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: AMPD2

Gene summary for AMPD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AMPD2

Gene ID

271

Gene nameadenosine monophosphate deaminase 2
Gene AliasPCH9
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R098


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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
271AMPD2HCC1_MengHumanLiverHCC5.27e-284.25e-020.0246
271AMPD2HCC2_MengHumanLiverHCC1.75e-088.22e-020.0107
271AMPD2HCC2HumanLiverHCC4.52e-223.61e+000.5341
271AMPD2S014HumanLiverHCC8.41e-133.62e-010.2254
271AMPD2S015HumanLiverHCC3.64e-176.04e-010.2375
271AMPD2S016HumanLiverHCC3.05e-134.05e-010.2243
271AMPD2S027HumanLiverHCC3.86e-137.07e-010.2446
271AMPD2S028HumanLiverHCC3.65e-227.60e-010.2503
271AMPD2S029HumanLiverHCC1.87e-228.27e-010.2581
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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:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:000916512LiverHCCnucleotide biosynthetic process150/7958254/187236.79e-081.40e-06150
GO:190129312LiverHCCnucleoside phosphate biosynthetic process151/7958256/187236.84e-081.41e-06151
GO:004639012LiverHCCribose phosphate biosynthetic process116/7958190/187231.79e-073.29e-06116
GO:000926012LiverHCCribonucleotide biosynthetic process111/7958182/187233.53e-076.03e-06111
GO:000915212LiverHCCpurine ribonucleotide biosynthetic process101/7958169/187234.30e-065.50e-05101
GO:000912311LiverHCCnucleoside monophosphate metabolic process52/795876/187234.35e-065.54e-0552
GO:00091612LiverHCCribonucleoside monophosphate metabolic process41/795858/187231.29e-051.44e-0441
GO:007252212LiverHCCpurine-containing compound biosynthetic process114/7958200/187232.36e-052.49e-04114
GO:000616412LiverHCCpurine nucleotide biosynthetic process107/7958191/187231.08e-049.22e-04107
GO:0043094LiverHCCcellular metabolic compound salvage20/795826/187233.82e-042.61e-0320
GO:00091241LiverHCCnucleoside monophosphate biosynthetic process29/795842/187234.57e-043.04e-0329
GO:000912611LiverHCCpurine nucleoside monophosphate metabolic process30/795844/187235.12e-043.33e-0330
GO:000916711LiverHCCpurine ribonucleoside monophosphate metabolic process28/795841/187237.54e-044.55e-0328
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
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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
AMPD2SNVMissense_Mutationnovelc.662N>Ap.Arg221Glnp.R221QQ01433protein_codingdeleterious(0.01)benign(0.434)TCGA-C8-A132-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AMPD2SNVMissense_Mutationrs781032788c.397C>Tp.Arg133Cysp.R133CQ01433protein_codingdeleterious(0.02)possibly_damaging(0.858)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AMPD2SNVMissense_Mutationrs776868175c.1132C>Tp.Arg378Trpp.R378WQ01433protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AMPD2SNVMissense_Mutationnovelc.1436C>Tp.Ala479Valp.A479VQ01433protein_codingdeleterious(0)possibly_damaging(0.695)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AMPD2SNVMissense_Mutationrs764075553c.800G>Ap.Arg267Hisp.R267HQ01433protein_codingdeleterious(0.03)benign(0.411)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AMPD2SNVMissense_Mutationc.2320G>Cp.Glu774Glnp.E774QQ01433protein_codingdeleterious(0)probably_damaging(0.92)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AMPD2SNVMissense_Mutationrs774595273c.1675N>Ap.Val559Ilep.V559IQ01433protein_codingtolerated(0.6)benign(0.03)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AMPD2SNVMissense_Mutationc.1310N>Ap.Ala437Glup.A437EQ01433protein_codingtolerated(0.13)benign(0.216)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AMPD2SNVMissense_Mutationc.2159N>Gp.Gln720Argp.Q720RQ01433protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AMPD2SNVMissense_Mutationc.2141N>Ap.Arg714Hisp.R714HQ01433protein_codingdeleterious(0)possibly_damaging(0.591)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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