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: ANAPC4

Gene summary for ANAPC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANAPC4

Gene ID

29945

Gene nameanaphase promoting complex subunit 4
Gene AliasAPC4
Cytomap4p15.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

B3KN47


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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
29945ANAPC4AEH-subject3HumanEndometriumAEH1.76e-064.01e-01-0.2576
29945ANAPC4AEH-subject4HumanEndometriumAEH1.91e-084.85e-01-0.2657
29945ANAPC4EEC-subject3HumanEndometriumEEC1.10e-08-1.89e-01-0.2525
29945ANAPC4GSM5276934HumanEndometriumEEC2.15e-18-4.12e-01-0.0913
29945ANAPC4GSM5276935HumanEndometriumEEC3.74e-03-1.92e-01-0.123
29945ANAPC4GSM5276937HumanEndometriumEEC2.95e-05-2.72e-01-0.0897
29945ANAPC4GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.25e-11-2.91e-01-0.1869
29945ANAPC4GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.08e-07-3.41e-01-0.1875
29945ANAPC4GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.66e-16-2.22e-01-0.1883
29945ANAPC4GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC8.04e-099.86e-02-0.1934
29945ANAPC4GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.33e-16-3.39e-01-0.1917
29945ANAPC4GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.16e-17-3.00e-01-0.1916
29945ANAPC4LZE7THumanEsophagusESCC1.87e-032.14e-010.0667
29945ANAPC4LZE24THumanEsophagusESCC1.38e-071.29e-010.0596
29945ANAPC4P1T-EHumanEsophagusESCC4.20e-032.95e-010.0875
29945ANAPC4P2T-EHumanEsophagusESCC1.06e-223.02e-010.1177
29945ANAPC4P4T-EHumanEsophagusESCC1.12e-172.22e-010.1323
29945ANAPC4P5T-EHumanEsophagusESCC6.95e-037.63e-020.1327
29945ANAPC4P8T-EHumanEsophagusESCC4.53e-132.07e-010.0889
29945ANAPC4P9T-EHumanEsophagusESCC5.59e-065.18e-020.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
GO:00457877EndometriumAEHpositive regulation of cell cycle56/2100313/187232.73e-043.14e-0356
GO:00002098EndometriumAEHprotein polyubiquitination44/2100236/187234.83e-044.97e-0344
GO:00330446EndometriumAEHregulation of chromosome organization36/2100187/187238.27e-047.73e-0336
GO:00447726EndometriumAEHmitotic cell cycle phase transition67/2100424/187232.37e-031.78e-0267
GO:00900686EndometriumAEHpositive regulation of cell cycle process41/2100236/187232.94e-032.09e-0241
GO:00459317EndometriumAEHpositive regulation of mitotic cell cycle23/2100121/187237.76e-034.33e-0223
GO:001049817EndometriumEECproteasomal protein catabolic process112/2168490/187236.99e-131.40e-10112
GO:004316117EndometriumEECproteasome-mediated ubiquitin-dependent protein catabolic process92/2168412/187233.01e-103.23e-0892
GO:004578713EndometriumEECpositive regulation of cell cycle59/2168313/187231.04e-041.44e-0359
GO:000020913EndometriumEECprotein polyubiquitination46/2168236/187232.65e-043.04e-0346
GO:003304413EndometriumEECregulation of chromosome organization37/2168187/187237.51e-047.05e-0337
GO:004477213EndometriumEECmitotic cell cycle phase transition71/2168424/187238.68e-047.97e-0371
GO:009006812EndometriumEECpositive regulation of cell cycle process44/2168236/187239.39e-048.42e-0344
GO:004593113EndometriumEECpositive regulation of mitotic cell cycle25/2168121/187232.76e-031.97e-0225
GO:19019893EndometriumEECpositive regulation of cell cycle phase transition23/2168115/187236.04e-033.57e-0223
GO:00073467EndometriumEECregulation of mitotic cell cycle70/2168457/187238.76e-034.74e-0270
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0516626EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa05166111EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0516627EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
hsa0516636EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
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
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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
ANAPC4SNVMissense_Mutationc.1396N>Gp.Arg466Glyp.R466GQ9UJX5protein_codingdeleterious(0.03)benign(0.182)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ANAPC4SNVMissense_Mutationnovelc.86N>Gp.Ser29Trpp.S29WQ9UJX5protein_codingdeleterious(0)probably_damaging(0.986)TCGA-A2-A3XZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
ANAPC4SNVMissense_Mutationnovelc.500N>Cp.Leu167Prop.L167PQ9UJX5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ANAPC4insertionFrame_Shift_Insnovelc.2406_2407insAACCAACTCAGGAATGAAAAGGGGATp.Leu803AsnfsTer14p.L803Nfs*14Q9UJX5protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANAPC4deletionFrame_Shift_Delc.438delNp.Asn148ThrfsTer67p.N148Tfs*67Q9UJX5protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANAPC4deletionFrame_Shift_Delnovelc.1044delNp.Ile349Terp.I349*Q9UJX5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ANAPC4SNVMissense_Mutationc.616N>Tp.Leu206Phep.L206FQ9UJX5protein_codingtolerated(0.32)benign(0.03)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ANAPC4SNVMissense_Mutationrs573056698c.1703G>Ap.Arg568Hisp.R568HQ9UJX5protein_codingtolerated(0.17)benign(0)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ANAPC4SNVMissense_Mutationc.463N>Cp.Ile155Leup.I155LQ9UJX5protein_codingdeleterious(0.03)probably_damaging(0.952)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ANAPC4SNVMissense_Mutationnovelc.133N>Gp.Leu45Valp.L45VQ9UJX5protein_codingtolerated(0.28)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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