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: ANAPC15

Gene summary for ANAPC15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANAPC15

Gene ID

25906

Gene nameanaphase promoting complex subunit 15
Gene AliasAPC15
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

P60006


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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
25906ANAPC15LZE4THumanEsophagusESCC1.19e-051.80e-010.0811
25906ANAPC15LZE7THumanEsophagusESCC5.68e-041.56e-010.0667
25906ANAPC15LZE8THumanEsophagusESCC2.07e-101.99e-010.067
25906ANAPC15LZE20THumanEsophagusESCC2.19e-104.49e-010.0662
25906ANAPC15LZE22D1HumanEsophagusHGIN1.60e-064.64e-010.0595
25906ANAPC15LZE22THumanEsophagusESCC2.36e-081.09e+000.068
25906ANAPC15LZE24THumanEsophagusESCC6.60e-114.96e-010.0596
25906ANAPC15LZE22D3HumanEsophagusHGIN2.03e-029.72e-010.0653
25906ANAPC15P1T-EHumanEsophagusESCC1.71e-147.47e-010.0875
25906ANAPC15P2T-EHumanEsophagusESCC2.34e-691.71e+000.1177
25906ANAPC15P4T-EHumanEsophagusESCC6.58e-311.04e+000.1323
25906ANAPC15P5T-EHumanEsophagusESCC2.83e-144.54e-010.1327
25906ANAPC15P8T-EHumanEsophagusESCC2.41e-103.44e-010.0889
25906ANAPC15P9T-EHumanEsophagusESCC2.48e-194.84e-010.1131
25906ANAPC15P10T-EHumanEsophagusESCC1.26e-185.80e-010.116
25906ANAPC15P11T-EHumanEsophagusESCC6.91e-126.19e-010.1426
25906ANAPC15P12T-EHumanEsophagusESCC2.26e-327.89e-010.1122
25906ANAPC15P15T-EHumanEsophagusESCC2.06e-123.80e-010.1149
25906ANAPC15P16T-EHumanEsophagusESCC1.39e-255.85e-010.1153
25906ANAPC15P17T-EHumanEsophagusESCC6.66e-159.44e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00330449EsophagusHGINregulation of chromosome organization51/2587187/187238.91e-073.61e-0551
GO:001063920EsophagusHGINnegative regulation of organelle organization79/2587348/187234.12e-061.37e-0479
GO:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
GO:00447729EsophagusHGINmitotic cell cycle phase transition89/2587424/187232.80e-057.21e-0489
GO:19019906EsophagusHGINregulation of mitotic cell cycle phase transition65/2587299/187231.12e-042.36e-0365
GO:01400146EsophagusHGINmitotic nuclear division61/2587287/187233.38e-045.55e-0361
GO:00070593EsophagusHGINchromosome segregation71/2587346/187233.47e-045.62e-0371
GO:00459305EsophagusHGINnegative regulation of mitotic cell cycle49/2587235/187231.88e-032.01e-0249
GO:19019915EsophagusHGINnegative regulation of mitotic cell cycle phase transition39/2587179/187232.31e-032.36e-0239
GO:00000703EsophagusHGINmitotic sister chromatid segregation36/2587168/187234.42e-033.87e-0236
GO:19019876EsophagusHGINregulation of cell cycle phase transition72/2587390/187235.78e-034.70e-0272
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0516639EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa05166114EsophagusHGINHuman T-cell leukemia virus 1 infection51/1383222/84655.84e-034.05e-023.22e-0251
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0516614LiverCirrhoticHuman T-cell leukemia virus 1 infection87/2530222/84651.69e-038.01e-034.94e-0387
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0516615LiverCirrhoticHuman T-cell leukemia virus 1 infection87/2530222/84651.69e-038.01e-034.94e-0387
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
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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
ANAPC15insertionNonsense_Mutationnovelc.15_16insTATTAATTGAGGATCTAGCAGATGATp.Pro6TyrfsTer2p.P6Yfs*2protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANAPC15SNVMissense_Mutationrs767356574c.133N>Ap.Ala45Thrp.A45Tprotein_codingtolerated_low_confidence(0.09)benign(0.339)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ANAPC15SNVMissense_Mutationnovelc.495N>Ap.Phe165Leup.F165Lprotein_codingbenign(0.005)TCGA-C5-A7XC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ANAPC15SNVMissense_Mutationnovelc.14T>Gp.Phe5Cysp.F5Cprotein_codingdeleterious_low_confidence(0)probably_damaging(0.993)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ANAPC15SNVMissense_Mutationnovelc.457N>Tp.Pro153Serp.P153Sprotein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ANAPC15SNVMissense_Mutationnovelc.13N>Cp.Phe5Leup.F5Lprotein_codingdeleterious_low_confidence(0)probably_damaging(0.953)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ANAPC15SNVMissense_Mutationnovelc.268G>Ap.Asp90Asnp.D90Nprotein_codingdeleterious_low_confidence(0.01)probably_damaging(0.99)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ANAPC15SNVMissense_Mutationnovelc.138G>Tp.Glu46Aspp.E46Dprotein_codingdeleterious_low_confidence(0.04)benign(0.201)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ANAPC15SNVMissense_Mutationnovelc.40N>Ap.Glu14Lysp.E14Kprotein_codingdeleterious_low_confidence(0.05)benign(0.133)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ANAPC15SNVMissense_Mutationrs767356574c.133N>Ap.Ala45Thrp.A45Tprotein_codingtolerated_low_confidence(0.09)benign(0.339)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<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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