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:000698614BreastIDCresponse to unfolded protein30/1434137/187231.24e-077.03e-0630
GO:003596614BreastIDCresponse to topologically incorrect protein32/1434159/187233.71e-071.85e-0532
GO:003462013BreastIDCcellular response to unfolded protein23/143496/187236.73e-073.16e-0523
GO:003497614BreastIDCresponse to endoplasmic reticulum stress43/1434256/187238.42e-073.82e-0543
GO:003596714BreastIDCcellular response to topologically incorrect protein24/1434116/187236.27e-061.98e-0424
GO:003096812BreastIDCendoplasmic reticulum unfolded protein response17/143474/187233.37e-057.79e-0417
GO:000698622BreastDCISresponse to unfolded protein30/1390137/187236.24e-083.72e-0630
GO:003596622BreastDCISresponse to topologically incorrect protein32/1390159/187231.84e-079.15e-0632
GO:003497622BreastDCISresponse to endoplasmic reticulum stress43/1390256/187233.65e-071.71e-0543
GO:003462022BreastDCIScellular response to unfolded protein23/139096/187233.90e-071.79e-0523
GO:003596722BreastDCIScellular response to topologically incorrect protein24/1390116/187233.68e-061.16e-0424
GO:003096821BreastDCISendoplasmic reticulum unfolded protein response17/139074/187232.26e-055.32e-0417
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:003596620Oral cavityOSCCresponse to topologically incorrect protein117/7305159/187236.93e-198.60e-17117
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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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