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: ASPH

Gene summary for ASPH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ASPH

Gene ID

444

Gene nameaspartate beta-hydroxylase
Gene AliasAAH
Cytomap8q12.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q12797


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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
444ASPHCA_HPV_3HumanCervixCC2.83e-042.00e-010.0414
444ASPHCCI_2HumanCervixCC1.85e-038.65e-010.5249
444ASPHCCI_3HumanCervixCC6.35e-067.32e-010.516
444ASPHT3HumanCervixCC3.74e-021.14e-010.1389
444ASPHHTA11_3410_2000001011HumanColorectumAD7.95e-27-7.32e-010.0155
444ASPHHTA11_2487_2000001011HumanColorectumSER1.14e-05-5.40e-01-0.1808
444ASPHHTA11_2951_2000001011HumanColorectumAD1.22e-02-7.14e-010.0216
444ASPHHTA11_1938_2000001011HumanColorectumAD2.72e-07-5.84e-01-0.0811
444ASPHHTA11_347_2000001011HumanColorectumAD2.56e-11-4.41e-01-0.1954
444ASPHHTA11_3361_2000001011HumanColorectumAD3.51e-09-6.59e-01-0.1207
444ASPHHTA11_83_2000001011HumanColorectumSER2.01e-06-6.33e-01-0.1526
444ASPHHTA11_696_2000001011HumanColorectumAD9.78e-23-6.07e-01-0.1464
444ASPHHTA11_866_2000001011HumanColorectumAD8.07e-22-6.34e-01-0.1001
444ASPHHTA11_1391_2000001011HumanColorectumAD1.18e-11-5.68e-01-0.059
444ASPHHTA11_2992_2000001011HumanColorectumSER4.76e-04-7.25e-01-0.1706
444ASPHHTA11_5212_2000001011HumanColorectumAD3.21e-03-6.35e-01-0.2061
444ASPHHTA11_546_2000001011HumanColorectumAD2.00e-04-5.67e-01-0.0842
444ASPHHTA11_7862_2000001011HumanColorectumAD3.90e-04-6.02e-01-0.0179
444ASPHHTA11_866_3004761011HumanColorectumAD1.81e-18-6.69e-010.096
444ASPHHTA11_9408_2000001011HumanColorectumAD7.22e-04-7.81e-010.0451
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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
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:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00229001ColorectumSERelectron transport chain77/2897175/187231.77e-191.36e-1677
GO:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00525481ColorectumSERregulation of endopeptidase activity103/2897432/187232.86e-061.16e-04103
GO:00109521ColorectumSERpositive regulation of peptidase activity55/2897197/187235.44e-062.00e-0455
GO:20001161ColorectumSERregulation of cysteine-type endopeptidase activity62/2897235/187231.05e-053.39e-0462
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00109501ColorectumSERpositive regulation of endopeptidase activity47/2897179/187231.32e-042.66e-0347
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:0003012ColorectumSERmuscle system process92/2897452/187232.98e-032.63e-0292
GO:20010561ColorectumSERpositive regulation of cysteine-type endopeptidase activity36/2897148/187233.21e-032.76e-0236
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00229002ColorectumMSSelectron transport chain83/3467175/187232.06e-181.17e-1583
GO:00458622ColorectumMSSpositive regulation of proteolysis119/3467372/187232.14e-102.09e-08119
GO:00525472ColorectumMSSregulation of peptidase activity130/3467461/187231.81e-078.13e-06130
GO:00109522ColorectumMSSpositive regulation of peptidase activity63/3467197/187233.65e-061.06e-0463
GO:20001162ColorectumMSSregulation of cysteine-type endopeptidase activity72/3467235/187234.39e-061.24e-0472
GO:00525482ColorectumMSSregulation of endopeptidase activity117/3467432/187236.25e-061.65e-04117
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0426018CervixCCCardiac muscle contraction23/126787/84653.71e-031.34e-027.91e-0323
hsa0426019CervixCCCardiac muscle contraction23/126787/84653.71e-031.34e-027.91e-0323
hsa042608ColorectumFAPCardiac muscle contraction24/140487/84656.49e-032.43e-021.48e-0224
hsa042609ColorectumFAPCardiac muscle contraction24/140487/84656.49e-032.43e-021.48e-0224
hsa0426024ProstateBPHCardiac muscle contraction29/171887/84652.91e-031.12e-026.91e-0329
hsa04260111ProstateBPHCardiac muscle contraction29/171887/84652.91e-031.12e-026.91e-0329
hsa0426061StomachCAGCardiac muscle contraction12/36887/84653.54e-043.53e-032.83e-0312
hsa0426071StomachCAGCardiac muscle contraction12/36887/84653.54e-043.53e-032.83e-0312
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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
ASPHSNVMissense_Mutationc.458N>Gp.Ser153Cysp.S153CQ12797protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.907)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ASPHSNVMissense_Mutationnovelc.546N>Tp.Glu182Aspp.E182DQ12797protein_codingtolerated_low_confidence(0.11)benign(0.423)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ASPHSNVMissense_Mutationnovelc.2270N>Gp.Ala757Glyp.A757GQ12797protein_codingtolerated(0.1)probably_damaging(0.917)TCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ASPHSNVMissense_Mutationc.733N>Ap.Asp245Asnp.D245NQ12797protein_codingdeleterious_low_confidence(0.04)benign(0.424)TCGA-E2-A15R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ASPHdeletionFrame_Shift_Delc.380_383delACACp.His127LeufsTer65p.H127Lfs*65Q12797protein_codingTCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ASPHSNVMissense_Mutationnovelc.1028N>Tp.Ala343Valp.A343VQ12797protein_codingdeleterious(0.03)possibly_damaging(0.691)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ASPHSNVMissense_Mutationnovelc.975N>Cp.Lys325Asnp.K325NQ12797protein_codingtolerated(0.3)possibly_damaging(0.497)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ASPHSNVMissense_Mutationc.1516G>Cp.Glu506Glnp.E506QQ12797protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ASPHSNVMissense_Mutationc.338N>Gp.Ser113Cysp.S113CQ12797protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.81)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ASPHSNVMissense_Mutationrs140478604c.1954N>Ap.Glu652Lysp.E652KQ12797protein_codingdeleterious(0)possibly_damaging(0.612)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=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
444ASPHENZYME, TRANSPORTERwarfarinWARFARIN27488176
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