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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: AHCY

Gene summary for AHCY

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHCY

Gene ID

191

Gene nameadenosylhomocysteinase
Gene AliasSAHH
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

P23526


Top

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
191AHCYHTA11_78_2000001011HumanColorectumAD1.20e-022.67e-01-0.1088
191AHCYHTA11_347_2000001011HumanColorectumAD6.59e-032.05e-01-0.1954
191AHCYHTA11_696_2000001011HumanColorectumAD1.88e-032.34e-01-0.1464
191AHCYHTA11_1391_2000001011HumanColorectumAD3.25e-084.78e-01-0.059
191AHCYHTA11_866_3004761011HumanColorectumAD2.90e-155.50e-010.096
191AHCYHTA11_4255_2000001011HumanColorectumSER1.12e-075.66e-010.0446
191AHCYHTA11_7696_3000711011HumanColorectumAD9.72e-063.59e-010.0674
191AHCYHTA11_6818_2000001021HumanColorectumAD6.00e-074.04e-010.0588
191AHCYHTA11_99999965104_69814HumanColorectumMSS5.44e-084.69e-010.281
191AHCYHTA11_99999971662_82457HumanColorectumMSS7.41e-621.51e+000.3859
191AHCYHTA11_99999973899_84307HumanColorectumMSS3.61e-157.03e-010.2585
191AHCYHTA11_99999974143_84620HumanColorectumMSS4.09e-327.77e-010.3005
191AHCYLZE4THumanEsophagusESCC8.06e-179.29e-010.0811
191AHCYLZE5THumanEsophagusESCC9.53e-036.27e-010.0514
191AHCYLZE7THumanEsophagusESCC7.48e-131.03e+000.0667
191AHCYLZE8THumanEsophagusESCC2.15e-147.65e-010.067
191AHCYLZE20THumanEsophagusESCC2.91e-033.65e-010.0662
191AHCYLZE22D1HumanEsophagusHGIN1.80e-033.64e-010.0595
191AHCYLZE22THumanEsophagusESCC3.93e-059.94e-010.068
191AHCYLZE24THumanEsophagusESCC2.90e-362.09e+000.0596
Page: 1 2 3 4 5 6 7 8 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00100384ColorectumFAPresponse to metal ion70/2622373/187235.95e-033.75e-0270
GO:0042045ColorectumFAPepithelial fluid transport5/262210/187237.32e-034.38e-025
GO:01400563ColorectumFAPorganelle localization by membrane tethering19/262277/187238.67e-034.98e-0219
GO:19033115ColorectumCRCregulation of mRNA metabolic process80/2078288/187233.21e-156.40e-1280
GO:00506845ColorectumCRCregulation of mRNA processing41/2078137/187231.57e-095.23e-0741
GO:00020285ColorectumCRCregulation of sodium ion transport31/207890/187233.67e-099.56e-0731
GO:00107655ColorectumCRCpositive regulation of sodium ion transport15/207835/187231.69e-068.71e-0515
GO:00434344ColorectumCRCresponse to peptide hormone76/2078414/187236.67e-062.56e-0476
GO:00228982ColorectumCRCregulation of transmembrane transporter activity56/2078278/187236.75e-062.58e-0456
GO:00324122ColorectumCRCregulation of ion transmembrane transporter activity54/2078267/187238.67e-063.09e-0454
GO:00324093ColorectumCRCregulation of transporter activity59/2078310/187232.34e-056.65e-0459
GO:00068141ColorectumCRCsodium ion transport49/2078245/187233.01e-057.86e-0449
GO:00069135ColorectumCRCnucleocytoplasmic transport57/2078301/187233.71e-059.18e-0457
GO:00511695ColorectumCRCnuclear transport57/2078301/187233.71e-059.18e-0457
GO:00713754ColorectumCRCcellular response to peptide hormone stimulus55/2078290/187234.82e-051.12e-0355
GO:19016534ColorectumCRCcellular response to peptide64/2078359/187238.54e-051.75e-0364
GO:00109591ColorectumCRCregulation of metal ion transport69/2078406/187232.05e-043.48e-0369
GO:00224064ColorectumCRCmembrane docking20/207886/187239.78e-041.17e-0220
GO:00432701ColorectumCRCpositive regulation of ion transport47/2078275/187231.74e-031.79e-0247
GO:01400564ColorectumCRCorganelle localization by membrane tethering17/207877/187234.05e-033.35e-0217
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
AHCYSNVMissense_Mutationrs377090568c.1280N>Tp.Pro427Leup.P427LP23526protein_codingtolerated_low_confidence(0.06)benign(0.118)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
AHCYSNVMissense_Mutationnovelc.243C>Gp.Ile81Metp.I81MP23526protein_codingdeleterious_low_confidence(0)probably_damaging(0.979)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
AHCYSNVMissense_Mutationnovelc.635N>Ap.Ala212Aspp.A212DP23526protein_codingdeleterious_low_confidence(0)probably_damaging(0.973)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AHCYSNVMissense_Mutationc.322N>Cp.Glu108Glnp.E108QP23526protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.876)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
AHCYinsertionFrame_Shift_Insnovelc.220-1_220insCCCAGCGACCCCACAGGAAAGAGCTGCTTTGTCCCATp.Val74ProfsTer54p.V74Pfs*54P23526protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AHCYSNVMissense_Mutationrs767274069c.1027N>Tp.Arg343Trpp.R343WP23526protein_codingdeleterious_low_confidence(0)probably_damaging(0.966)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AHCYSNVMissense_Mutationnovelc.501G>Ap.Met167Ilep.M167IP23526protein_codingdeleterious_low_confidence(0)benign(0.115)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AHCYSNVMissense_Mutationnovelc.802G>Cp.Glu268Glnp.E268QP23526protein_codingtolerated_low_confidence(0.24)benign(0.056)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AHCYSNVMissense_Mutationc.722N>Cp.Ile241Thrp.I241TP23526protein_codingdeleterious_low_confidence(0)possibly_damaging(0.871)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AHCYSNVMissense_Mutationc.1094A>Gp.Gln365Argp.Q365RP23526protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.829)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
Page: 1 2 3 4 5 

Top

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
191AHCYDRUGGABLE GENOME, G PROTEIN COUPLED RECEPTOR, ENZYMEinhibitor178101808CHEMBL202701
Page: 1