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: SEC22A

Gene summary for SEC22A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC22A

Gene ID

26984

Gene nameSEC22 homolog A, vesicle trafficking protein
Gene AliasSEC22L2
Cytomap3q21.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q96IW7


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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
26984SEC22ACCI_1HumanCervixCC1.26e-066.69e-010.528
26984SEC22ACCI_2HumanCervixCC7.43e-141.01e+000.5249
26984SEC22ACCI_3HumanCervixCC2.47e-221.00e+000.516
26984SEC22Asample3HumanCervixCC6.07e-041.48e-010.1387
26984SEC22ALZE4THumanEsophagusESCC3.00e-134.61e-010.0811
26984SEC22ALZE7THumanEsophagusESCC7.43e-031.66e-010.0667
26984SEC22ALZE8THumanEsophagusESCC6.92e-061.38e-010.067
26984SEC22ALZE20THumanEsophagusESCC2.17e-052.00e-010.0662
26984SEC22ALZE24THumanEsophagusESCC2.31e-173.25e-010.0596
26984SEC22ALZE6THumanEsophagusESCC2.32e-021.43e-010.0845
26984SEC22AP2T-EHumanEsophagusESCC9.24e-101.72e-010.1177
26984SEC22AP4T-EHumanEsophagusESCC8.54e-142.06e-010.1323
26984SEC22AP5T-EHumanEsophagusESCC6.23e-091.96e-010.1327
26984SEC22AP8T-EHumanEsophagusESCC7.11e-153.17e-010.0889
26984SEC22AP9T-EHumanEsophagusESCC1.34e-142.85e-010.1131
26984SEC22AP10T-EHumanEsophagusESCC6.91e-224.04e-010.116
26984SEC22AP11T-EHumanEsophagusESCC2.78e-134.61e-010.1426
26984SEC22AP12T-EHumanEsophagusESCC2.48e-132.38e-010.1122
26984SEC22AP15T-EHumanEsophagusESCC2.93e-223.66e-010.1149
26984SEC22AP16T-EHumanEsophagusESCC8.30e-163.00e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068888Oral cavityOSCCendoplasmic reticulum to Golgi vesicle-mediated transport97/7305130/187231.42e-161.15e-1497
GO:004819322Oral cavityEOLPGolgi vesicle transport72/2218296/187231.43e-099.55e-0872
GO:000688822Oral cavityEOLPendoplasmic reticulum to Golgi vesicle-mediated transport29/2218130/187235.29e-044.56e-0329
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SEC22ASNVMissense_Mutationnovelc.56N>Tp.Ser19Phep.S19FQ96IW7protein_codingdeleterious(0)probably_damaging(0.986)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SEC22AdeletionFrame_Shift_Delnovelc.432_435delNNNNp.Ile145SerfsTer2p.I145Sfs*2Q96IW7protein_codingTCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SEC22ASNVMissense_Mutationc.122N>Tp.Ser41Leup.S41LQ96IW7protein_codingdeleterious(0)benign(0.318)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SEC22ASNVMissense_Mutationnovelc.469N>Ap.Glu157Lysp.E157KQ96IW7protein_codingdeleterious(0)benign(0.15)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SEC22ASNVMissense_Mutationc.697C>Ap.Leu233Ilep.L233IQ96IW7protein_codingtolerated(0.57)probably_damaging(0.987)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEC22ASNVMissense_Mutationnovelc.733N>Ap.Leu245Ilep.L245IQ96IW7protein_codingdeleterious(0.02)benign(0.055)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SEC22ASNVMissense_Mutationnovelc.161N>Cp.Lys54Thrp.K54TQ96IW7protein_codingdeleterious(0.05)benign(0.409)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC22ASNVMissense_Mutationc.389N>Tp.Arg130Metp.R130MQ96IW7protein_codingtolerated(0.12)probably_damaging(0.994)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SEC22ASNVMissense_Mutationnovelc.31N>Tp.Arg11Cysp.R11CQ96IW7protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
SEC22ASNVMissense_Mutationnovelc.628N>Tp.Gly210Cysp.G210CQ96IW7protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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