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: PER3

Gene summary for PER3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PER3

Gene ID

8863

Gene nameperiod circadian regulator 3
Gene AliasFASPS3
Cytomap1p36.23
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A087WV69


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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
8863PER3CA_HPV_3HumanCervixCC2.95e-183.64e-010.0414
8863PER3CCI_2HumanCervixCC7.89e-211.87e+000.5249
8863PER3CCI_3HumanCervixCC2.53e-221.24e+000.516
8863PER3LZE4THumanEsophagusESCC1.41e-041.41e-010.0811
8863PER3LZE5THumanEsophagusESCC3.07e-064.19e-010.0514
8863PER3LZE22D1HumanEsophagusHGIN1.23e-021.48e-010.0595
8863PER3LZE24THumanEsophagusESCC9.06e-072.20e-010.0596
8863PER3P1T-EHumanEsophagusESCC5.16e-042.59e-010.0875
8863PER3P2T-EHumanEsophagusESCC2.42e-224.64e-010.1177
8863PER3P4T-EHumanEsophagusESCC1.77e-051.12e-010.1323
8863PER3P8T-EHumanEsophagusESCC2.03e-091.18e-010.0889
8863PER3P10T-EHumanEsophagusESCC9.85e-183.89e-010.116
8863PER3P11T-EHumanEsophagusESCC2.06e-053.04e-010.1426
8863PER3P12T-EHumanEsophagusESCC7.13e-244.94e-010.1122
8863PER3P15T-EHumanEsophagusESCC3.34e-072.29e-010.1149
8863PER3P17T-EHumanEsophagusESCC9.21e-042.43e-010.1278
8863PER3P20T-EHumanEsophagusESCC5.88e-164.32e-010.1124
8863PER3P21T-EHumanEsophagusESCC7.77e-174.00e-010.1617
8863PER3P22T-EHumanEsophagusESCC2.16e-053.09e-020.1236
8863PER3P23T-EHumanEsophagusESCC1.77e-091.98e-010.108
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:003164710CervixCCregulation of protein stability63/2311298/187231.14e-052.45e-0463
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:005082110CervixCCprotein stabilization43/2311191/187235.90e-058.54e-0443
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:00329226CervixCCcircadian regulation of gene expression18/231168/187231.18e-039.56e-0318
GO:00094163CervixCCresponse to light stimulus54/2311320/187231.03e-024.97e-0254
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:003292210EsophagusHGINcircadian regulation of gene expression20/258768/187236.35e-048.73e-0320
GO:000762318EsophagusHGINcircadian rhythm45/2587210/187231.60e-031.79e-0245
GO:00094165EsophagusHGINresponse to light stimulus61/2587320/187235.20e-034.30e-0261
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:003292215EsophagusESCCcircadian regulation of gene expression48/855268/187232.76e-052.30e-0448
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa047105EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa0471012EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa047102LungAISCircadian rhythm11/96134/84659.22e-047.11e-034.55e-0311
hsa047103LungAISCircadian rhythm11/96134/84659.22e-047.11e-034.55e-0311
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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
PER3SNVMissense_Mutationc.2108N>Ap.Arg703Glnp.R703QP56645protein_codingdeleterious(0.03)probably_damaging(0.916)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PER3SNVMissense_Mutationc.1811A>Cp.Lys604Thrp.K604TP56645protein_codingtolerated(0.49)benign(0.32)TCGA-A2-A1G1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER3SNVMissense_Mutationc.1234C>Tp.Leu412Phep.L412FP56645protein_codingtolerated(0.19)benign(0.219)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER3SNVMissense_Mutationrs139934930c.2282C>Tp.Ser761Leup.S761LP56645protein_codingtolerated(0.07)possibly_damaging(0.562)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER3SNVMissense_Mutationnovelc.2803T>Gp.Leu935Valp.L935VP56645protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER3SNVMissense_Mutationc.758N>Ap.Leu253Hisp.L253HP56645protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PER3SNVMissense_Mutationrs777226760c.1511N>Tp.Ala504Valp.A504VP56645protein_codingtolerated(0.48)possibly_damaging(0.652)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PER3SNVMissense_Mutationc.2405N>Gp.Gln802Argp.Q802RP56645protein_codingtolerated(0.18)benign(0.055)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PER3insertionNonsense_Mutationnovelc.961_962insGAGTCCTCTAAGGAACTTGCTAAAAGACAGATGCCTGGTCTTAp.Val321GlyfsTer4p.V321Gfs*4P56645protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
PER3insertionNonsense_Mutationnovelc.2863_2864insCTCAATGTCGTCAGCAATGAGTCCAACTCTGGACCCACCCCCTTCp.Asn955delinsThrGlnCysArgGlnGlnTerValGlnLeuTrpThrHisProLeuHisp.N955delinsTQCRQQ*VQLWTHPLHP56645protein_codingTCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
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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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