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: SEC22B

Gene summary for SEC22B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC22B

Gene ID

9554

Gene nameSEC22 homolog B, vesicle trafficking protein
Gene AliasERS-24
Cytomap1p12
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

O75396


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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
9554SEC22BLZE4THumanEsophagusESCC2.13e-092.93e-010.0811
9554SEC22BLZE5THumanEsophagusESCC9.17e-063.63e-010.0514
9554SEC22BLZE7THumanEsophagusESCC9.82e-084.25e-010.0667
9554SEC22BLZE8THumanEsophagusESCC5.87e-031.15e-010.067
9554SEC22BLZE20THumanEsophagusESCC2.67e-042.40e-010.0662
9554SEC22BLZE24THumanEsophagusESCC2.42e-265.98e-010.0596
9554SEC22BLZE6THumanEsophagusESCC1.03e-082.30e-010.0845
9554SEC22BP1T-EHumanEsophagusESCC7.58e-042.79e-010.0875
9554SEC22BP2T-EHumanEsophagusESCC8.01e-254.41e-010.1177
9554SEC22BP4T-EHumanEsophagusESCC5.08e-235.18e-010.1323
9554SEC22BP5T-EHumanEsophagusESCC1.47e-123.63e-010.1327
9554SEC22BP8T-EHumanEsophagusESCC5.45e-255.04e-010.0889
9554SEC22BP9T-EHumanEsophagusESCC9.08e-163.22e-010.1131
9554SEC22BP10T-EHumanEsophagusESCC1.12e-347.01e-010.116
9554SEC22BP11T-EHumanEsophagusESCC1.29e-094.63e-010.1426
9554SEC22BP12T-EHumanEsophagusESCC1.88e-265.29e-010.1122
9554SEC22BP15T-EHumanEsophagusESCC8.43e-162.94e-010.1149
9554SEC22BP16T-EHumanEsophagusESCC3.40e-183.82e-010.1153
9554SEC22BP17T-EHumanEsophagusESCC4.50e-105.46e-010.1278
9554SEC22BP19T-EHumanEsophagusESCC5.34e-055.46e-010.1662
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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
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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:00901743EsophagusESCCorganelle membrane fusion73/8552110/187239.29e-068.88e-0573
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041305EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0413012EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0513412LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa04130LiverCirrhoticSNARE interactions in vesicular transport18/253033/84652.64e-031.10e-026.76e-0318
hsa0414515LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0513413LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa041301LiverCirrhoticSNARE interactions in vesicular transport18/253033/84652.64e-031.10e-026.76e-0318
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa041302LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa041303LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa041304Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0413011Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
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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
SEC22BSNVMissense_Mutationnovelc.196N>Cp.Glu66Glnp.E66QO75396protein_codingtolerated(0.14)benign(0.055)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
SEC22BSNVMissense_Mutationnovelc.451N>Ap.Ala151Thrp.A151TO75396protein_codingtolerated(0.24)benign(0.039)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SEC22BSNVMissense_Mutationnovelc.4G>Cp.Val2Leup.V2LO75396protein_codingtolerated(0.1)benign(0)TCGA-CA-5254-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
SEC22BSNVMissense_Mutationnovelc.599C>Ap.Ala200Aspp.A200DO75396protein_codingdeleterious(0.03)benign(0.436)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC22BSNVMissense_Mutationnovelc.568C>Tp.Arg190Cysp.R190CO75396protein_codingdeleterious(0.04)probably_damaging(0.946)TCGA-AP-A0LE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC22BSNVMissense_Mutationnovelc.326C>Tp.Pro109Leup.P109LO75396protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SEC22BSNVMissense_Mutationnovelc.224G>Ap.Cys75Tyrp.C75YO75396protein_codingdeleterious(0)possibly_damaging(0.54)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC22BSNVMissense_Mutationnovelc.178N>Cp.Thr60Prop.T60PO75396protein_codingtolerated(0.2)benign(0.085)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
SEC22BSNVMissense_Mutationnovelc.130N>Gp.Leu44Valp.L44VO75396protein_codingdeleterious(0.01)possibly_damaging(0.873)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
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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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