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: NACC2

Gene summary for NACC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NACC2

Gene ID

138151

Gene nameNACC family member 2
Gene AliasBEND9
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

A0A024R8I0


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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
138151NACC2HCC1_MengHumanLiverHCC6.70e-145.47e-030.0246
138151NACC2HCC2_MengHumanLiverHCC2.30e-032.29e-020.0107
138151NACC2HCC2HumanLiverHCC3.98e-062.90e+000.5341
138151NACC2S014HumanLiverHCC1.03e-032.56e-010.2254
138151NACC2S015HumanLiverHCC2.71e-063.85e-010.2375
138151NACC2S016HumanLiverHCC3.00e-062.79e-010.2243
138151NACC2S027HumanLiverHCC3.40e-055.38e-010.2446
138151NACC2S028HumanLiverHCC4.33e-177.04e-010.2503
138151NACC2S029HumanLiverHCC3.47e-094.82e-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:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:200124212LiverHCCregulation of intrinsic apoptotic signaling pathway109/7958164/187234.52e-101.45e-08109
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:00315031LiverHCCprotein-containing complex localization129/7958220/187239.38e-071.42e-05129
GO:200102021LiverHCCregulation of response to DNA damage stimulus128/7958219/187231.31e-061.90e-05128
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:200123522LiverHCCpositive regulation of apoptotic signaling pathway79/7958126/187233.70e-064.82e-0579
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:00448432LiverHCCcell cycle G1/S phase transition134/7958241/187232.60e-052.70e-04134
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:00000822LiverHCCG1/S transition of mitotic cell cycle119/7958214/187237.11e-056.39e-04119
GO:200102211LiverHCCpositive regulation of response to DNA damage stimulus64/7958105/187231.03e-048.88e-0464
GO:200124421LiverHCCpositive regulation of intrinsic apoptotic signaling pathway38/795858/187233.37e-042.36e-0338
GO:1901988LiverHCCnegative regulation of cell cycle phase transition132/7958249/187234.97e-043.25e-03132
GO:0010948LiverHCCnegative regulation of cell cycle process152/7958294/187238.50e-045.08e-03152
GO:000863011LiverHCCintrinsic apoptotic signaling pathway in response to DNA damage58/795899/187238.97e-045.29e-0358
GO:0034629LiverHCCcellular protein-containing complex localization17/795822/187239.84e-045.70e-0317
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NACC2SNVMissense_Mutationnovelc.1130N>Ap.Arg377Glnp.R377QQ96BF6protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NACC2SNVMissense_Mutationnovelc.22N>Ap.Glu8Lysp.E8KQ96BF6protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NACC2SNVMissense_Mutationc.1492N>Ap.Glu498Lysp.E498KQ96BF6protein_codingdeleterious_low_confidence(0)benign(0.173)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NACC2SNVMissense_Mutationc.1093C>Tp.His365Tyrp.H365YQ96BF6protein_codingdeleterious(0)possibly_damaging(0.601)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NACC2SNVMissense_Mutationrs368687607c.1499N>Ap.Arg500Glnp.R500QQ96BF6protein_codingdeleterious_low_confidence(0)benign(0.269)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
NACC2SNVMissense_Mutationnovelc.313N>Ap.Gly105Serp.G105SQ96BF6protein_codingtolerated(0.26)probably_damaging(1)TCGA-CA-5254-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
NACC2SNVMissense_Mutationc.1165C>Ap.Leu389Metp.L389MQ96BF6protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
NACC2SNVMissense_Mutationnovelc.89G>Ap.Cys30Tyrp.C30YQ96BF6protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
NACC2SNVMissense_Mutationrs771765166c.992G>Ap.Arg331Hisp.R331HQ96BF6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NACC2SNVMissense_Mutationc.1399N>Tp.Arg467Cysp.R467CQ96BF6protein_codingdeleterious(0)benign(0.007)TCGA-G4-6626-01Colorectumcolon 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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