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: ATXN7L1

Gene summary for ATXN7L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATXN7L1

Gene ID

222255

Gene nameataxin 7 like 1
Gene AliasATXN7L4
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q9BTQ8


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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
222255ATXN7L1P8T-EHumanEsophagusESCC4.36e-099.74e-020.0889
222255ATXN7L1P9T-EHumanEsophagusESCC1.17e-031.04e-010.1131
222255ATXN7L1P10T-EHumanEsophagusESCC5.73e-111.58e-010.116
222255ATXN7L1P11T-EHumanEsophagusESCC2.80e-031.90e-010.1426
222255ATXN7L1P12T-EHumanEsophagusESCC2.98e-102.30e-010.1122
222255ATXN7L1P15T-EHumanEsophagusESCC3.42e-173.23e-010.1149
222255ATXN7L1P16T-EHumanEsophagusESCC5.47e-131.95e-010.1153
222255ATXN7L1P17T-EHumanEsophagusESCC5.82e-113.97e-010.1278
222255ATXN7L1P20T-EHumanEsophagusESCC2.18e-276.18e-010.1124
222255ATXN7L1P21T-EHumanEsophagusESCC1.03e-141.43e-010.1617
222255ATXN7L1P22T-EHumanEsophagusESCC1.77e-044.54e-020.1236
222255ATXN7L1P23T-EHumanEsophagusESCC3.21e-153.77e-010.108
222255ATXN7L1P24T-EHumanEsophagusESCC2.83e-036.76e-020.1287
222255ATXN7L1P26T-EHumanEsophagusESCC3.16e-121.15e-010.1276
222255ATXN7L1P27T-EHumanEsophagusESCC5.85e-142.58e-010.1055
222255ATXN7L1P28T-EHumanEsophagusESCC1.12e-071.42e-010.1149
222255ATXN7L1P30T-EHumanEsophagusESCC1.30e-021.44e-010.137
222255ATXN7L1P31T-EHumanEsophagusESCC6.01e-081.16e-010.1251
222255ATXN7L1P32T-EHumanEsophagusESCC4.95e-071.44e-010.1666
222255ATXN7L1P36T-EHumanEsophagusESCC4.46e-082.00e-010.1187
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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
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
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
∗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
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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
ATXN7L1SNVMissense_Mutationc.915N>Cp.Lys305Asnp.K305NQ9ULK2protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ATXN7L1SNVMissense_Mutationrs533762062c.692N>Tp.Ser231Leup.S231LQ9ULK2protein_codingtolerated(0.17)benign(0)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATXN7L1SNVMissense_Mutationc.1757N>Tp.His586Leup.H586LQ9ULK2protein_codingtolerated(0.57)benign(0.025)TCGA-E2-A14T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATXN7L1insertionFrame_Shift_Insnovelc.111_112insTGCTTGCATAGTTTTTTGGGTACCTATCTGGGCCAGGTAGATGGAAp.Ser38CysfsTer59p.S38Cfs*59Q9ULK2protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
ATXN7L1deletionFrame_Shift_Delc.220delAp.Ser74AlafsTer5p.S74Afs*5Q9ULK2protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ATXN7L1deletionFrame_Shift_Delnovelc.1793delNp.Phe598SerfsTer83p.F598Sfs*83Q9ULK2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATXN7L1deletionFrame_Shift_Delnovelc.1271delNp.Pro424HisfsTer29p.P424Hfs*29Q9ULK2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATXN7L1deletionFrame_Shift_Delnovelc.955delNp.Leu319Terp.L319*Q9ULK2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATXN7L1SNVMissense_Mutationc.2326G>Ap.Glu776Lysp.E776KQ9ULK2protein_codingtolerated(0.18)benign(0.202)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATXN7L1SNVMissense_Mutationrs367798315c.2180C>Tp.Ala727Valp.A727VQ9ULK2protein_codingtolerated(0.1)benign(0)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=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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