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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ATG9A

Gene summary for ATG9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG9A

Gene ID

79065

Gene nameautophagy related 9A
Gene AliasAPG9L1
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024R438


Top

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
79065ATG9ALZE4THumanEsophagusESCC1.52e-031.41e-010.0811
79065ATG9ALZE24THumanEsophagusESCC3.78e-082.84e-010.0596
79065ATG9AP1T-EHumanEsophagusESCC1.31e-022.08e-010.0875
79065ATG9AP2T-EHumanEsophagusESCC1.75e-152.59e-010.1177
79065ATG9AP4T-EHumanEsophagusESCC2.90e-091.45e-010.1323
79065ATG9AP5T-EHumanEsophagusESCC1.27e-047.84e-020.1327
79065ATG9AP8T-EHumanEsophagusESCC6.02e-151.81e-010.0889
79065ATG9AP9T-EHumanEsophagusESCC3.46e-081.89e-010.1131
79065ATG9AP10T-EHumanEsophagusESCC2.65e-172.06e-010.116
79065ATG9AP11T-EHumanEsophagusESCC1.08e-165.56e-010.1426
79065ATG9AP12T-EHumanEsophagusESCC2.45e-203.74e-010.1122
79065ATG9AP15T-EHumanEsophagusESCC2.43e-194.43e-010.1149
79065ATG9AP16T-EHumanEsophagusESCC5.45e-162.96e-010.1153
79065ATG9AP17T-EHumanEsophagusESCC1.48e-053.07e-010.1278
79065ATG9AP19T-EHumanEsophagusESCC2.35e-075.20e-010.1662
79065ATG9AP20T-EHumanEsophagusESCC3.18e-163.65e-010.1124
79065ATG9AP21T-EHumanEsophagusESCC6.74e-275.47e-010.1617
79065ATG9AP22T-EHumanEsophagusESCC6.16e-161.90e-010.1236
79065ATG9AP23T-EHumanEsophagusESCC2.29e-152.85e-010.108
79065ATG9AP24T-EHumanEsophagusESCC2.11e-132.83e-010.1287
Page: 1 2 3 4 5 

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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:000042217EsophagusESCCautophagy of mitochondrion63/855281/187233.41e-097.24e-0863
GO:006172617EsophagusESCCmitochondrion disassembly63/855281/187233.41e-097.24e-0863
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:000042211LiverHCCautophagy of mitochondrion64/795881/187231.96e-117.72e-1064
GO:006172611LiverHCCmitochondrion disassembly64/795881/187231.96e-117.72e-1064
GO:000703311LiverHCCvacuole organization119/7958180/187231.22e-104.25e-09119
GO:19050371LiverHCCautophagosome organization70/7958103/187231.52e-072.82e-0670
GO:00000451LiverHCCautophagosome assembly67/795899/187233.56e-076.07e-0667
GO:0044804LiverHCCautophagy of nucleus12/795816/187238.74e-033.40e-0212
GO:0034497LiverHCCprotein localization to phagophore assembly site10/795813/187231.28e-024.61e-0210
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:001623610Oral cavityOSCCmacroautophagy192/7305291/187237.01e-211.14e-18192
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ATG9ASNVMissense_Mutationc.851N>Gp.Gln284Argp.Q284RQ7Z3C6protein_codingtolerated(0.44)benign(0.046)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATG9ASNVMissense_Mutationc.1501N>Cp.Ile501Leup.I501LQ7Z3C6protein_codingtolerated(0.15)possibly_damaging(0.465)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
ATG9ASNVMissense_Mutationnovelc.1792N>Ap.Leu598Metp.L598MQ7Z3C6protein_codingtolerated(0.12)benign(0.048)TCGA-GM-A4E0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaCR
ATG9AinsertionNonsense_Mutationnovelc.1091_1092insAAAAAAAGGp.Tyr364delinsTerp.Y364delins*Q7Z3C6protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ATG9AdeletionFrame_Shift_Delnovelc.2420delNp.Gly807GlufsTer37p.G807Efs*37Q7Z3C6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ATG9ASNVMissense_Mutationnovelc.1022G>Ap.Arg341Hisp.R341HQ7Z3C6protein_codingdeleterious(0)probably_damaging(0.922)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATG9ASNVMissense_Mutationc.1883N>Tp.Ser628Leup.S628LQ7Z3C6protein_codingtolerated(0.18)benign(0)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATG9ASNVMissense_Mutationnovelc.547G>Ap.Val183Metp.V183MQ7Z3C6protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATG9ASNVMissense_Mutationc.1384C>Tp.Arg462Trpp.R462WQ7Z3C6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
ATG9ASNVMissense_Mutationc.659T>Cp.Val220Alap.V220AQ7Z3C6protein_codingdeleterious(0)benign(0.14)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1