10113PREBLZE24THumanEsophagusESCC1.36e-216.68e-010.0596
10113PREBLZE21THumanEsophagusESCC1.87e-043.20e-010.0655
10113PREBP1T-EHumanEsophagusESCC2.36e-095.83e-010.0875
10113PREBP2T-EHumanEsophagusESCC4.73e-426.96e-010.1177
10113PREBP4T-EHumanEsophagusESCC8.21e-276.50e-010.1323
10113PREBP5T-EHumanEsophagusESCC4.30e-143.74e-010.1327
10113PREBP8T-EHumanEsophagusESCC1.04e-112.56e-010.0889
10113PREBP9T-EHumanEsophagusESCC1.27e-124.12e-010.1131
10113PREBP10T-EHumanEsophagusESCC4.08e-224.87e-010.116
10113PREBP11T-EHumanEsophagusESCC2.53e-177.91e-010.1426
10113PREBP12T-EHumanEsophagusESCC4.82e-325.76e-010.1122
10113PREBP15T-EHumanEsophagusESCC2.25e-266.12e-010.1149
10113PREBP16T-EHumanEsophagusESCC1.47e-154.32e-010.1153
10113PREBP17T-EHumanEsophagusESCC4.99e-063.70e-010.1278
10113PREBP19T-EHumanEsophagusESCC4.46e-141.08e+000.1662
10113PREBP20T-EHumanEsophagusESCC1.24e-164.68e-010.1124
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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
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
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
∗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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:00068889EsophagusHGINendoplasmic reticulum to Golgi vesicle-mediated transport40/2587130/187234.67e-072.07e-0540
GO:003238617EsophagusHGINregulation of intracellular transport79/2587337/187231.11e-064.36e-0579
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:000690020EsophagusHGINvesicle budding from membrane23/258761/187232.85e-069.93e-0523
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:00901146EsophagusHGINCOPII-coated vesicle budding11/258729/187231.08e-031.32e-0211
GO:00325277EsophagusHGINprotein exit from endoplasmic reticulum15/258748/187231.49e-031.73e-0215
GO:005165010EsophagusHGINestablishment of vesicle localization35/2587161/187233.89e-033.54e-0235
GO:00482075EsophagusHGINvesicle targeting, rough ER to cis-Golgi6/258713/187234.97e-034.18e-026
GO:00482085EsophagusHGINCOPII vesicle coating6/258713/187234.97e-034.18e-026
GO:00481996EsophagusHGINvesicle targeting, to, from or within Golgi8/258721/187235.00e-034.19e-028
GO:00069017EsophagusHGINvesicle coating7/258717/187235.21e-034.30e-027
GO:005164810EsophagusHGINvesicle localization37/2587177/187236.03e-034.87e-0237
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
PREBSNVMissense_Mutationc.463N>Gp.Pro155Alap.P155AQ9HCU5protein_codingtolerated(0.46)benign(0.129)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PREBSNVMissense_Mutationrs143024109c.367N>Tp.Pro123Serp.P123SQ9HCU5protein_codingtolerated(0.48)benign(0.01)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PREBSNVMissense_Mutationrs201697354c.881G>Ap.Arg294Glnp.R294QQ9HCU5protein_codingtolerated(0.34)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PREBSNVMissense_Mutationrs781265603c.990N>Gp.Phe330Leup.F330LQ9HCU5protein_codingdeleterious(0)probably_damaging(0.985)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PREBSNVMissense_Mutationrs747057181c.532N>Ap.Val178Ilep.V178IQ9HCU5protein_codingtolerated(0.65)benign(0.02)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PREBdeletionIn_Frame_Delnovelc.1136_1156delNNNNNNNNNNNNNNNNNNNNNp.Gln379_Ser385delp.Q379_S385delQ9HCU5protein_codingTCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PREBSNVMissense_Mutationc.505N>Ap.Leu169Ilep.L169IQ9HCU5protein_codingtolerated(0.06)benign(0.088)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PREBSNVMissense_Mutationc.820N>Ap.Leu274Metp.L274MQ9HCU5protein_codingdeleterious(0.03)benign(0.172)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PREBSNVMissense_Mutationrs771756534c.934N>Ap.Gly312Serp.G312SQ9HCU5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PREBSNVMissense_Mutationc.119N>Ap.Gly40Aspp.G40DQ9HCU5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6588-01Colorectumcolon 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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