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: CRY1

Gene summary for CRY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRY1

Gene ID

1407

Gene namecryptochrome circadian regulator 1
Gene AliasDSPD
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

A2I2P0


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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
1407CRY1AEH-subject1HumanEndometriumAEH1.16e-367.36e-01-0.3059
1407CRY1AEH-subject2HumanEndometriumAEH5.73e-062.87e-01-0.2525
1407CRY1AEH-subject3HumanEndometriumAEH3.10e-154.55e-01-0.2576
1407CRY1AEH-subject4HumanEndometriumAEH1.67e-145.27e-01-0.2657
1407CRY1AEH-subject5HumanEndometriumAEH1.85e-194.91e-01-0.2953
1407CRY1EEC-subject1HumanEndometriumEEC5.53e-246.47e-01-0.2682
1407CRY1EEC-subject2HumanEndometriumEEC3.07e-062.90e-01-0.2607
1407CRY1EEC-subject4HumanEndometriumEEC8.05e-083.16e-01-0.2571
1407CRY1EEC-subject5HumanEndometriumEEC2.81e-093.16e-01-0.249
1407CRY1GSM5276934HumanEndometriumEEC7.70e-062.44e-01-0.0913
1407CRY1GSM5276937HumanEndometriumEEC8.10e-072.88e-01-0.0897
1407CRY1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.42e-051.12e-02-0.1875
1407CRY1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.15e-039.28e-02-0.1916
1407CRY1LZE4THumanEsophagusESCC7.25e-112.31e-010.0811
1407CRY1LZE7THumanEsophagusESCC1.81e-062.21e-010.0667
1407CRY1LZE8THumanEsophagusESCC1.36e-046.47e-020.067
1407CRY1LZE22THumanEsophagusESCC2.23e-032.22e-010.068
1407CRY1LZE24THumanEsophagusESCC7.35e-143.54e-010.0596
1407CRY1LZE21THumanEsophagusESCC3.40e-021.86e-010.0655
1407CRY1LZE6THumanEsophagusESCC8.82e-045.83e-020.0845
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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
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
∗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:190332128SkinAKnegative regulation of protein modification by small protein conjugation or removal32/191095/187234.71e-105.26e-0832
GO:000762320SkinAKcircadian rhythm51/1910210/187232.80e-092.40e-0751
GO:007121420SkinAKcellular response to abiotic stimulus67/1910331/187233.15e-081.71e-0667
GO:010400420SkinAKcellular response to environmental stimulus67/1910331/187233.15e-081.71e-0667
GO:003292216SkinAKcircadian regulation of gene expression23/191068/187231.18e-075.24e-0623
GO:007138326SkinAKcellular response to steroid hormone stimulus46/1910204/187231.79e-077.37e-0646
GO:003052226SkinAKintracellular receptor signaling pathway55/1910265/187232.26e-079.03e-0655
GO:007147810SkinAKcellular response to radiation41/1910186/187231.53e-064.61e-0541
GO:000931420SkinAKresponse to radiation78/1910456/187233.32e-068.59e-0578
GO:19019877SkinAKregulation of cell cycle phase transition69/1910390/187233.69e-069.11e-0569
GO:004275210SkinAKregulation of circadian rhythm28/1910121/187232.62e-054.65e-0428
GO:004343425SkinAKresponse to peptide hormone69/1910414/187232.87e-054.98e-0469
GO:003051820SkinAKintracellular steroid hormone receptor signaling pathway27/1910116/187233.24e-055.47e-0427
GO:00427709SkinAKsignal transduction in response to DNA damage35/1910172/187235.20e-058.05e-0435
GO:00331449SkinAKnegative regulation of intracellular steroid hormone receptor signaling pathway13/191038/187235.81e-058.68e-0413
GO:005123526SkinAKmaintenance of location56/1910327/187237.44e-051.06e-0356
GO:004340120SkinAKsteroid hormone mediated signaling pathway29/1910136/187239.31e-051.25e-0329
GO:00457866SkinAKnegative regulation of cell cycle63/1910385/187231.08e-041.40e-0363
GO:00331439SkinAKregulation of intracellular steroid hormone receptor signaling pathway19/191074/187231.17e-041.48e-0319
GO:200102020SkinAKregulation of response to DNA damage stimulus40/1910219/187231.93e-042.19e-0340
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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
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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
CRY1SNVMissense_Mutationc.1344N>Tp.Trp448Cysp.W448CQ16526protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CRY1insertionFrame_Shift_Insnovelc.197_198insCATGGAAATGCCCAp.Arg67MetfsTer8p.R67Mfs*8Q16526protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CRY1insertionFrame_Shift_Insnovelc.195_196insACAACTAGp.Leu66ThrfsTer7p.L66Tfs*7Q16526protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CRY1SNVMissense_Mutationc.1452G>Ap.Met484Ilep.M484IQ16526protein_codingtolerated(0.05)possibly_damaging(0.49)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CRY1SNVMissense_Mutationrs149558160c.767N>Ap.Arg256Glnp.R256QQ16526protein_codingdeleterious(0)probably_damaging(0.941)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CRY1SNVMissense_Mutationc.1452G>Ap.Met484Ilep.M484IQ16526protein_codingtolerated(0.05)possibly_damaging(0.49)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CRY1SNVMissense_Mutationrs770965692c.1249G>Ap.Gly417Serp.G417SQ16526protein_codingtolerated(0.13)benign(0.001)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRY1SNVMissense_Mutationrs749506981c.1042C>Tp.Arg348Cysp.R348CQ16526protein_codingdeleterious(0)possibly_damaging(0.606)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CRY1SNVMissense_Mutationc.722C>Tp.Ala241Valp.A241VQ16526protein_codingdeleterious(0.03)benign(0.42)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CRY1SNVMissense_Mutationnovelc.380N>Tp.Arg127Ilep.R127IQ16526protein_codingdeleterious(0.03)benign(0.158)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
1407CRY1NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR252166810
1407CRY1NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTORlithiumLITHIUM
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