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: AHSG

Gene summary for AHSG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHSG

Gene ID

197

Gene namealpha 2-HS glycoprotein
Gene AliasA2HS
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P02765


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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
197AHSGNAFLD1HumanLiverNAFLD4.72e-087.86e-01-0.04
197AHSGS43HumanLiverCirrhotic5.23e-083.19e-01-0.0187
197AHSGHCC1_MengHumanLiverHCC1.24e-881.41e+000.0246
197AHSGHCC2_MengHumanLiverHCC5.49e-12-4.14e-010.0107
197AHSGcirrhotic1HumanLiverCirrhotic1.10e-03-2.69e-010.0202
197AHSGcirrhotic2HumanLiverCirrhotic1.58e-06-1.74e-010.0201
197AHSGHCC1HumanLiverHCC4.70e-488.85e+000.5336
197AHSGHCC2HumanLiverHCC9.14e-608.58e+000.5341
197AHSGPt13.aHumanLiverHCC1.83e-061.64e-010.021
197AHSGPt13.bHumanLiverHCC3.61e-04-2.43e-010.0251
197AHSGPt14.aHumanLiverHCC8.96e-181.18e+000.0169
197AHSGPt14.bHumanLiverHCC8.91e-299.45e-010.018
197AHSGPt14.dHumanLiverHCC3.20e-186.28e-010.0143
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00713755LiverNAFLDcellular response to peptide hormone stimulus65/1882290/187233.95e-109.62e-0865
GO:19016536LiverNAFLDcellular response to peptide71/1882359/187231.82e-082.09e-0671
GO:00328695LiverNAFLDcellular response to insulin stimulus47/1882203/187233.60e-083.63e-0647
GO:00434346LiverNAFLDresponse to peptide hormone76/1882414/187231.51e-071.09e-0576
GO:00458617LiverNAFLDnegative regulation of proteolysis66/1882351/187234.02e-072.58e-0566
GO:00328685LiverNAFLDresponse to insulin53/1882264/187236.99e-073.95e-0553
GO:00082863LiverNAFLDinsulin receptor signaling pathway27/1882116/187232.50e-056.76e-0427
GO:0002526LiverNAFLDacute inflammatory response26/1882112/187233.68e-059.23e-0426
GO:00513467LiverNAFLDnegative regulation of hydrolase activity62/1882379/187238.11e-051.66e-0362
GO:00525477LiverNAFLDregulation of peptidase activity72/1882461/187231.03e-042.03e-0372
GO:00525487LiverNAFLDregulation of endopeptidase activity67/1882432/187232.17e-043.70e-0367
GO:0046626LiverNAFLDregulation of insulin receptor signaling pathway16/188266/187236.66e-048.61e-0316
GO:00109517LiverNAFLDnegative regulation of endopeptidase activity42/1882252/187237.29e-049.29e-0342
GO:0006953LiverNAFLDacute-phase response13/188249/187238.43e-041.03e-0213
GO:00104667LiverNAFLDnegative regulation of peptidase activity43/1882262/187238.76e-041.07e-0243
GO:1900076LiverNAFLDregulation of cellular response to insulin stimulus15/188264/187231.40e-031.57e-0215
GO:0050764LiverNAFLDregulation of phagocytosis19/188295/187232.61e-032.41e-0219
GO:0050766LiverNAFLDpositive regulation of phagocytosis14/188266/187235.28e-034.08e-0214
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
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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
AHSGSNVMissense_Mutationc.875N>Tp.Gly292Valp.G292VP02765protein_codingtolerated(0.34)benign(0.001)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
AHSGSNVMissense_Mutationnovelc.186N>Tp.Gln62Hisp.Q62HP02765protein_codingdeleterious(0.01)probably_damaging(0.951)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
AHSGinsertionNonsense_Mutationnovelc.998_999insCTTTGCAAATAAAAATGTATAATGTGAGGAAATTGGGTGCCAp.Val333_Ser334insPheAlaAsnLysAsnValTerCysGluGluIleGlyCysGlnp.V333_S334insFANKNV*CEEIGCQP02765protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
AHSGSNVMissense_Mutationc.904N>Ap.Ala302Thrp.A302TP02765protein_codingtolerated(0.17)benign(0.082)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AHSGSNVMissense_Mutationc.685N>Gp.Phe229Valp.F229VP02765protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHSGSNVMissense_Mutationrs766181399c.853G>Ap.Ala285Thrp.A285TP02765protein_codingtolerated(0.58)benign(0.005)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHSGSNVMissense_Mutationnovelc.1075C>Gp.Pro359Alap.P359AP02765protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-3883-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHSGSNVMissense_Mutationrs774097503c.943G>Ap.Asp315Asnp.D315NP02765protein_codingtolerated(0.18)possibly_damaging(0.778)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AHSGSNVMissense_Mutationnovelc.431N>Gp.Lys144Argp.K144RP02765protein_codingtolerated(0.16)benign(0.137)TCGA-AJ-A2QL-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinCR
AHSGSNVMissense_Mutationrs376930727c.331G>Ap.Glu111Lysp.E111KP02765protein_codingdeleterious(0)probably_damaging(0.928)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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