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: AHCYL2

Gene summary for AHCYL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHCYL2

Gene ID

23382

Gene nameadenosylhomocysteinase like 2
Gene AliasADOHCYASE3
Cytomap7q32.1
Gene Typeprotein-coding
GO ID

GO:0006730

UniProtAcc

Q96HN2


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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
23382AHCYL2CCI_2HumanCervixCC1.49e-081.12e+000.5249
23382AHCYL2HTA11_3410_2000001011HumanColorectumAD4.94e-24-6.82e-010.0155
23382AHCYL2HTA11_2951_2000001011HumanColorectumAD9.12e-03-7.61e-010.0216
23382AHCYL2HTA11_347_2000001011HumanColorectumAD1.78e-281.02e+00-0.1954
23382AHCYL2HTA11_411_2000001011HumanColorectumSER2.80e-036.77e-01-0.2602
23382AHCYL2HTA11_866_3004761011HumanColorectumAD2.42e-10-6.01e-010.096
23382AHCYL2HTA11_8622_2000001021HumanColorectumSER1.47e-02-5.87e-010.0528
23382AHCYL2HTA11_10711_2000001011HumanColorectumAD3.24e-02-4.87e-010.0338
23382AHCYL2HTA11_7696_3000711011HumanColorectumAD3.33e-06-4.29e-010.0674
23382AHCYL2HTA11_6818_2000001021HumanColorectumAD7.37e-03-5.30e-010.0588
23382AHCYL2HTA11_99999970781_79442HumanColorectumMSS5.38e-22-6.12e-010.294
23382AHCYL2HTA11_99999971662_82457HumanColorectumMSS3.18e-05-4.80e-010.3859
23382AHCYL2HTA11_99999973899_84307HumanColorectumMSS8.32e-03-5.90e-010.2585
23382AHCYL2HTA11_99999974143_84620HumanColorectumMSS1.29e-20-6.54e-010.3005
23382AHCYL2F007HumanColorectumFAP5.97e-04-4.18e-010.1176
23382AHCYL2A002-C-010HumanColorectumFAP1.02e-02-2.20e-010.242
23382AHCYL2A001-C-207HumanColorectumFAP1.13e-09-5.07e-010.1278
23382AHCYL2A015-C-203HumanColorectumFAP2.86e-40-7.15e-01-0.1294
23382AHCYL2A015-C-204HumanColorectumFAP1.96e-12-5.71e-01-0.0228
23382AHCYL2A014-C-040HumanColorectumFAP7.78e-08-5.71e-01-0.1184
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0006730ColorectumADone-carbon metabolic process18/391840/187235.36e-045.74e-0318
GO:00067301ColorectumSERone-carbon metabolic process15/289740/187235.71e-047.86e-0315
GO:00067901ColorectumSERsulfur compound metabolic process73/2897339/187231.75e-031.81e-0273
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00067302ColorectumMSSone-carbon metabolic process15/346740/187233.72e-032.73e-0215
GO:00067304SkincSCCone-carbon metabolic process18/486440/187237.10e-033.40e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002704EndometriumEECCysteine and methionine metabolism15/123752/84656.02e-033.12e-022.33e-0215
hsa0027011EndometriumEECCysteine and methionine metabolism15/123752/84656.02e-033.12e-022.33e-0215
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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
AHCYL2SNVMissense_Mutationc.814G>Ap.Ala272Thrp.A272TQ96HN2protein_codingdeleterious(0)probably_damaging(0.926)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AHCYL2SNVMissense_Mutationc.1645N>Cp.Glu549Glnp.E549QQ96HN2protein_codingdeleterious(0)probably_damaging(0.983)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AHCYL2insertionNonsense_Mutationnovelc.468_469insTGGAAAGCTAACTAATATATTTTAAAp.Ser157TrpfsTer5p.S157Wfs*5Q96HN2protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AHCYL2SNVMissense_Mutationnovelc.329G>Ap.Gly110Aspp.G110DQ96HN2protein_codingdeleterious_low_confidence(0)benign(0.038)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AHCYL2SNVMissense_Mutationnovelc.668C>Tp.Pro223Leup.P223LQ96HN2protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AHCYL2SNVMissense_Mutationrs774740816c.624N>Ap.Met208Ilep.M208IQ96HN2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AHCYL2SNVMissense_Mutationc.642N>Cp.Leu214Phep.L214FQ96HN2protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
AHCYL2SNVMissense_Mutationc.1601N>Gp.Phe534Cysp.F534CQ96HN2protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
AHCYL2SNVMissense_Mutationc.558N>Ap.Phe186Leup.F186LQ96HN2protein_codingdeleterious(0.04)probably_damaging(0.989)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHCYL2SNVMissense_Mutationc.1459N>Ap.Val487Metp.V487MQ96HN2protein_codingdeleterious(0.04)probably_damaging(0.957)TCGA-AA-3864-01Colorectumcolon 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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