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: PER1

Gene summary for PER1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PER1

Gene ID

5187

Gene nameperiod circadian regulator 1
Gene AliasPER
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O15534


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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
5187PER1LZE4THumanEsophagusESCC2.19e-02-5.56e-020.0811
5187PER1LZE22D1HumanEsophagusHGIN5.67e-04-7.82e-020.0595
5187PER1LZE24THumanEsophagusESCC2.77e-094.72e-010.0596
5187PER1LZE6THumanEsophagusESCC1.31e-129.91e-020.0845
5187PER1P1T-EHumanEsophagusESCC1.57e-031.66e-010.0875
5187PER1P2T-EHumanEsophagusESCC8.93e-184.93e-020.1177
5187PER1P4T-EHumanEsophagusESCC2.82e-06-4.96e-020.1323
5187PER1P5T-EHumanEsophagusESCC8.47e-06-2.21e-010.1327
5187PER1P8T-EHumanEsophagusESCC9.50e-11-2.84e-020.0889
5187PER1P9T-EHumanEsophagusESCC5.04e-06-1.96e-020.1131
5187PER1P10T-EHumanEsophagusESCC1.50e-08-1.95e-010.116
5187PER1P11T-EHumanEsophagusESCC1.45e-104.70e-010.1426
5187PER1P12T-EHumanEsophagusESCC8.16e-183.03e-010.1122
5187PER1P16T-EHumanEsophagusESCC8.07e-11-1.10e-010.1153
5187PER1P17T-EHumanEsophagusESCC5.33e-101.72e-010.1278
5187PER1P20T-EHumanEsophagusESCC9.20e-157.06e-010.1124
5187PER1P21T-EHumanEsophagusESCC1.96e-221.28e-010.1617
5187PER1P22T-EHumanEsophagusESCC4.68e-06-2.00e-010.1236
5187PER1P23T-EHumanEsophagusESCC2.27e-102.90e-010.108
5187PER1P24T-EHumanEsophagusESCC3.78e-102.40e-010.1287
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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
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
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:003292223ThyroidATCcircadian regulation of gene expression43/629368/187235.45e-077.79e-0643
GO:003051826ThyroidATCintracellular steroid hormone receptor signaling pathway65/6293116/187235.58e-077.93e-0665
GO:004851124ThyroidATCrhythmic process141/6293298/187235.58e-077.93e-06141
GO:003109826ThyroidATCstress-activated protein kinase signaling cascade120/6293247/187237.06e-079.46e-06120
GO:005140326ThyroidATCstress-activated MAPK cascade115/6293239/187232.17e-062.58e-05115
GO:003560114ThyroidATCprotein deacylation61/6293112/187234.37e-064.79e-0561
GO:000647614ThyroidATCprotein deacetylation56/6293101/187235.15e-065.57e-0556
GO:0043401111ThyroidATCsteroid hormone mediated signaling pathway71/6293136/187235.72e-066.07e-0571
GO:001657512ThyroidATChistone deacetylation47/629382/187238.75e-068.81e-0547
GO:003314316ThyroidATCregulation of intracellular steroid hormone receptor signaling pathway43/629374/187231.30e-051.25e-0443
GO:000762325ThyroidATCcircadian rhythm100/6293210/187231.67e-051.54e-04100
GO:009873213ThyroidATCmacromolecule deacylation61/6293116/187231.89e-051.72e-0461
GO:000941613ThyroidATCresponse to light stimulus139/6293320/187231.42e-049.88e-04139
GO:007030226ThyroidATCregulation of stress-activated protein kinase signaling cascade89/6293195/187233.05e-041.93e-0389
GO:004396611ThyroidATChistone H3 acetylation34/629361/187233.10e-041.94e-0334
GO:003287226ThyroidATCregulation of stress-activated MAPK cascade87/6293192/187234.72e-042.77e-0387
GO:004340926ThyroidATCnegative regulation of MAPK cascade82/6293180/187235.51e-043.19e-0382
GO:003314414ThyroidATCnegative regulation of intracellular steroid hormone receptor signaling pathway23/629338/187236.05e-043.44e-0323
GO:000725424ThyroidATCJNK cascade75/6293167/187231.51e-037.68e-0375
GO:003195821ThyroidATCcorticosteroid receptor signaling pathway11/629315/187231.94e-039.41e-0311
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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
hsa04710LungIACCircadian rhythm10/105334/84656.70e-032.76e-021.83e-0210
hsa047101LungIACCircadian rhythm10/105334/84656.70e-032.76e-021.83e-0210
hsa047102LungAISCircadian rhythm11/96134/84659.22e-047.11e-034.55e-0311
hsa047103LungAISCircadian rhythm11/96134/84659.22e-047.11e-034.55e-0311
hsa047104ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471011ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471021ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
hsa0471031ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
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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
PER1SNVMissense_Mutationc.359N>Tp.Ser120Phep.S120FO15534protein_codingdeleterious(0)probably_damaging(0.982)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PER1SNVMissense_Mutationc.3206N>Gp.Ser1069Cysp.S1069CO15534protein_codingtolerated(0.06)possibly_damaging(0.88)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PER1SNVMissense_Mutationc.1120N>Cp.Asp374Hisp.D374HO15534protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PER1SNVMissense_Mutationnovelc.2927N>Tp.Ser976Leup.S976LO15534protein_codingdeleterious(0)possibly_damaging(0.606)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
PER1SNVMissense_Mutationnovelc.1478N>Cp.Ile493Thrp.I493TO15534protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AR-A0TT-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PER1SNVMissense_Mutationnovelc.633G>Tp.Glu211Aspp.E211DO15534protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PER1SNVMissense_Mutationc.2852N>Tp.Ser951Leup.S951LO15534protein_codingtolerated(0.16)benign(0.003)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER1SNVMissense_Mutationc.2570N>Tp.Ser857Leup.S857LO15534protein_codingtolerated(0.23)benign(0)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER1SNVMissense_Mutationc.386N>Tp.Ser129Leup.S129LO15534protein_codingdeleterious(0)probably_damaging(0.942)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PER1SNVMissense_Mutationrs535351039c.1264C>Tp.His422Tyrp.H422YO15534protein_codingtolerated(0.62)probably_damaging(0.968)TCGA-D8-A1JF-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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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
5187PER1TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTOR, CLINICALLY ACTIONABLEMORPHINEMORPHINE15977398
5187PER1TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTOR, CLINICALLY ACTIONABLEMELATONINMELATONIN15978008,12895514
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