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: ATG2B

Gene summary for ATG2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATG2B

Gene ID

55102

Gene nameautophagy related 2B
Gene AliasC14orf103
Cytomap14q32.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q96BY7


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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
55102ATG2BLZE4THumanEsophagusESCC3.83e-092.80e-010.0811
55102ATG2BLZE20THumanEsophagusESCC8.81e-061.62e-010.0662
55102ATG2BLZE24THumanEsophagusESCC1.41e-041.86e-010.0596
55102ATG2BP2T-EHumanEsophagusESCC1.85e-181.52e-010.1177
55102ATG2BP5T-EHumanEsophagusESCC1.14e-023.35e-020.1327
55102ATG2BP8T-EHumanEsophagusESCC1.49e-101.79e-010.0889
55102ATG2BP10T-EHumanEsophagusESCC6.41e-102.66e-010.116
55102ATG2BP11T-EHumanEsophagusESCC5.01e-082.62e-010.1426
55102ATG2BP12T-EHumanEsophagusESCC1.01e-173.46e-010.1122
55102ATG2BP15T-EHumanEsophagusESCC1.33e-153.29e-010.1149
55102ATG2BP16T-EHumanEsophagusESCC3.72e-091.22e-010.1153
55102ATG2BP19T-EHumanEsophagusESCC2.12e-023.29e-010.1662
55102ATG2BP20T-EHumanEsophagusESCC2.54e-067.43e-020.1124
55102ATG2BP21T-EHumanEsophagusESCC3.29e-051.10e-010.1617
55102ATG2BP22T-EHumanEsophagusESCC1.26e-058.97e-020.1236
55102ATG2BP23T-EHumanEsophagusESCC4.47e-021.17e-010.108
55102ATG2BP24T-EHumanEsophagusESCC8.43e-049.95e-020.1287
55102ATG2BP26T-EHumanEsophagusESCC2.18e-061.47e-010.1276
55102ATG2BP27T-EHumanEsophagusESCC2.07e-172.96e-010.1055
55102ATG2BP28T-EHumanEsophagusESCC5.80e-151.88e-010.1149
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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: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:006191215EsophagusESCCselective autophagy47/855268/187237.81e-055.80e-0447
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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
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
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
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
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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
ATG2BSNVMissense_Mutationc.1594N>Gp.Asn532Aspp.N532DQ96BY7protein_codingtolerated(0.42)benign(0.034)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
ATG2BSNVMissense_Mutationrs781516992c.3064N>Tp.Thr1022Serp.T1022SQ96BY7protein_codingtolerated(0.6)benign(0.182)TCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
ATG2BSNVMissense_Mutationrs771625294c.770G>Cp.Ser257Thrp.S257TQ96BY7protein_codingdeleterious(0.04)probably_damaging(0.98)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATG2BSNVMissense_Mutationc.4369N>Ap.Glu1457Lysp.E1457KQ96BY7protein_codingdeleterious(0)possibly_damaging(0.771)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATG2BSNVMissense_Mutationrs375023828c.319N>Tp.Arg107Cysp.R107CQ96BY7protein_codingtolerated(0.12)probably_damaging(0.999)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATG2BSNVMissense_Mutationc.3736N>Tp.Ala1246Serp.A1246SQ96BY7protein_codingtolerated(0.21)benign(0.191)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATG2BSNVMissense_Mutationc.2310N>Cp.Trp770Cysp.W770CQ96BY7protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATG2BSNVMissense_Mutationc.2617G>Ap.Asp873Asnp.D873NQ96BY7protein_codingtolerated(0.19)benign(0.101)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATG2BSNVMissense_Mutationnovelc.4833N>Cp.Gln1611Hisp.Q1611HQ96BY7protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ATG2BSNVMissense_Mutationnovelc.2870N>Gp.Leu957Argp.L957RQ96BY7protein_codingdeleterious(0)possibly_damaging(0.786)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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