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: ATXN2L

Gene summary for ATXN2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATXN2L

Gene ID

11273

Gene nameataxin 2 like
Gene AliasA2D
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

H3BUF6


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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
11273ATXN2LLZE4THumanEsophagusESCC6.09e-051.07e-010.0811
11273ATXN2LLZE7THumanEsophagusESCC7.67e-096.27e-010.0667
11273ATXN2LLZE8THumanEsophagusESCC6.97e-132.70e-010.067
11273ATXN2LLZE20THumanEsophagusESCC5.56e-081.49e-010.0662
11273ATXN2LLZE22THumanEsophagusESCC8.17e-095.75e-010.068
11273ATXN2LLZE24THumanEsophagusESCC1.17e-311.05e+000.0596
11273ATXN2LLZE21THumanEsophagusESCC6.75e-045.43e-010.0655
11273ATXN2LP1T-EHumanEsophagusESCC5.42e-191.04e+000.0875
11273ATXN2LP2T-EHumanEsophagusESCC1.02e-711.38e+000.1177
11273ATXN2LP4T-EHumanEsophagusESCC4.01e-551.54e+000.1323
11273ATXN2LP5T-EHumanEsophagusESCC2.84e-265.27e-010.1327
11273ATXN2LP8T-EHumanEsophagusESCC4.92e-316.49e-010.0889
11273ATXN2LP9T-EHumanEsophagusESCC2.06e-122.36e-010.1131
11273ATXN2LP10T-EHumanEsophagusESCC9.12e-223.97e-010.116
11273ATXN2LP11T-EHumanEsophagusESCC2.82e-178.00e-010.1426
11273ATXN2LP12T-EHumanEsophagusESCC1.29e-421.01e+000.1122
11273ATXN2LP15T-EHumanEsophagusESCC1.47e-277.21e-010.1149
11273ATXN2LP16T-EHumanEsophagusESCC1.53e-246.30e-010.1153
11273ATXN2LP17T-EHumanEsophagusESCC6.54e-094.62e-010.1278
11273ATXN2LP19T-EHumanEsophagusESCC7.68e-033.63e-010.1662
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:003406315EsophagusESCCstress granule assembly23/855226/187236.82e-066.90e-0523
GO:00340633LiverNAFLDstress granule assembly9/188226/187236.56e-048.50e-039
GO:00340632LiverHCCstress granule assembly24/795826/187231.35e-072.57e-0624
GO:00340637Oral cavityOSCCstress granule assembly21/730526/187231.66e-051.64e-0421
GO:003406314Oral cavityLPstress granule assembly14/462326/187231.33e-031.07e-0214
GO:003406317ThyroidPTCstress granule assembly21/596826/187233.95e-076.55e-0621
GO:003406323ThyroidATCstress granule assembly20/629326/187237.65e-067.83e-0520
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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
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0501725Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05017111Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa0501429Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa0502229Oral cavityLPPathways of neurodegeneration - multiple diseases232/2418476/84657.77e-223.69e-202.38e-20232
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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
ATXN2LSNVMissense_Mutationc.2737N>Gp.Leu913Valp.L913VQ8WWM7protein_codingdeleterious(0)possibly_damaging(0.775)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATXN2LSNVMissense_Mutationc.1112G>Ap.Gly371Aspp.G371DQ8WWM7protein_codingtolerated(0.14)probably_damaging(0.974)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
ATXN2LSNVMissense_Mutationc.1244N>Tp.Pro415Leup.P415LQ8WWM7protein_codingdeleterious(0.01)probably_damaging(0.944)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATXN2LSNVMissense_Mutationrs777759993c.1811N>Tp.Ser604Leup.S604LQ8WWM7protein_codingtolerated(0.16)benign(0)TCGA-D8-A1XC-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
ATXN2LSNVMissense_Mutationrs745855139c.1585N>Gp.Lys529Glup.K529EQ8WWM7protein_codingdeleterious(0.05)possibly_damaging(0.533)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ATXN2LSNVMissense_Mutationrs745855139c.1585N>Gp.Lys529Glup.K529EQ8WWM7protein_codingdeleterious(0.05)possibly_damaging(0.533)TCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATXN2LdeletionFrame_Shift_Delc.2791delTp.Ser931LeufsTer58p.S931Lfs*58Q8WWM7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ATXN2LSNVMissense_Mutationnovelc.985G>Ap.Ala329Thrp.A329TQ8WWM7protein_codingdeleterious(0.01)benign(0.197)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATXN2LSNVMissense_Mutationrs747076514c.2315C>Tp.Ala772Valp.A772VQ8WWM7protein_codingdeleterious(0.01)possibly_damaging(0.467)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATXN2LSNVMissense_Mutationrs772634261c.1507N>Tp.Pro503Serp.P503SQ8WWM7protein_codingtolerated(0.18)benign(0.005)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
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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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