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: AHCYL1

Gene summary for AHCYL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHCYL1

Gene ID

10768

Gene nameadenosylhomocysteinase like 1
Gene AliasDCAL
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0002028

UniProtAcc

O43865


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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
10768AHCYL1HTA12-26-1HumanPancreasPDAC4.33e-056.60e-010.3728
10768AHCYL1HTA12-29-1HumanPancreasPDAC1.71e-196.01e-010.3722
10768AHCYL1GSM5252128_BPH327PrGF_ViaHumanProstateBPH2.01e-022.87e-01-0.1688
10768AHCYL1GSM5252132_BPH389PrGFHumanProstateBPH1.34e-137.67e-01-0.2247
10768AHCYL1GSM5252133_BPH389PrSFHumanProstateBPH1.47e-036.68e-01-0.2027
10768AHCYL1GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.86e-033.88e-01-0.1833
10768AHCYL1GSM5252137_BPH556PrGA2_FcolHumanProstateBPH4.86e-118.25e-01-0.23
10768AHCYL1047563_1562-all-cellsHumanProstateBPH6.62e-119.84e-020.0791
10768AHCYL1052097_1595-all-cellsHumanProstateBPH3.42e-062.04e-010.0972
10768AHCYL1Dong_P1HumanProstateTumor4.25e-211.10e-010.035
10768AHCYL1Dong_P3HumanProstateTumor2.06e-103.56e-020.0278
10768AHCYL1Dong_P4HumanProstateTumor4.12e-03-7.74e-020.0292
10768AHCYL1Dong_P5HumanProstateTumor1.27e-33-1.44e-010.053
10768AHCYL1P10HumanProstateTumor2.49e-023.20e-01-0.0902
10768AHCYL1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor5.69e-053.86e-010.1633
10768AHCYL1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor3.33e-084.31e-010.1608
10768AHCYL1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.70e-073.81e-010.1602
10768AHCYL1GSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor1.40e-053.72e-010.1537
10768AHCYL1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor6.07e-034.50e-010.1608
10768AHCYL1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor1.27e-072.90e-010.1575
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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
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
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.

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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:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0050684ColorectumADregulation of mRNA processing61/3918137/187234.23e-103.58e-0861
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:0010765ColorectumADpositive regulation of sodium ion transport17/391835/187232.48e-043.13e-0317
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0006730ColorectumADone-carbon metabolic process18/391840/187235.36e-045.74e-0318
GO:0006611ColorectumADprotein export from nucleus23/391857/187236.62e-046.80e-0323
GO:0022406ColorectumADmembrane docking31/391886/187238.67e-048.45e-0331
GO:0140056ColorectumADorganelle localization by membrane tethering28/391877/187231.29e-031.14e-0228
GO:19033111ColorectumSERregulation of mRNA metabolic process78/2897288/187232.61e-071.43e-0578
GO:00069131ColorectumSERnucleocytoplasmic transport77/2897301/187233.39e-061.32e-0477
GO:00511691ColorectumSERnuclear transport77/2897301/187233.39e-061.32e-0477
GO:00506841ColorectumSERregulation of mRNA processing42/2897137/187235.57e-062.01e-0442
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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
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
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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
AHCYL1SNVMissense_Mutationnovelc.1148N>Tp.Glu383Valp.E383VO43865protein_codingdeleterious(0)benign(0.062)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
AHCYL1SNVMissense_Mutationc.909N>Tp.Arg303Serp.R303SO43865protein_codingdeleterious(0.02)possibly_damaging(0.458)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AHCYL1insertionFrame_Shift_Insnovelc.899_899+1insCTCTCTTACTAGTACAGAAAGTp.Leu301SerfsTer28p.L301Sfs*28O43865protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AHCYL1SNVMissense_Mutationrs538566120c.1213N>Ap.Asp405Asnp.D405NO43865protein_codingdeleterious(0.03)benign(0.429)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AHCYL1SNVMissense_Mutationnovelc.305N>Ap.Ser102Asnp.S102NO43865protein_codingtolerated(0.51)benign(0)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AHCYL1SNVMissense_Mutationnovelc.766G>Ap.Val256Metp.V256MO43865protein_codingdeleterious(0.03)probably_damaging(0.92)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
AHCYL1SNVMissense_Mutationc.361G>Ap.Glu121Lysp.E121KO43865protein_codingtolerated(0.07)possibly_damaging(0.706)TCGA-ZX-AA5X-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
AHCYL1SNVMissense_Mutationnovelc.821N>Tp.Pro274Leup.P274LO43865protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
AHCYL1SNVMissense_Mutationc.409N>Ap.Ala137Thrp.A137TO43865protein_codingtolerated(0.36)benign(0.39)TCGA-AA-3530-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHCYL1SNVMissense_Mutationrs756700510c.641G>Ap.Arg214Hisp.R214HO43865protein_codingdeleterious(0.03)benign(0.022)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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