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:00000772LungMIACDNA damage checkpoint15/967115/187238.47e-041.83e-0215
GO:200102022LungMIACregulation of response to DNA damage stimulus23/967219/187239.93e-042.05e-0223
GO:003314322LungMIACregulation of intracellular steroid hormone receptor signaling pathway11/96774/187231.39e-032.51e-0211
GO:00315702LungMIACDNA integrity checkpoint15/967123/187231.69e-032.84e-0215
GO:00094161LungMIACresponse to light stimulus29/967320/187232.42e-033.56e-0229
GO:003286831LungMIACresponse to insulin25/967264/187232.62e-033.71e-0225
GO:003051822LungMIACintracellular steroid hormone receptor signaling pathway14/967116/187232.62e-033.71e-0214
GO:004343423LungMIACresponse to peptide hormone35/967414/187232.97e-034.00e-0235
GO:190198711LungMIACregulation of cell cycle phase transition33/967390/187233.79e-034.68e-0233
GO:007121422LungMIACcellular response to abiotic stimulus29/967331/187233.94e-034.78e-0229
GO:010400422LungMIACcellular response to environmental stimulus29/967331/187233.94e-034.78e-0229
GO:00425937LungMIACglucose homeostasis24/967258/187233.96e-034.79e-0224
GO:00335007LungMIACcarbohydrate homeostasis24/967259/187234.15e-034.93e-0224
GO:190332018ProstateBPHregulation of protein modification by small protein conjugation or removal90/3107242/187237.37e-151.01e-1290
GO:004854518ProstateBPHresponse to steroid hormone109/3107339/187239.35e-138.15e-11109
GO:004851110ProstateBPHrhythmic process96/3107298/187231.88e-111.31e-0996
GO:003139618ProstateBPHregulation of protein ubiquitination74/3107210/187233.66e-112.39e-0974
GO:000762310ProstateBPHcircadian rhythm73/3107210/187231.02e-106.02e-0973
GO:007138316ProstateBPHcellular response to steroid hormone stimulus71/3107204/187231.72e-109.79e-0971
GO:00329228ProstateBPHcircadian regulation of gene expression34/310768/187232.01e-101.12e-0834
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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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