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: ATG14

Gene summary for ATG14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG14

Gene ID

22863

Gene nameautophagy related 14
Gene AliasATG14L
Cytomap14q22.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q6ZNE5


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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
22863ATG14LZE4THumanEsophagusESCC1.31e-031.89e-010.0811
22863ATG14LZE5THumanEsophagusESCC4.82e-063.98e-010.0514
22863ATG14LZE20THumanEsophagusESCC7.86e-042.49e-010.0662
22863ATG14LZE24THumanEsophagusESCC1.20e-123.90e-010.0596
22863ATG14P1T-EHumanEsophagusESCC4.35e-074.21e-010.0875
22863ATG14P2T-EHumanEsophagusESCC1.44e-142.60e-010.1177
22863ATG14P4T-EHumanEsophagusESCC7.41e-102.79e-010.1323
22863ATG14P5T-EHumanEsophagusESCC1.45e-121.88e-010.1327
22863ATG14P8T-EHumanEsophagusESCC6.27e-162.86e-010.0889
22863ATG14P10T-EHumanEsophagusESCC8.26e-213.20e-010.116
22863ATG14P11T-EHumanEsophagusESCC5.23e-032.51e-010.1426
22863ATG14P12T-EHumanEsophagusESCC3.90e-284.19e-010.1122
22863ATG14P15T-EHumanEsophagusESCC4.46e-255.74e-010.1149
22863ATG14P16T-EHumanEsophagusESCC5.52e-131.99e-010.1153
22863ATG14P17T-EHumanEsophagusESCC1.32e-082.42e-010.1278
22863ATG14P20T-EHumanEsophagusESCC2.93e-143.31e-010.1124
22863ATG14P21T-EHumanEsophagusESCC2.48e-151.64e-010.1617
22863ATG14P22T-EHumanEsophagusESCC9.58e-081.55e-010.1236
22863ATG14P23T-EHumanEsophagusESCC3.18e-042.34e-010.108
22863ATG14P24T-EHumanEsophagusESCC5.19e-102.21e-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
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
∗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:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:000042217EsophagusESCCautophagy of mitochondrion63/855281/187233.41e-097.24e-0863
GO:006172617EsophagusESCCmitochondrion disassembly63/855281/187233.41e-097.24e-0863
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
ATG14SNVMissense_Mutationnovelc.804N>Gp.Ile268Metp.I268MQ6ZNE5protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.694)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ATG14SNVMissense_Mutationc.687G>Ap.Met229Ilep.M229IQ6ZNE5protein_codingtolerated(0.3)benign(0.22)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ATG14SNVMissense_Mutationc.1190T>Cp.Val397Alap.V397AQ6ZNE5protein_codingdeleterious(0.01)benign(0.079)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ATG14SNVMissense_Mutationc.1339N>Ap.Pro447Thrp.P447TQ6ZNE5protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATG14SNVMissense_Mutationnovelc.796N>Gp.Pro266Alap.P266AQ6ZNE5protein_codingdeleterious(0.03)probably_damaging(0.936)TCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
ATG14deletionFrame_Shift_Delc.536delNp.Lys179ArgfsTer5p.K179Rfs*5Q6ZNE5protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATG14SNVMissense_Mutationnovelc.1331G>Ap.Cys444Tyrp.C444YQ6ZNE5protein_codingtolerated(0.15)possibly_damaging(0.88)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATG14SNVMissense_Mutationnovelc.970A>Cp.Asn324Hisp.N324HQ6ZNE5protein_codingtolerated(0.11)probably_damaging(0.989)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATG14SNVMissense_Mutationnovelc.1047N>Tp.Lys349Asnp.K349NQ6ZNE5protein_codingtolerated(0.56)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
ATG14SNVMissense_Mutationrs770194612c.1397N>Tp.Ala466Valp.A466VQ6ZNE5protein_codingtolerated(0.13)benign(0.163)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<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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