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: TRAPPC9

Gene summary for TRAPPC9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAPPC9

Gene ID

83696

Gene nametrafficking protein particle complex subunit 9
Gene AliasIBP
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96Q05


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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
83696TRAPPC9CCI_1HumanCervixCC5.73e-108.66e-010.528
83696TRAPPC9CCI_2HumanCervixCC4.71e-141.35e+000.5249
83696TRAPPC9CCI_3HumanCervixCC4.71e-121.11e+000.516
83696TRAPPC9CCII_1HumanCervixCC2.30e-053.75e-010.3249
83696TRAPPC9HTA11_3410_2000001011HumanColorectumAD9.97e-19-6.43e-010.0155
83696TRAPPC9HTA11_3361_2000001011HumanColorectumAD1.50e-02-4.10e-01-0.1207
83696TRAPPC9HTA11_7862_2000001011HumanColorectumAD9.50e-03-4.48e-01-0.0179
83696TRAPPC9HTA11_866_3004761011HumanColorectumAD2.41e-05-4.62e-010.096
83696TRAPPC9HTA11_99999970781_79442HumanColorectumMSS3.62e-12-5.28e-010.294
83696TRAPPC9HTA11_99999965104_69814HumanColorectumMSS6.08e-055.94e-010.281
83696TRAPPC9F007HumanColorectumFAP2.32e-04-2.14e-010.1176
83696TRAPPC9A002-C-010HumanColorectumFAP1.75e-02-8.56e-020.242
83696TRAPPC9A001-C-207HumanColorectumFAP1.86e-05-2.58e-010.1278
83696TRAPPC9A015-C-203HumanColorectumFAP1.62e-35-6.29e-01-0.1294
83696TRAPPC9A015-C-204HumanColorectumFAP9.57e-10-3.67e-01-0.0228
83696TRAPPC9A014-C-040HumanColorectumFAP1.88e-07-2.26e-01-0.1184
83696TRAPPC9A002-C-201HumanColorectumFAP1.14e-16-3.48e-010.0324
83696TRAPPC9A001-C-119HumanColorectumFAP3.74e-11-3.71e-01-0.1557
83696TRAPPC9A001-C-108HumanColorectumFAP6.28e-13-2.96e-01-0.0272
83696TRAPPC9A002-C-205HumanColorectumFAP2.65e-30-3.10e-01-0.1236
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00510926EsophagusESCCpositive regulation of NF-kappaB transcription factor activity91/8552152/187232.91e-041.75e-0391
GO:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:00510913LiverHCCpositive regulation of DNA-binding transcription factor activity131/7958260/187235.98e-032.45e-02131
GO:00510903LungIACregulation of DNA-binding transcription factor activity76/2061440/187234.44e-051.05e-0376
GO:00510914LungIACpositive regulation of DNA-binding transcription factor activity50/2061260/187235.87e-051.29e-0350
GO:00219872LungIACcerebral cortex development27/2061114/187238.78e-051.77e-0327
GO:0051092LungIACpositive regulation of NF-kappaB transcription factor activity32/2061152/187232.25e-043.90e-0332
GO:00215432LungIACpallium development33/2061169/187237.51e-049.82e-0333
GO:00309002LungIACforebrain development61/2061379/187231.52e-031.61e-0261
GO:00510921LungAISpositive regulation of NF-kappaB transcription factor activity28/1849152/187238.81e-041.19e-0228
GO:005109011LungAISregulation of DNA-binding transcription factor activity64/1849440/187231.04e-031.36e-0264
GO:005109111LungAISpositive regulation of DNA-binding transcription factor activity41/1849260/187231.77e-032.01e-0241
GO:003090011LungAISforebrain development55/1849379/187232.37e-032.48e-0255
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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
TRAPPC9SNVMissense_Mutationnovelc.2367N>Gp.Ile789Metp.I789MQ96Q05protein_codingdeleterious(0)probably_damaging(0.935)TCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRAPPC9SNVMissense_Mutationrs150200902c.3469N>Ap.Ala1157Thrp.A1157TQ96Q05protein_codingtolerated(0.8)possibly_damaging(0.714)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TRAPPC9SNVMissense_Mutationrs750167029c.3572N>Tp.Ala1191Valp.A1191VQ96Q05protein_codingtolerated(0.28)benign(0.062)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC9SNVMissense_Mutationrs145782440c.1471N>Ap.Glu491Lysp.E491KQ96Q05protein_codingdeleterious(0.01)possibly_damaging(0.506)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC9SNVMissense_Mutationc.2752N>Ap.Leu918Metp.L918MQ96Q05protein_codingtolerated(0.19)possibly_damaging(0.584)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRAPPC9SNVMissense_Mutationc.1226N>Ap.Ile409Asnp.I409NQ96Q05protein_codingtolerated(0.07)possibly_damaging(0.538)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAPPC9SNVMissense_Mutationc.2092N>Ap.Glu698Lysp.E698KQ96Q05protein_codingdeleterious(0)possibly_damaging(0.81)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TRAPPC9SNVMissense_Mutationc.1186C>Tp.Leu396Phep.L396FQ96Q05protein_codingdeleterious(0.04)probably_damaging(0.954)TCGA-EW-A1OV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinSD
TRAPPC9SNVMissense_Mutationnovelc.116N>Tp.Ala39Valp.A39VQ96Q05protein_codingdeleterious_low_confidence(0)benign(0)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
TRAPPC9insertionIn_Frame_Insnovelc.1903_1904insCACACGGGAACAGGGCAGCTCCTCGCCCACACAAGCACTp.Leu635delinsProHisGlyAsnArgAlaAlaProArgProHisLysHisPhep.L635delinsPHGNRAAPRPHKHFQ96Q05protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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