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: AFG3L2

Gene summary for AFG3L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AFG3L2

Gene ID

10939

Gene nameAFG3 like matrix AAA peptidase subunit 2
Gene AliasOPA12
Cytomap18p11.21
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q8TA92


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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
10939AFG3L2HTA11_1938_2000001011HumanColorectumAD1.34e-141.11e+00-0.0811
10939AFG3L2HTA11_347_2000001011HumanColorectumAD2.45e-145.92e-01-0.1954
10939AFG3L2HTA11_83_2000001011HumanColorectumSER9.40e-076.97e-01-0.1526
10939AFG3L2HTA11_1391_2000001011HumanColorectumAD1.23e-065.39e-01-0.059
10939AFG3L2HTA11_99999970781_79442HumanColorectumMSS1.82e-321.18e+000.294
10939AFG3L2HTA11_99999965062_69753HumanColorectumMSI-H3.43e-028.71e-010.3487
10939AFG3L2A015-C-203HumanColorectumFAP1.17e-19-2.75e-01-0.1294
10939AFG3L2A015-C-204HumanColorectumFAP8.02e-03-1.84e-01-0.0228
10939AFG3L2A002-C-201HumanColorectumFAP3.46e-08-1.92e-010.0324
10939AFG3L2A001-C-119HumanColorectumFAP1.22e-04-3.07e-01-0.1557
10939AFG3L2A001-C-108HumanColorectumFAP3.44e-13-1.43e-01-0.0272
10939AFG3L2A002-C-205HumanColorectumFAP1.22e-13-2.75e-01-0.1236
10939AFG3L2A015-C-006HumanColorectumFAP3.99e-09-1.20e-01-0.0994
10939AFG3L2A015-C-106HumanColorectumFAP6.36e-05-1.02e-01-0.0511
10939AFG3L2A002-C-114HumanColorectumFAP8.03e-10-2.01e-01-0.1561
10939AFG3L2A015-C-104HumanColorectumFAP9.66e-20-1.20e-01-0.1899
10939AFG3L2A001-C-014HumanColorectumFAP3.83e-10-2.19e-010.0135
10939AFG3L2A002-C-016HumanColorectumFAP1.72e-12-2.29e-010.0521
10939AFG3L2A015-C-002HumanColorectumFAP1.21e-07-2.77e-01-0.0763
10939AFG3L2A001-C-203HumanColorectumFAP4.94e-05-8.53e-02-0.0481
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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
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
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:00482841ColorectumMSSorganelle fusion39/3467141/187234.91e-033.42e-0239
GO:00070072ColorectumMSSinner mitochondrial membrane organization14/346738/187236.00e-034.03e-0214
GO:00164852ColorectumMSSprotein processing57/3467225/187236.60e-034.38e-0257
GO:00068393ColorectumMSI-Hmitochondrial transport33/1319254/187234.87e-041.02e-0233
GO:00070063ColorectumMSI-Hmitochondrial membrane organization18/1319116/187231.24e-032.00e-0218
GO:00516043ColorectumMSI-Hprotein maturation34/1319294/187233.02e-033.80e-0234
GO:00615643ColorectumFAPaxon development106/2622467/187231.98e-071.21e-05106
GO:00074093ColorectumFAPaxonogenesis97/2622418/187232.20e-071.30e-0597
GO:00486382ColorectumFAPregulation of developmental growth75/2622330/187231.11e-053.10e-0475
GO:00508083ColorectumFAPsynapse organization91/2622426/187231.90e-054.74e-0491
GO:19905423ColorectumFAPmitochondrial transmembrane transport29/2622102/187231.09e-041.80e-0329
GO:00068394ColorectumFAPmitochondrial transport55/2622254/187235.58e-046.24e-0355
GO:00352641ColorectumFAPmulticellular organism growth31/2622132/187232.28e-031.84e-0231
GO:00515603ColorectumFAPmitochondrial calcium ion homeostasis9/262226/187236.73e-034.14e-029
GO:00364443ColorectumFAPcalcium import into the mitochondrion6/262214/187238.21e-034.82e-026
GO:0040014ColorectumFAPregulation of multicellular organism growth16/262261/187238.38e-034.89e-0216
GO:00074094ColorectumCRCaxonogenesis81/2078418/187233.60e-072.99e-0581
GO:00615644ColorectumCRCaxon development86/2078467/187231.48e-068.12e-0586
GO:00486383ColorectumCRCregulation of developmental growth64/2078330/187235.74e-062.26e-0464
GO:00508084ColorectumCRCsynapse organization71/2078426/187233.02e-044.76e-0371
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050172ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050173ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050178ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa050179ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa0501727EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa05017112EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa0501710LiverCirrhoticSpinocerebellar ataxia66/2530143/84652.58e-052.15e-041.32e-0466
hsa0501711LiverCirrhoticSpinocerebellar ataxia66/2530143/84652.58e-052.15e-041.32e-0466
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501725Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa05017111Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
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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
AFG3L2SNVMissense_Mutationc.2093N>Gp.Asp698Glyp.D698GQ9Y4W6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
AFG3L2SNVMissense_Mutationnovelc.2323N>Ap.Gly775Serp.G775SQ9Y4W6protein_codingdeleterious(0.02)possibly_damaging(0.847)TCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
AFG3L2SNVMissense_Mutationnovelc.1242N>Cp.Arg414Serp.R414SQ9Y4W6protein_codingdeleterious(0)probably_damaging(0.925)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AFG3L2SNVMissense_Mutationnovelc.1282G>Cp.Glu428Glnp.E428QQ9Y4W6protein_codingdeleterious(0)probably_damaging(0.951)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AFG3L2SNVMissense_Mutationc.2132N>Tp.Arg711Ilep.R711IQ9Y4W6protein_codingdeleterious(0.01)possibly_damaging(0.678)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AFG3L2SNVMissense_Mutationc.243A>Cp.Lys81Asnp.K81NQ9Y4W6protein_codingdeleterious(0.01)benign(0.287)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AFG3L2SNVMissense_Mutationc.1796N>Ap.Arg599Hisp.R599HQ9Y4W6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AFG3L2SNVMissense_Mutationrs863223889c.1012N>Ap.Ala338Thrp.A338TQ9Y4W6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AFG3L2SNVMissense_Mutationnovelc.2214N>Tp.Lys738Asnp.K738NQ9Y4W6protein_codingdeleterious(0)probably_damaging(0.969)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AFG3L2SNVMissense_Mutationnovelc.1364N>Ap.Arg455Glnp.R455QQ9Y4W6protein_codingdeleterious(0)probably_damaging(1)TCGA-F5-6814-01Colorectumrectum 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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