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: ATXN7

Gene summary for ATXN7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATXN7

Gene ID

6314

Gene nameataxin 7
Gene AliasADCAII
Cytomap3p14.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O15265


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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
6314ATXN7HTA11_2487_2000001011HumanColorectumSER6.69e-033.78e-01-0.1808
6314ATXN7HTA11_1938_2000001011HumanColorectumAD3.49e-023.08e-01-0.0811
6314ATXN7HTA11_78_2000001011HumanColorectumAD3.18e-033.81e-01-0.1088
6314ATXN7HTA11_347_2000001011HumanColorectumAD1.33e-318.21e-01-0.1954
6314ATXN7HTA11_696_2000001011HumanColorectumAD6.25e-073.61e-01-0.1464
6314ATXN7HTA11_866_2000001011HumanColorectumAD6.81e-084.64e-01-0.1001
6314ATXN7HTA11_1391_2000001011HumanColorectumAD7.15e-064.83e-01-0.059
6314ATXN7HTA11_7862_2000001011HumanColorectumAD2.80e-023.05e-01-0.0179
6314ATXN7HTA11_99999970781_79442HumanColorectumMSS3.22e-043.63e-010.294
6314ATXN7HTA11_99999965104_69814HumanColorectumMSS1.20e-034.02e-010.281
6314ATXN7A015-C-203HumanColorectumFAP9.54e-06-1.87e-01-0.1294
6314ATXN7A002-C-201HumanColorectumFAP2.05e-02-1.65e-010.0324
6314ATXN7A002-C-205HumanColorectumFAP5.14e-03-1.73e-01-0.1236
6314ATXN7A015-C-006HumanColorectumFAP1.38e-04-2.37e-01-0.0994
6314ATXN7A002-C-114HumanColorectumFAP1.99e-02-1.67e-01-0.1561
6314ATXN7A015-C-104HumanColorectumFAP3.44e-05-1.62e-01-0.1899
6314ATXN7A001-C-014HumanColorectumFAP1.10e-04-1.58e-010.0135
6314ATXN7A002-C-016HumanColorectumFAP1.54e-05-1.67e-010.0521
6314ATXN7A002-C-116HumanColorectumFAP2.86e-09-1.98e-01-0.0452
6314ATXN7A018-E-020HumanColorectumFAP4.69e-03-1.71e-01-0.2034
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:00512611ColorectumSERprotein depolymerization31/2897114/187239.18e-041.11e-0231
GO:19018791ColorectumSERregulation of protein depolymerization24/289787/187232.69e-032.44e-0224
GO:00432441ColorectumSERregulation of protein-containing complex disassembly30/2897121/187235.03e-033.88e-0230
GO:19018801ColorectumSERnegative regulation of protein depolymerization20/289772/187235.36e-034.03e-0220
GO:19029032ColorectumMSSregulation of supramolecular fiber organization121/3467383/187233.63e-103.28e-08121
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00106392ColorectumMSSnegative regulation of organelle organization102/3467348/187235.36e-072.05e-05102
GO:00329842ColorectumMSSprotein-containing complex disassembly69/3467224/187235.61e-061.50e-0469
GO:19029042ColorectumMSSnegative regulation of supramolecular fiber organization49/3467167/187234.30e-045.23e-0349
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00514942ColorectumMSSnegative regulation of cytoskeleton organization47/3467163/187238.45e-048.71e-0347
GO:19029034ColorectumFAPregulation of supramolecular fiber organization92/2622383/187238.48e-085.77e-0692
GO:00224114ColorectumFAPcellular component disassembly97/2622443/187233.44e-061.23e-0497
GO:00106393ColorectumFAPnegative regulation of organelle organization80/2622348/187233.62e-061.27e-0480
GO:00329844ColorectumFAPprotein-containing complex disassembly54/2622224/187233.37e-057.48e-0454
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:19029043ColorectumFAPnegative regulation of supramolecular fiber organization38/2622167/187231.47e-031.31e-0238
GO:00514943ColorectumFAPnegative regulation of cytoskeleton organization37/2622163/187231.76e-031.53e-0237
GO:00432442ColorectumFAPregulation of protein-containing complex disassembly28/2622121/187234.50e-033.06e-0228
GO:00512612ColorectumFAPprotein depolymerization26/2622114/187237.36e-034.40e-0226
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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
ATXN7SNVMissense_Mutationc.599N>Tp.Ala200Valp.A200VO15265protein_codingtolerated(0.27)benign(0.068)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATXN7SNVMissense_Mutationnovelc.1609G>Cp.Asp537Hisp.D537HO15265protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
ATXN7SNVMissense_Mutationc.1916N>Cp.Cys639Serp.C639SO15265protein_codingtolerated(0.43)benign(0.011)TCGA-D8-A1X6-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
ATXN7deletionFrame_Shift_Delnovelc.402_411delNNNNNNNNNNp.Ile135SerfsTer85p.I135Sfs*85O15265protein_codingTCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ATXN7insertionFrame_Shift_Insnovelc.2820_2821insCTTTTCTCTAAGTTAGAAACCCAGGCCTGCAp.Thr941LeufsTer71p.T941Lfs*71O15265protein_codingTCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ATXN7SNVMissense_Mutationrs774403353c.1754C>Tp.Pro585Leup.P585LO15265protein_codingtolerated(0.12)possibly_damaging(0.742)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATXN7SNVMissense_Mutationnovelc.1649N>Cp.Met550Thrp.M550TO15265protein_codingdeleterious(0)possibly_damaging(0.447)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ATXN7SNVMissense_Mutationnovelc.1600N>Gp.Tyr534Aspp.Y534DO15265protein_codingdeleterious(0)probably_damaging(0.97)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATXN7SNVMissense_Mutationc.2546N>Ap.Ser849Asnp.S849NO15265protein_codingtolerated(0.19)benign(0.006)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATXN7SNVMissense_Mutationc.905N>Tp.Ser302Leup.S302LO15265protein_codingdeleterious(0.01)benign(0.406)TCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
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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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