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: CREB3L4

Gene summary for CREB3L4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREB3L4

Gene ID

148327

Gene namecAMP responsive element binding protein 3 like 4
Gene AliasAIBZIP
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8TEY5


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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
148327CREB3L4GSM4909286HumanBreastIDC1.79e-022.61e-020.1081
148327CREB3L4GSM4909290HumanBreastIDC1.55e-032.64e-010.2096
148327CREB3L4GSM4909293HumanBreastIDC2.06e-296.57e-010.1581
148327CREB3L4GSM4909294HumanBreastIDC2.29e-043.91e-010.2022
148327CREB3L4GSM4909297HumanBreastIDC2.27e-021.03e-010.1517
148327CREB3L4GSM4909298HumanBreastIDC8.66e-114.37e-010.1551
148327CREB3L4GSM4909302HumanBreastIDC2.49e-022.34e-010.1545
148327CREB3L4GSM4909304HumanBreastIDC3.92e-033.80e-010.1636
148327CREB3L4GSM4909306HumanBreastIDC8.71e-094.46e-010.1564
148327CREB3L4GSM4909308HumanBreastIDC2.74e-144.32e-010.158
148327CREB3L4GSM4909311HumanBreastIDC1.24e-063.37e-020.1534
148327CREB3L4GSM4909312HumanBreastIDC4.93e-064.85e-010.1552
148327CREB3L4GSM4909317HumanBreastIDC2.74e-032.14e-010.1355
148327CREB3L4GSM4909319HumanBreastIDC2.45e-131.31e-010.1563
148327CREB3L4GSM4909321HumanBreastIDC5.90e-115.01e-010.1559
148327CREB3L4M1HumanBreastIDC6.55e-073.17e-010.1577
148327CREB3L4M2HumanBreastIDC1.94e-034.24e-010.21
148327CREB3L4DCIS2HumanBreastDCIS2.17e-19-2.71e-020.0085
148327CREB3L4LZE22THumanEsophagusESCC5.54e-043.13e-010.068
148327CREB3L4LZE24THumanEsophagusESCC3.37e-102.28e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
∗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:000698620Oral cavityOSCCresponse to unfolded protein103/7305137/187236.47e-186.50e-16103
GO:003596720Oral cavityOSCCcellular response to topologically incorrect protein83/7305116/187231.09e-124.84e-1183
GO:003462019Oral cavityOSCCcellular response to unfolded protein71/730596/187233.45e-121.35e-1071
GO:003096815Oral cavityOSCCendoplasmic reticulum unfolded protein response55/730574/187236.91e-101.75e-0855
GO:003497618ProstateBPHresponse to endoplasmic reticulum stress95/3107256/187231.54e-152.52e-1395
GO:000698618ProstateBPHresponse to unfolded protein61/3107137/187231.40e-141.80e-1261
GO:003596618ProstateBPHresponse to topologically incorrect protein66/3107159/187237.35e-147.98e-1266
GO:003462017ProstateBPHcellular response to unfolded protein42/310796/187233.43e-101.81e-0842
GO:003596718ProstateBPHcellular response to topologically incorrect protein46/3107116/187232.54e-091.01e-0746
GO:003096810ProstateBPHendoplasmic reticulum unfolded protein response33/310774/187231.47e-084.63e-0733
GO:000698619ProstateTumorresponse to unfolded protein65/3246137/187233.56e-167.50e-1465
GO:003497619ProstateTumorresponse to endoplasmic reticulum stress97/3246256/187232.92e-154.78e-1397
GO:003596619ProstateTumorresponse to topologically incorrect protein69/3246159/187231.28e-141.81e-1269
GO:003462018ProstateTumorcellular response to unfolded protein46/324696/187234.68e-123.83e-1046
GO:003096814ProstateTumorendoplasmic reticulum unfolded protein response37/324674/187231.19e-107.26e-0937
GO:003596719ProstateTumorcellular response to topologically incorrect protein49/3246116/187232.68e-101.48e-0849
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0491523BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa050312BreastIDCAmphetamine addiction18/86769/84651.42e-041.36e-031.01e-0318
hsa0516624BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0502033BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0491533BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa050313BreastIDCAmphetamine addiction18/86769/84651.42e-041.36e-031.01e-0318
hsa0516634BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0502043BreastDCISPrion disease100/846273/84651.44e-331.55e-311.14e-31100
hsa0501643BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0491542BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
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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
CREB3L4STMBreastADJMIEN1,CD9,LRRC26, etc.2.79e-02The 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.
CREB3L4GOBEsophagusHealthyGOLM1,TFF3,CPE, etc.2.01e-01The 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.
CREB3L4BNLiverHealthyCLIC3,TTC39C-AS1,TMEM70, etc.4.34e-02The 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.
CREB3L4FIBProstateTumorTRGC1,KLK3,SPDEF, etc.5.19e-01The 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.
CREB3L4CHIEFStomachADJPGC,C6orf58,FMOD, etc.4.01e-01The 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.
∗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
CREB3L4SNVMissense_Mutationnovelc.605N>Gp.Val202Glyp.V202GQ8TEY5protein_codingdeleterious(0)possibly_damaging(0.767)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CREB3L4SNVMissense_Mutationc.806A>Gp.His269Argp.H269RQ8TEY5protein_codingtolerated(0.11)benign(0.108)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREB3L4SNVMissense_Mutationrs777111235c.458N>Ap.Cys153Tyrp.C153YQ8TEY5protein_codingtolerated(0.05)benign(0.166)TCGA-BH-A28Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CREB3L4SNVMissense_Mutationrs371608503c.584G>Ap.Arg195Hisp.R195HQ8TEY5protein_codingtolerated(0.18)benign(0.001)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CREB3L4SNVMissense_Mutationnovelc.793N>Cp.Glu265Glnp.E265QQ8TEY5protein_codingtolerated(0.35)possibly_damaging(0.457)TCGA-E2-A1LI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CREB3L4insertionFrame_Shift_Insnovelc.99_100insATGTTGACCAGGCTGGTCTTGAACTp.Pro34MetfsTer16p.P34Mfs*16Q8TEY5protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CREB3L4insertionFrame_Shift_Insnovelc.361_362insGTTTCCCGGAGCTTTCTCCCAGCTTCCCGGCGATTCATATTp.Ala121GlyfsTer27p.A121Gfs*27Q8TEY5protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CREB3L4SNVMissense_Mutationrs762042967c.517N>Ap.Val173Ilep.V173IQ8TEY5protein_codingtolerated(0.36)benign(0)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CREB3L4SNVMissense_Mutationc.328N>Tp.Pro110Serp.P110SQ8TEY5protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CREB3L4SNVMissense_Mutationnovelc.586N>Gp.Leu196Valp.L196VQ8TEY5protein_codingdeleterious(0)possibly_damaging(0.727)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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