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: APTX

Gene summary for APTX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APTX

Gene ID

54840

Gene nameaprataxin
Gene AliasAOA
Cytomap9p21.1
Gene Typeprotein-coding
GO ID

GO:0000012

UniProtAcc

Q7Z2E3


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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
54840APTXCCI_2HumanCervixCC1.82e-078.89e-010.5249
54840APTXCCI_3HumanCervixCC3.46e-045.07e-010.516
54840APTXLZE4THumanEsophagusESCC1.31e-216.03e-010.0811
54840APTXLZE5THumanEsophagusESCC3.05e-053.18e-010.0514
54840APTXLZE7THumanEsophagusESCC1.42e-096.28e-010.0667
54840APTXLZE8THumanEsophagusESCC3.85e-113.15e-010.067
54840APTXLZE20THumanEsophagusESCC3.64e-051.69e-010.0662
54840APTXLZE24THumanEsophagusESCC2.97e-185.53e-010.0596
54840APTXLZE21THumanEsophagusESCC3.39e-024.57e-010.0655
54840APTXLZE6THumanEsophagusESCC2.53e-031.64e-010.0845
54840APTXP1T-EHumanEsophagusESCC1.78e-042.42e-010.0875
54840APTXP2T-EHumanEsophagusESCC1.71e-367.60e-010.1177
54840APTXP4T-EHumanEsophagusESCC2.92e-164.47e-010.1323
54840APTXP5T-EHumanEsophagusESCC5.98e-367.42e-010.1327
54840APTXP8T-EHumanEsophagusESCC9.36e-141.71e-010.0889
54840APTXP9T-EHumanEsophagusESCC1.24e-134.24e-010.1131
54840APTXP10T-EHumanEsophagusESCC1.63e-154.13e-010.116
54840APTXP11T-EHumanEsophagusESCC1.15e-145.48e-010.1426
54840APTXP12T-EHumanEsophagusESCC2.33e-255.23e-010.1122
54840APTXP15T-EHumanEsophagusESCC4.22e-244.77e-010.1149
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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
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
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
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
∗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:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:000030210CervixCCresponse to reactive oxygen species56/2311222/187231.00e-075.25e-0656
GO:004254210CervixCCresponse to hydrogen peroxide40/2311146/187236.79e-072.46e-0540
GO:003164710CervixCCregulation of protein stability63/2311298/187231.14e-052.45e-0463
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00062661EsophagusESCCDNA ligation13/855216/187234.05e-031.62e-0213
GO:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:000030220Oral cavityOSCCresponse to reactive oxygen species143/7305222/187231.32e-147.88e-13143
GO:004254219Oral cavityOSCCresponse to hydrogen peroxide101/7305146/187231.30e-136.66e-12101
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034102Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
hsa034103Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
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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
APTXSNVMissense_Mutationrs149867156c.883N>Ap.Glu295Lysp.E295KQ7Z2E3protein_codingtolerated(0.48)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
APTXSNVMissense_Mutationc.103A>Tp.Ile35Phep.I35FQ7Z2E3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
APTXSNVMissense_Mutationc.649N>Ap.Ala217Thrp.A217TQ7Z2E3protein_codingtolerated(1)benign(0)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
APTXSNVMissense_Mutationc.473N>Gp.Pro158Argp.P158RQ7Z2E3protein_codingtolerated(0.51)benign(0.021)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
APTXSNVMissense_Mutationc.470N>Gp.Ala157Glyp.A157GQ7Z2E3protein_codingtolerated(0.26)benign(0.001)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
APTXSNVMissense_Mutationnovelc.461N>Ap.Gly154Glup.G154EQ7Z2E3protein_codingtolerated(0.44)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
APTXSNVMissense_Mutationc.991N>Gp.Gln331Glup.Q331EQ7Z2E3protein_codingtolerated(0.22)benign(0.053)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
APTXSNVMissense_Mutationnovelc.533N>Ap.Pro178Hisp.P178HQ7Z2E3protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
APTXSNVMissense_Mutationnovelc.176N>Cp.Lys59Thrp.K59TQ7Z2E3protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
APTXSNVMissense_Mutationrs746257545c.8G>Ap.Arg3Glnp.R3QQ7Z2E3protein_codingtolerated(0.23)benign(0.006)TCGA-AZ-6598-01Colorectumcolon 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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