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: ACMSD

Gene summary for ACMSD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACMSD

Gene ID

130013

Gene nameaminocarboxymuconate semialdehyde decarboxylase
Gene AliasACMSD
Cytomap2q21.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A0S2Z681


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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
130013ACMSDNAFLD1HumanLiverNAFLD7.47e-171.42e+00-0.04
130013ACMSDS43HumanLiverCirrhotic3.07e-05-1.45e-01-0.0187
130013ACMSDHCC1_MengHumanLiverHCC7.36e-39-1.24e-010.0246
130013ACMSDHCC2_MengHumanLiverHCC9.51e-08-2.06e-010.0107
130013ACMSDcirrhotic1HumanLiverCirrhotic8.52e-03-1.75e-010.0202
130013ACMSDcirrhotic2HumanLiverCirrhotic9.39e-05-2.01e-010.0201
130013ACMSDHCC1HumanLiverHCC1.75e-136.56e-010.5336
130013ACMSDPt14.dHumanLiverHCC1.36e-03-1.98e-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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00723303LiverNAFLDmonocarboxylic acid biosynthetic process46/1882214/187235.06e-073.07e-0546
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:1901606LiverNAFLDalpha-amino acid catabolic process25/188287/187238.67e-074.60e-0525
GO:0009074LiverNAFLDaromatic amino acid family catabolic process8/188216/187236.30e-051.37e-038
GO:00436483LiverNAFLDdicarboxylic acid metabolic process22/188296/187231.73e-043.08e-0322
GO:0062014LiverNAFLDnegative regulation of small molecule metabolic process21/1882102/187231.09e-031.27e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa003802LiverCirrhoticTryptophan metabolism22/253042/84651.85e-038.37e-035.16e-0322
hsa0038011LiverCirrhoticTryptophan metabolism22/253042/84651.85e-038.37e-035.16e-0322
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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
ACMSDSNVMissense_Mutationrs267598886c.581N>Ap.Gly194Glup.G194EQ8TDX5protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ACMSDSNVMissense_Mutationrs267598886c.581N>Ap.Gly194Glup.G194EQ8TDX5protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ACMSDSNVMissense_Mutationrs144757487c.517N>Ap.Val173Metp.V173MQ8TDX5protein_codingdeleterious(0)probably_damaging(0.924)TCGA-ZJ-AAX4-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ACMSDSNVMissense_Mutationc.391N>Tp.Arg131Cysp.R131CQ8TDX5protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3850-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ACMSDSNVMissense_Mutationc.749N>Gp.Asp250Glyp.D250GQ8TDX5protein_codingdeleterious(0.01)benign(0.089)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ACMSDSNVMissense_Mutationrs372245923c.310N>Ap.Val104Ilep.V104IQ8TDX5protein_codingtolerated(0.07)benign(0.038)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACMSDSNVMissense_Mutationc.922A>Gp.Met308Valp.M308VQ8TDX5protein_codingtolerated(0.19)benign(0.007)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACMSDSNVMissense_Mutationnovelc.768N>Tp.Lys256Asnp.K256NQ8TDX5protein_codingtolerated(0.11)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ACMSDSNVMissense_Mutationrs267598885c.175N>Tp.Arg59Cysp.R59CQ8TDX5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
ACMSDSNVMissense_Mutationc.810N>Ap.Asp270Glup.D270EQ8TDX5protein_codingdeleterious(0.04)benign(0.413)TCGA-AG-3742-01Colorectumrectum adenocarcinomaFemale>=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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