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: TRAPPC11

Gene summary for TRAPPC11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC11

Gene ID

60684

Gene nametrafficking protein particle complex subunit 11
Gene AliasC4orf41
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q7Z392


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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
60684TRAPPC11LZE4THumanEsophagusESCC8.12e-071.52e-010.0811
60684TRAPPC11LZE7THumanEsophagusESCC9.50e-072.36e-010.0667
60684TRAPPC11LZE8THumanEsophagusESCC1.26e-037.91e-020.067
60684TRAPPC11LZE24THumanEsophagusESCC5.20e-071.40e-010.0596
60684TRAPPC11P2T-EHumanEsophagusESCC7.65e-162.78e-010.1177
60684TRAPPC11P4T-EHumanEsophagusESCC5.46e-091.79e-010.1323
60684TRAPPC11P5T-EHumanEsophagusESCC3.21e-069.62e-020.1327
60684TRAPPC11P8T-EHumanEsophagusESCC6.34e-171.91e-010.0889
60684TRAPPC11P9T-EHumanEsophagusESCC1.80e-076.35e-020.1131
60684TRAPPC11P10T-EHumanEsophagusESCC1.94e-101.06e-010.116
60684TRAPPC11P11T-EHumanEsophagusESCC1.20e-091.77e-010.1426
60684TRAPPC11P12T-EHumanEsophagusESCC1.85e-193.46e-010.1122
60684TRAPPC11P15T-EHumanEsophagusESCC3.30e-091.39e-010.1149
60684TRAPPC11P16T-EHumanEsophagusESCC2.83e-061.88e-010.1153
60684TRAPPC11P17T-EHumanEsophagusESCC4.27e-041.10e-010.1278
60684TRAPPC11P20T-EHumanEsophagusESCC8.23e-192.20e-010.1124
60684TRAPPC11P21T-EHumanEsophagusESCC7.29e-132.00e-010.1617
60684TRAPPC11P22T-EHumanEsophagusESCC2.85e-071.75e-010.1236
60684TRAPPC11P23T-EHumanEsophagusESCC3.21e-377.42e-010.108
60684TRAPPC11P24T-EHumanEsophagusESCC4.20e-091.09e-010.1287
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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
∗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:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
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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
TRAPPC11SNVMissense_Mutationc.1286N>Tp.Ser429Phep.S429FQ7Z392protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRAPPC11SNVMissense_Mutationnovelc.3121G>Ap.Asp1041Asnp.D1041NQ7Z392protein_codingtolerated(0.58)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC11SNVMissense_Mutationnovelc.2594N>Cp.Val865Alap.V865AQ7Z392protein_codingtolerated(0.11)benign(0.015)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRAPPC11insertionIn_Frame_Insnovelc.3015_3016insACTATGTTTGTTGATAGTAAAATACTTTTAGTTCTTp.Pro1005_His1006insThrMetPheValAspSerLysIleLeuLeuValLeup.P1005_H1006insTMFVDSKILLVLQ7Z392protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRAPPC11deletionFrame_Shift_Delnovelc.806delNp.Thr269IlefsTer6p.T269Ifs*6Q7Z392protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TRAPPC11SNVMissense_Mutationnovelc.3379G>Ap.Asp1127Asnp.D1127NQ7Z392protein_codingtolerated(0.08)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRAPPC11SNVMissense_Mutationnovelc.1939N>Ap.Glu647Lysp.E647KQ7Z392protein_codingtolerated(0.73)benign(0.052)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
TRAPPC11SNVMissense_Mutationrs764158202c.3014N>Tp.Pro1005Leup.P1005LQ7Z392protein_codingdeleterious(0.01)probably_damaging(1)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRAPPC11SNVMissense_Mutationc.47C>Ap.Pro16Hisp.P16HQ7Z392protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC11SNVMissense_Mutationc.982N>Tp.Asp328Tyrp.D328YQ7Z392protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3984-01Colorectumcolon 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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