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: ATXN1

Gene summary for ATXN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATXN1

Gene ID

6310

Gene nameataxin 1
Gene AliasATX1
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P54253


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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
6310ATXN1CCI_1HumanCervixCC5.65e-111.52e+000.528
6310ATXN1CCI_3HumanCervixCC7.33e-068.03e-010.516
6310ATXN1TumorHumanCervixCC2.01e-02-2.47e-010.1241
6310ATXN1HTA11_1938_2000001011HumanColorectumAD4.01e-056.42e-01-0.0811
6310ATXN1HTA11_347_2000001011HumanColorectumAD2.74e-106.19e-01-0.1954
6310ATXN1HTA11_411_2000001011HumanColorectumSER3.42e-037.63e-01-0.2602
6310ATXN1HTA11_7663_2000001011HumanColorectumSER3.07e-056.47e-010.0131
6310ATXN1HTA11_6818_2000001021HumanColorectumAD1.86e-056.25e-010.0588
6310ATXN1HTA11_99999970781_79442HumanColorectumMSS5.03e-191.11e+000.294
6310ATXN1HTA11_99999965062_69753HumanColorectumMSI-H6.28e-091.18e+000.3487
6310ATXN1HTA11_99999965104_69814HumanColorectumMSS2.83e-118.97e-010.281
6310ATXN1HTA11_99999971662_82457HumanColorectumMSS2.76e-099.76e-010.3859
6310ATXN1HTA11_99999974143_84620HumanColorectumMSS1.28e-02-2.77e-010.3005
6310ATXN1A002-C-010HumanColorectumFAP2.24e-053.42e-010.242
6310ATXN1A001-C-207HumanColorectumFAP3.12e-043.11e-010.1278
6310ATXN1A015-C-203HumanColorectumFAP7.04e-28-1.72e-01-0.1294
6310ATXN1A015-C-204HumanColorectumFAP3.36e-02-1.78e-01-0.0228
6310ATXN1A002-C-201HumanColorectumFAP1.95e-08-2.28e-010.0324
6310ATXN1A002-C-203HumanColorectumFAP1.23e-032.10e-010.2786
6310ATXN1A001-C-108HumanColorectumFAP8.00e-15-1.10e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:00069131ColorectumSERnucleocytoplasmic transport77/2897301/187233.39e-061.32e-0477
GO:00511691ColorectumSERnuclear transport77/2897301/187233.39e-061.32e-0477
GO:00511681ColorectumSERnuclear export42/2897154/187231.19e-042.46e-0342
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:00511682ColorectumMSSnuclear export51/3467154/187231.01e-052.43e-0451
GO:00069133ColorectumMSI-Hnucleocytoplasmic transport45/1319301/187231.31e-068.75e-0545
GO:00511693ColorectumMSI-Hnuclear transport45/1319301/187231.31e-068.75e-0545
GO:00511683ColorectumMSI-Hnuclear export24/1319154/187231.95e-045.30e-0324
GO:00069134ColorectumFAPnucleocytoplasmic transport77/2622301/187236.15e-084.54e-0677
GO:00511694ColorectumFAPnuclear transport77/2622301/187236.15e-084.54e-0677
GO:00511684ColorectumFAPnuclear export37/2622154/187235.81e-046.46e-0337
GO:00069135ColorectumCRCnucleocytoplasmic transport57/2078301/187233.71e-059.18e-0457
GO:00511695ColorectumCRCnuclear transport57/2078301/187233.71e-059.18e-0457
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa04330CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0501717CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa043301CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050172ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050173ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050174ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050225ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050175ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050226ColorectumMSI-HPathways of neurodegeneration - multiple diseases107/797476/84651.24e-185.72e-174.80e-17107
hsa050176ColorectumMSI-HSpinocerebellar ataxia33/797143/84658.28e-071.49e-051.25e-0533
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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
ATXN1SNVMissense_Mutationnovelc.1103C>Tp.Ser368Leup.S368LP54253protein_codingdeleterious(0.01)benign(0.01)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ATXN1SNVMissense_Mutationc.1633N>Ap.Pro545Thrp.P545TP54253protein_codingtolerated(0.13)benign(0.115)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
ATXN1SNVMissense_Mutationc.77N>Gp.Ser26Cysp.S26CP54253protein_codingdeleterious(0.02)probably_damaging(0.956)TCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
ATXN1SNVMissense_Mutationc.115N>Tp.Arg39Trpp.R39WP54253protein_codingdeleterious(0.01)possibly_damaging(0.745)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ATXN1SNVMissense_Mutationrs201023487c.995G>Ap.Arg332Glnp.R332QP54253protein_codingtolerated(0.19)probably_damaging(0.978)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATXN1SNVMissense_Mutationrs140709024c.976N>Ap.Gly326Serp.G326SP54253protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATXN1SNVMissense_Mutationrs201516255c.1897N>Ap.Val633Ilep.V633IP54253protein_codingdeleterious(0.01)benign(0.139)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATXN1SNVMissense_Mutationc.320N>Tp.Ala107Valp.A107VP54253protein_codingtolerated(0.09)benign(0.023)TCGA-BH-A0B3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ATXN1SNVMissense_Mutationc.837N>Gp.His279Glnp.H279QP54253protein_codingtolerated(0.24)possibly_damaging(0.462)TCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ATXN1SNVMissense_Mutationc.1550N>Tp.Ala517Valp.A517VP54253protein_codingtolerated(0.09)benign(0.09)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=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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