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: ATXN7L3

Gene summary for ATXN7L3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATXN7L3

Gene ID

56970

Gene nameataxin 7 like 3
Gene AliasSGF11
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

NA


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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
56970ATXN7L3HCC1_MengHumanLiverHCC4.08e-155.19e-030.0246
56970ATXN7L3HCC2_MengHumanLiverHCC2.11e-025.21e-020.0107
56970ATXN7L3HCC1HumanLiverHCC1.07e-022.32e+000.5336
56970ATXN7L3HCC2HumanLiverHCC7.01e-163.65e+000.5341
56970ATXN7L3S014HumanLiverHCC1.04e-144.11e-010.2254
56970ATXN7L3S015HumanLiverHCC2.98e-227.58e-010.2375
56970ATXN7L3S016HumanLiverHCC8.03e-174.62e-010.2243
56970ATXN7L3S027HumanLiverHCC2.84e-033.61e-010.2446
56970ATXN7L3S028HumanLiverHCC1.71e-083.28e-010.2503
56970ATXN7L3S029HumanLiverHCC2.08e-083.60e-010.2581
56970ATXN7L3C04HumanOral cavityOSCC8.21e-073.75e-010.2633
56970ATXN7L3C21HumanOral cavityOSCC6.13e-183.84e-010.2678
56970ATXN7L3C30HumanOral cavityOSCC3.31e-351.29e+000.3055
56970ATXN7L3C38HumanOral cavityOSCC1.51e-023.16e-010.172
56970ATXN7L3C51HumanOral cavityOSCC8.19e-103.18e-010.2674
56970ATXN7L3C57HumanOral cavityOSCC1.61e-041.72e-010.1679
56970ATXN7L3C06HumanOral cavityOSCC3.66e-023.12e-010.2699
56970ATXN7L3C08HumanOral cavityOSCC2.83e-081.67e-010.1919
56970ATXN7L3C09HumanOral cavityOSCC1.65e-031.55e-010.1431
56970ATXN7L3LN38HumanOral cavityOSCC2.57e-035.17e-010.168
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00165742LiverHCChistone ubiquitination37/795847/187234.37e-077.23e-0637
GO:0010390LiverHCChistone monoubiquitination23/795829/187235.86e-055.38e-0423
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:000651311LiverHCCprotein monoubiquitination44/795867/187231.08e-049.22e-0444
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:0016578LiverHCChistone deubiquitination17/795823/187232.28e-031.13e-0217
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00165746Oral cavityOSCChistone ubiquitination38/730547/187235.22e-091.14e-0738
GO:00065135Oral cavityOSCCprotein monoubiquitination47/730567/187232.32e-073.68e-0647
GO:00103903Oral cavityOSCChistone monoubiquitination24/730529/187231.74e-062.26e-0524
GO:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
GO:00165782Oral cavityOSCChistone deubiquitination15/730523/187239.84e-033.46e-0215
GO:001657014Oral cavityLPhistone modification152/4623463/187234.04e-055.90e-04152
GO:000651313Oral cavityLPprotein monoubiquitination29/462367/187236.51e-045.90e-0329
GO:001657413Oral cavityLPhistone ubiquitination22/462347/187238.02e-047.05e-0322
GO:00103901Oral cavityLPhistone monoubiquitination15/462329/187231.55e-031.20e-0215
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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
ATXN7L3SNVMissense_Mutationc.328C>Tp.Arg110Trpp.R110WQ14CW9protein_codingdeleterious(0)probably_damaging(0.977)TCGA-EW-A1P8-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyfluorouracilPD
ATXN7L3SNVMissense_Mutationnovelc.871N>Cp.Asp291Hisp.D291HQ14CW9protein_codingdeleterious(0)possibly_damaging(0.882)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ATXN7L3insertionFrame_Shift_Insnovelc.655_656insCACAGATGAGCAGAGGCGAACCGTACGGATTTATTTTCTCGGGp.Ile219ThrfsTer17p.I219Tfs*17Q14CW9protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATXN7L3insertionFrame_Shift_Insnovelc.620_621insTGp.Glu207AspfsTer7p.E207Dfs*7Q14CW9protein_codingTCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATXN7L3insertionFrame_Shift_Insnovelc.618_619insAATAACTTGAAGTCAGGGGTTCGAAGCTGCAGTGCAGGp.Glu207AsnfsTer19p.E207Nfs*19Q14CW9protein_codingTCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATXN7L3SNVMissense_Mutationc.695N>Ap.Arg232Hisp.R232HQ14CW9protein_codingdeleterious(0.05)benign(0.073)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATXN7L3SNVMissense_Mutationc.271N>Tp.Arg91Cysp.R91CQ14CW9protein_codingdeleterious(0.04)benign(0.041)TCGA-EA-A5FO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATXN7L3SNVMissense_Mutationc.994G>Tp.Gly332Cysp.G332CQ14CW9protein_codingdeleterious_low_confidence(0.02)benign(0.326)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
ATXN7L3SNVMissense_Mutationc.695G>Ap.Arg232Hisp.R232HQ14CW9protein_codingdeleterious(0.05)benign(0.073)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATXN7L3SNVMissense_Mutationrs55884059c.890C>Tp.Thr297Metp.T297MQ14CW9protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.482)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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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