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: CREB3L1

Gene summary for CREB3L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CREB3L1

Gene ID

90993

Gene namecAMP responsive element binding protein 3 like 1
Gene AliasOASIS
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B2RA75


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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
90993CREB3L1P94T-EHumanEsophagusESCC3.37e-081.23e+000.0879
90993CREB3L1P104T-EHumanEsophagusESCC5.11e-091.16e+000.0931
90993CREB3L1P127T-EHumanEsophagusESCC8.85e-032.62e-010.0826
90993CREB3L1P128T-EHumanEsophagusESCC1.00e-241.00e+000.1241
90993CREB3L1047563_1562-all-cellsHumanProstateBPH2.69e-03-1.12e-010.0791
90993CREB3L1Dong_P1HumanProstateTumor1.49e-243.36e-010.035
90993CREB3L1Dong_P3HumanProstateTumor3.55e-055.73e-020.0278
90993CREB3L1Dong_P4HumanProstateTumor1.53e-043.27e-010.0292
90993CREB3L1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor2.28e-088.18e-010.1608
90993CREB3L1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor5.98e-033.97e-010.1575
90993CREB3L1ATC08HumanThyroidATC1.25e-021.41e-010.0541
90993CREB3L1ATC09HumanThyroidATC8.38e-134.76e-010.2871
90993CREB3L1ATC11HumanThyroidATC1.80e-121.06e+000.3386
90993CREB3L1ATC12HumanThyroidATC1.70e-348.87e-010.34
90993CREB3L1ATC13HumanThyroidATC8.02e-681.48e+000.34
90993CREB3L1ATC1HumanThyroidATC8.56e-135.34e-010.2878
90993CREB3L1ATC2HumanThyroidATC8.57e-181.13e+000.34
90993CREB3L1ATC3HumanThyroidATC4.50e-201.02e+000.338
90993CREB3L1ATC4HumanThyroidATC1.99e-451.18e+000.34
90993CREB3L1ATC5HumanThyroidATC1.11e-711.59e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:2001242ColorectumADregulation of intrinsic apoptotic signaling pathway67/3918164/187234.94e-093.16e-0767
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0070059ColorectumADintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/391863/187237.03e-061.73e-0429
GO:2001234ColorectumADnegative regulation of apoptotic signaling pathway74/3918224/187231.49e-053.18e-0474
GO:2001243ColorectumADnegative regulation of intrinsic apoptotic signaling pathway39/391898/187231.58e-053.34e-0439
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:1905897ColorectumADregulation of response to endoplasmic reticulum stress32/391882/187231.37e-041.95e-0332
GO:0043620ColorectumADregulation of DNA-templated transcription in response to stress23/391853/187231.86e-042.49e-0323
GO:0036003ColorectumADpositive regulation of transcription from RNA polymerase II promoter in response to stress13/391824/187233.45e-044.03e-0313
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0043618ColorectumADregulation of transcription from RNA polymerase II promoter in response to stress20/391847/187236.54e-046.75e-0320
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
GO:1902236ColorectumADnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/391820/187238.39e-048.21e-0311
GO:0034620ColorectumADcellular response to unfolded protein33/391896/187231.53e-031.29e-0233
GO:1903573ColorectumADnegative regulation of response to endoplasmic reticulum stress18/391844/187232.06e-031.64e-0218
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:20012421ColorectumSERregulation of intrinsic apoptotic signaling pathway59/2897164/187238.42e-111.20e-0859
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa04922ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa04962ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa04728ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa04928ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa050201ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa049221ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa051631ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa051661ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa049621ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
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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
CREB3L1STMEndometriumAEHACSL5,TNFRSF21,AC025580.1, etc.5.52e-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.
CREB3L1INCAFEndometriumADJCOL1A1,COL1A2,COL5A1, etc.6.14e-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.
CREB3L1INCAFEndometriumAEHCOL1A1,COL1A2,COL5A1, etc.5.92e-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.
CREB3L1ACINARPancreasHealthyCLPS,GATM,TC2N, etc.3.25e-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.
CREB3L1LUMProstateTumorLINC01088,SPON2,PRKAA2, etc.7.49e-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.
CREB3L1STMSkinHealthyCOL6A2,SMOC2,BBX, etc.4.75e-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
CREB3L1SNVMissense_Mutationc.1376N>Tp.Ala459Valp.A459VQ96BA8protein_codingtolerated_low_confidence(0.28)benign(0)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CREB3L1SNVMissense_Mutationc.960N>Cp.Lys320Asnp.K320NQ96BA8protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CREB3L1insertionFrame_Shift_Insnovelc.1297_1298insAAACCGAGGCCCAAAGAGAGTCTATp.Gly433GlufsTer46p.G433Efs*46Q96BA8protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
CREB3L1SNVMissense_Mutationc.403N>Cp.Glu135Glnp.E135QQ96BA8protein_codingtolerated(0.24)possibly_damaging(0.709)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CREB3L1SNVMissense_Mutationc.802C>Tp.Arg268Trpp.R268WQ96BA8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CREB3L1SNVMissense_Mutationc.1225C>Ap.Leu409Metp.L409MQ96BA8protein_codingtolerated(0.36)benign(0)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CREB3L1SNVMissense_Mutationc.174N>Ap.Phe58Leup.F58LQ96BA8protein_codingtolerated(0.77)probably_damaging(0.952)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CREB3L1SNVMissense_Mutationc.160C>Ap.Leu54Metp.L54MQ96BA8protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CREB3L1SNVMissense_Mutationrs749140671c.884N>Ap.Arg295Glnp.R295QQ96BA8protein_codingdeleterious(0)probably_damaging(0.942)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
CREB3L1SNVMissense_Mutationrs774678396c.1315C>Tp.Arg439Cysp.R439CQ96BA8protein_codingtolerated(0.17)benign(0.353)TCGA-G4-6586-01Colorectumcolon 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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