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: SEC63

Gene summary for SEC63

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC63

Gene ID

11231

Gene nameSEC63 homolog, protein translocation regulator
Gene AliasDNAJC23
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

A0A0S2Z5M1


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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
11231SEC63LZE4THumanEsophagusESCC1.40e-103.60e-010.0811
11231SEC63LZE5THumanEsophagusESCC9.14e-032.44e-010.0514
11231SEC63LZE7THumanEsophagusESCC3.09e-057.09e-010.0667
11231SEC63LZE8THumanEsophagusESCC2.35e-051.73e-010.067
11231SEC63LZE20THumanEsophagusESCC1.13e-038.13e-020.0662
11231SEC63LZE24THumanEsophagusESCC5.00e-095.50e-010.0596
11231SEC63LZE6THumanEsophagusESCC1.67e-068.43e-020.0845
11231SEC63P2T-EHumanEsophagusESCC4.06e-501.08e+000.1177
11231SEC63P4T-EHumanEsophagusESCC6.50e-268.07e-010.1323
11231SEC63P5T-EHumanEsophagusESCC3.79e-175.16e-010.1327
11231SEC63P8T-EHumanEsophagusESCC1.51e-234.81e-010.0889
11231SEC63P9T-EHumanEsophagusESCC9.93e-093.61e-010.1131
11231SEC63P10T-EHumanEsophagusESCC1.23e-461.13e+000.116
11231SEC63P11T-EHumanEsophagusESCC5.10e-135.76e-010.1426
11231SEC63P12T-EHumanEsophagusESCC2.65e-236.69e-010.1122
11231SEC63P15T-EHumanEsophagusESCC2.68e-175.49e-010.1149
11231SEC63P16T-EHumanEsophagusESCC1.35e-511.12e+000.1153
11231SEC63P17T-EHumanEsophagusESCC7.53e-034.22e-010.1278
11231SEC63P19T-EHumanEsophagusESCC5.87e-034.98e-010.1662
11231SEC63P20T-EHumanEsophagusESCC1.46e-133.01e-010.1124
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0006614ProstateBPHSRP-dependent cotranslational protein targeting to membrane10/310726/187236.33e-032.89e-0210
GO:00650024ProstateBPHintracellular protein transmembrane transport16/310751/187236.72e-033.02e-0216
GO:007259417ProstateTumorestablishment of protein localization to organelle151/3246422/187233.19e-202.83e-17151
GO:000660519ProstateTumorprotein targeting109/3246314/187236.11e-147.30e-12109
GO:004873219ProstateTumorgland development132/3246436/187231.40e-111.04e-09132
GO:007097216ProstateTumorprotein localization to endoplasmic reticulum36/324674/187235.66e-102.95e-0836
GO:000756817ProstateTumoraging99/3246339/187233.75e-081.18e-0699
GO:007259913ProstateTumorestablishment of protein localization to endoplasmic reticulum23/324646/187233.87e-078.56e-0623
GO:009015017ProstateTumorestablishment of protein localization to membrane77/3246260/187236.46e-071.33e-0577
GO:004504713ProstateTumorprotein targeting to ER21/324642/187231.24e-062.31e-0521
GO:006100817ProstateTumorhepaticobiliary system development49/3246150/187233.52e-065.70e-0549
GO:000188917ProstateTumorliver development48/3246147/187234.47e-067.02e-0548
GO:000661312ProstateTumorcotranslational protein targeting to membrane15/324631/187236.78e-057.21e-0415
GO:000662015ProstateTumorposttranslational protein targeting to endoplasmic reticulum membrane7/324612/187231.64e-039.79e-037
GO:007180614ProstateTumorprotein transmembrane transport19/324659/187233.94e-032.00e-0219
GO:00066141ProstateTumorSRP-dependent cotranslational protein targeting to membrane10/324626/187238.67e-033.76e-0210
GO:006500212ProstateTumorintracellular protein transmembrane transport16/324651/187231.02e-024.29e-0216
GO:007259427SkincSCCestablishment of protein localization to organelle213/4864422/187231.40e-275.15e-25213
GO:000660527SkincSCCprotein targeting153/4864314/187232.62e-183.36e-16153
GO:009015024SkincSCCestablishment of protein localization to membrane123/4864260/187238.34e-145.18e-12123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0306026EsophagusESCCProtein export22/420523/84652.43e-061.43e-057.32e-0622
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0306036EsophagusESCCProtein export22/420523/84652.43e-061.43e-057.32e-0622
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa030608LiverCirrhoticProtein export20/253023/84652.00e-083.51e-072.17e-0720
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0306011LiverCirrhoticProtein export20/253023/84652.00e-083.51e-072.17e-0720
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0306021LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0306031LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0306018Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0306019Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0306025Oral cavityLPProtein export21/241823/84654.72e-108.28e-095.34e-0921
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0306035Oral cavityLPProtein export21/241823/84654.72e-108.28e-095.34e-0921
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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
SEC63SNVMissense_Mutationnovelc.94N>Cp.Tyr32Hisp.Y32HQ9UGP8protein_codingdeleterious(0)probably_damaging(0.94)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
SEC63SNVMissense_Mutationc.2029G>Ap.Glu677Lysp.E677KQ9UGP8protein_codingdeleterious(0.01)possibly_damaging(0.571)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SEC63SNVMissense_Mutationrs754641338c.185G>Ap.Arg62Glnp.R62QQ9UGP8protein_codingtolerated(0.61)benign(0.009)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SEC63SNVMissense_Mutationc.1363G>Cp.Asp455Hisp.D455HQ9UGP8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A1KS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SEC63deletionFrame_Shift_Delnovelc.163delNp.Arg55GlyfsTer10p.R55Gfs*10Q9UGP8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SEC63SNVMissense_Mutationnovelc.716G>Ap.Arg239Glnp.R239QQ9UGP8protein_codingtolerated(0.08)benign(0.051)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEC63SNVMissense_Mutationc.1732N>Cp.Glu578Glnp.E578QQ9UGP8protein_codingtolerated(0.16)benign(0.023)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SEC63SNVMissense_Mutationc.1887N>Cp.Glu629Aspp.E629DQ9UGP8protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEC63SNVMissense_Mutationnovelc.1585N>Gp.Lys529Glup.K529EQ9UGP8protein_codingtolerated(0.15)possibly_damaging(0.783)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC63SNVMissense_Mutationnovelc.716N>Ap.Arg239Glnp.R239QQ9UGP8protein_codingtolerated(0.08)benign(0.051)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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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