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:1902903ColorectumADregulation of supramolecular fiber organization139/3918383/187232.01e-123.19e-10139
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:1902904ColorectumADnegative regulation of supramolecular fiber organization60/3918167/187235.23e-061.35e-0460
GO:0051494ColorectumADnegative regulation of cytoskeleton organization58/3918163/187231.04e-052.40e-0458
GO:0043244ColorectumADregulation of protein-containing complex disassembly41/3918121/187236.22e-046.48e-0341
GO:0043624ColorectumADcellular protein complex disassembly45/3918136/187236.24e-046.48e-0345
GO:0051261ColorectumADprotein depolymerization39/3918114/187236.74e-046.91e-0339
GO:0043242ColorectumADnegative regulation of protein-containing complex disassembly29/391882/187231.76e-031.45e-0229
GO:1901880ColorectumADnegative regulation of protein depolymerization26/391872/187232.12e-031.68e-0226
GO:1901879ColorectumADregulation of protein depolymerization30/391887/187232.32e-031.80e-0230
GO:0070507ColorectumADregulation of microtubule cytoskeleton organization44/3918148/187237.05e-034.31e-0244
GO:19029031ColorectumSERregulation of supramolecular fiber organization114/2897383/187237.32e-131.95e-10114
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00106391ColorectumSERnegative regulation of organelle organization90/2897348/187233.14e-071.69e-0590
GO:19029041ColorectumSERnegative regulation of supramolecular fiber organization50/2897167/187231.63e-067.23e-0550
GO:00329841ColorectumSERprotein-containing complex disassembly61/2897224/187234.17e-061.60e-0461
GO:00514941ColorectumSERnegative regulation of cytoskeleton organization48/2897163/187234.34e-061.63e-0448
GO:00436241ColorectumSERcellular protein complex disassembly37/2897136/187233.08e-045.00e-0337
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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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