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: CENPJ

Gene summary for CENPJ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CENPJ

Gene ID

55835

Gene namecentromere protein J
Gene AliasBM032
Cytomap13q12.12-q12.13
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A8K8P1


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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
55835CENPJCCI_2HumanCervixCC2.73e-025.05e-010.5249
55835CENPJCCI_3HumanCervixCC2.20e-023.74e-010.516
55835CENPJHCC1_MengHumanLiverHCC6.29e-133.35e-020.0246
55835CENPJHCC1HumanLiverHCC5.72e-053.07e+000.5336
55835CENPJHCC2HumanLiverHCC1.66e-082.74e+000.5341
55835CENPJS028HumanLiverHCC6.35e-052.48e-010.2503
55835CENPJS029HumanLiverHCC6.37e-042.48e-010.2581
55835CENPJmale-WTAHumanThyroidPTC1.02e-025.23e-020.1037
55835CENPJPTC04HumanThyroidPTC4.20e-071.84e-010.1927
55835CENPJPTC06HumanThyroidPTC2.73e-054.29e-020.2057
55835CENPJPTC07HumanThyroidPTC2.62e-085.15e-020.2044
55835CENPJATC12HumanThyroidATC5.26e-071.45e-010.34
55835CENPJATC13HumanThyroidATC1.61e-182.89e-010.34
55835CENPJATC2HumanThyroidATC4.04e-045.12e-010.34
55835CENPJATC4HumanThyroidATC2.64e-071.98e-010.34
55835CENPJATC5HumanThyroidATC1.92e-173.55e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:19021171CervixCCpositive regulation of organelle assembly19/231167/187233.42e-043.58e-0319
GO:00309532CervixCCastral microtubule organization6/231110/187234.73e-044.68e-036
GO:00467853CervixCCmicrotubule polymerization19/231183/187235.25e-033.08e-0219
GO:00311224CervixCCcytoplasmic microtubule organization14/231156/187236.93e-033.74e-0214
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:005149522LiverHCCpositive regulation of cytoskeleton organization138/7958226/187231.26e-083.12e-07138
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:19021151LiverHCCregulation of organelle assembly110/7958186/187233.30e-064.34e-05110
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:0031023LiverHCCmicrotubule organizing center organization82/7958143/187232.38e-041.79e-0382
GO:0007098LiverHCCcentrosome cycle75/7958130/187233.33e-042.34e-0375
GO:0046785LiverHCCmicrotubule polymerization51/795883/187233.82e-042.61e-0351
GO:0007020LiverHCCmicrotubule nucleation25/795835/187235.05e-043.29e-0325
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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
CENPJSNVMissense_Mutationnovelc.2437N>Ap.Leu813Ilep.L813IQ9HC77protein_codingtolerated(0.09)benign(0.014)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CENPJSNVMissense_Mutationc.429N>Ap.Phe143Leup.F143LQ9HC77protein_codingtolerated(0.83)benign(0.048)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CENPJSNVMissense_Mutationnovelc.3314N>Ap.Arg1105Glnp.R1105QQ9HC77protein_codingtolerated(0.14)benign(0.003)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CENPJSNVMissense_Mutationc.1225N>Ap.Asp409Asnp.D409NQ9HC77protein_codingdeleterious(0.02)benign(0.386)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CENPJSNVMissense_Mutationnovelc.2932G>Ap.Glu978Lysp.E978KQ9HC77protein_codingdeleterious(0)probably_damaging(0.992)TCGA-LD-A7W5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CENPJSNVMissense_Mutationrs142535552c.1409N>Tp.Pro470Leup.P470LQ9HC77protein_codingdeleterious(0)benign(0.005)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CENPJinsertionFrame_Shift_Insnovelc.1206_1207insGTTCTAACGCATGTACACACCTACCTCATTCCATTTAp.Asn403ValfsTer24p.N403Vfs*24Q9HC77protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
CENPJinsertionFrame_Shift_Insnovelc.1961_1962insTGCTGATACATACTGTAAATGTATGCTTATCATAGTAGTTATGGGTAAAp.Pro655AlafsTer27p.P655Afs*27Q9HC77protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CENPJinsertionIn_Frame_Insnovelc.149_150insCAGTCCTTATTGGTGTTCCTGGCATGTAGTGAGp.Ser51_Thr52insProTyrTrpCysSerTrpHisValValSerSerp.S51_T52insPYWCSWHVVSSQ9HC77protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CENPJSNVMissense_Mutationnovelc.924G>Tp.Lys308Asnp.K308NQ9HC77protein_codingtolerated(0.51)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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