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: CNTRL

Gene summary for CNTRL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNTRL

Gene ID

11064

Gene namecentriolin
Gene AliasCEP1
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

B2RP65


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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
11064CNTRLC21HumanOral cavityOSCC8.28e-062.07e-010.2678
11064CNTRLC30HumanOral cavityOSCC9.16e-135.45e-010.3055
11064CNTRLC38HumanOral cavityOSCC3.56e-065.67e-010.172
11064CNTRLC43HumanOral cavityOSCC2.36e-074.91e-020.1704
11064CNTRLC46HumanOral cavityOSCC3.05e-121.70e-010.1673
11064CNTRLC08HumanOral cavityOSCC1.16e-061.01e-010.1919
11064CNTRLEOLP-1HumanOral cavityEOLP4.35e-153.02e-01-0.0202
11064CNTRLNEOLP-2HumanOral cavityNEOLP2.50e-041.47e-01-0.0196
11064CNTRLNEOLP-3HumanOral cavityNEOLP3.87e-031.50e-01-0.0191
11064CNTRLSYSMH1HumanOral cavityOSCC2.53e-071.07e-010.1127
11064CNTRLSYSMH2HumanOral cavityOSCC1.45e-082.13e-010.2326
11064CNTRLSYSMH3HumanOral cavityOSCC3.86e-091.82e-010.2442
11064CNTRLHTA12-23-1HumanPancreasPDAC4.22e-056.43e-010.3405
11064CNTRLHTA12-26-1HumanPancreasPDAC2.53e-095.90e-010.3728
11064CNTRLHTA12-29-1HumanPancreasPDAC4.91e-144.19e-010.3722
11064CNTRLGSM5252126_BPH283PrGF_ViaHumanProstateBPH1.42e-075.46e-02-0.1771
11064CNTRLGSM5252131_BPH340PrSF_ViaHumanProstateBPH1.70e-022.03e-02-0.2126
11064CNTRL048752_1579-all-cellsHumanProstateBPH7.72e-041.79e-010.1008
11064CNTRL052095_1628-all-cellsHumanProstateBPH7.08e-041.84e-010.1032
11064CNTRLDong_P1HumanProstateTumor1.00e-104.13e-020.035
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:000165514Oral cavityNEOLPurogenital system development58/2005338/187231.97e-042.13e-0358
GO:00032312Oral cavityNEOLPcardiac ventricle development27/2005123/187232.14e-042.27e-0327
GO:0060840Oral cavityNEOLPartery development23/2005100/187233.00e-042.97e-0323
GO:00032814Oral cavityNEOLPventricular septum development17/200571/187231.10e-038.28e-0317
GO:00032053Oral cavityNEOLPcardiac chamber development30/2005161/187231.78e-031.22e-0230
GO:00720017Oral cavityNEOLPrenal system development47/2005302/187235.60e-032.97e-0247
GO:00032793Oral cavityNEOLPcardiac septum development20/2005103/187236.01e-033.13e-0220
GO:00018226Oral cavityNEOLPkidney development45/2005293/187238.36e-034.08e-0245
GO:00016557ProstateBPHurogenital system development88/3107338/187236.05e-068.83e-0588
GO:00720016ProstateBPHrenal system development76/3107302/187238.55e-058.09e-0476
GO:00018225ProstateBPHkidney development74/3107293/187239.31e-058.76e-0474
GO:00032813ProstateBPHventricular septum development23/310771/187237.95e-045.21e-0323
GO:0003231ProstateBPHcardiac ventricle development34/3107123/187231.37e-038.20e-0334
GO:00032792ProstateBPHcardiac septum development29/3107103/187232.20e-031.22e-0229
GO:00032052ProstateBPHcardiac chamber development41/3107161/187232.63e-031.41e-0241
GO:000165513ProstateTumorurogenital system development90/3246338/187231.08e-051.56e-0490
GO:000182213ProstateTumorkidney development74/3246293/187233.68e-042.87e-0374
GO:007200113ProstateTumorrenal system development75/3246302/187235.74e-044.13e-0375
GO:00032311ProstateTumorcardiac ventricle development36/3246123/187237.31e-045.08e-0336
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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
CNTRLSNVMissense_Mutationnovelc.3655N>Ap.Asp1219Asnp.D1219NQ7Z7A1protein_codingtolerated(0.24)benign(0.321)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CNTRLSNVMissense_Mutationnovelc.728A>Cp.His243Prop.H243PQ7Z7A1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
CNTRLSNVMissense_Mutationnovelc.728A>Cp.His243Prop.H243PQ7Z7A1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
CNTRLSNVMissense_Mutationrs776657382c.487N>Ap.Glu163Lysp.E163KQ7Z7A1protein_codingdeleterious(0)possibly_damaging(0.763)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNTRLSNVMissense_Mutationc.1390N>Ap.Glu464Lysp.E464KQ7Z7A1protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNTRLSNVMissense_Mutationc.1681N>Cp.Glu561Glnp.E561QQ7Z7A1protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNTRLSNVMissense_Mutationnovelc.665N>Ap.Ser222Tyrp.S222YQ7Z7A1protein_codingdeleterious(0)possibly_damaging(0.692)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTRLSNVMissense_Mutationnovelc.4982N>Cp.Val1661Alap.V1661AQ7Z7A1protein_codingtolerated(0.66)benign(0.014)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTRLSNVMissense_Mutationc.6775N>Gp.Gln2259Glup.Q2259EQ7Z7A1protein_codingdeleterious(0)benign(0.097)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CNTRLSNVMissense_Mutationrs141853553c.6697N>Tp.Arg2233Cysp.R2233CQ7Z7A1protein_codingdeleterious(0)probably_damaging(0.959)TCGA-B6-A0I2-01Breastbreast invasive 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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