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: FZR1

Gene summary for FZR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FZR1

Gene ID

51343

Gene namefizzy and cell division cycle 20 related 1
Gene AliasCDC20C
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9UM11


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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
51343FZR1LZE4THumanEsophagusESCC7.08e-037.87e-020.0811
51343FZR1LZE7THumanEsophagusESCC2.86e-052.48e-010.0667
51343FZR1LZE20THumanEsophagusESCC3.99e-041.56e-010.0662
51343FZR1LZE24THumanEsophagusESCC8.00e-051.53e-010.0596
51343FZR1LZE21THumanEsophagusESCC3.73e-053.56e-010.0655
51343FZR1P1T-EHumanEsophagusESCC6.13e-144.88e-010.0875
51343FZR1P2T-EHumanEsophagusESCC1.25e-141.52e-010.1177
51343FZR1P4T-EHumanEsophagusESCC1.29e-121.95e-010.1323
51343FZR1P5T-EHumanEsophagusESCC1.98e-192.15e-010.1327
51343FZR1P8T-EHumanEsophagusESCC9.67e-171.86e-010.0889
51343FZR1P9T-EHumanEsophagusESCC4.48e-092.44e-010.1131
51343FZR1P10T-EHumanEsophagusESCC2.55e-152.58e-010.116
51343FZR1P11T-EHumanEsophagusESCC8.78e-052.97e-010.1426
51343FZR1P12T-EHumanEsophagusESCC4.23e-132.27e-010.1122
51343FZR1P15T-EHumanEsophagusESCC1.87e-081.34e-010.1149
51343FZR1P16T-EHumanEsophagusESCC1.97e-097.37e-020.1153
51343FZR1P17T-EHumanEsophagusESCC3.21e-043.49e-010.1278
51343FZR1P20T-EHumanEsophagusESCC3.36e-031.19e-010.1124
51343FZR1P21T-EHumanEsophagusESCC4.27e-121.09e-010.1617
51343FZR1P22T-EHumanEsophagusESCC2.25e-147.95e-020.1236
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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
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
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:190466634ThyroidATCregulation of ubiquitin protein ligase activity19/629323/187231.89e-062.29e-0519
GO:000709312ThyroidATCmitotic cell cycle checkpoint69/6293129/187232.52e-062.96e-0569
GO:000008612ThyroidATCG2/M transition of mitotic cell cycle72/6293137/187233.61e-064.03e-0572
GO:000007513ThyroidATCcell cycle checkpoint84/6293169/187231.05e-051.04e-0484
GO:001094813ThyroidATCnegative regulation of cell cycle process134/6293294/187231.19e-051.15e-04134
GO:004483912ThyroidATCcell cycle G2/M phase transition75/6293148/187231.28e-051.24e-0475
GO:190198813ThyroidATCnegative regulation of cell cycle phase transition116/6293249/187231.33e-051.27e-04116
GO:007097913ThyroidATCprotein K11-linked ubiquitination20/629329/187231.06e-047.60e-0420
GO:001038911ThyroidATCregulation of G2/M transition of mitotic cell cycle49/629394/187231.60e-041.10e-0349
GO:00514435ThyroidATCpositive regulation of ubiquitin-protein transferase activity20/629331/187234.20e-042.51e-0320
GO:190274911ThyroidATCregulation of cell cycle G2/M phase transition51/6293102/187234.45e-042.64e-0351
GO:000709511ThyroidATCmitotic G2 DNA damage checkpoint21/629334/187237.12e-044.00e-0321
GO:009034211ThyroidATCregulation of cell aging33/629361/187237.76e-044.28e-0333
GO:004477313ThyroidATCmitotic DNA damage checkpoint40/629381/187232.36e-031.10e-0240
GO:000007712ThyroidATCDNA damage checkpoint53/6293115/187233.59e-031.58e-0253
GO:004477411ThyroidATCmitotic DNA integrity checkpoint41/629385/187233.62e-031.58e-0241
GO:190275011ThyroidATCnegative regulation of cell cycle G2/M phase transition31/629362/187235.52e-032.24e-0231
GO:001097211ThyroidATCnegative regulation of G2/M transition of mitotic cell cycle30/629360/187236.27e-032.50e-0230
GO:00315707ThyroidATCDNA integrity checkpoint55/6293123/187236.64e-032.65e-0255
GO:00448182ThyroidATCmitotic G2/M transition checkpoint24/629346/187237.13e-032.82e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
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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
FZR1SNVMissense_Mutationnovelc.668N>Ap.Cys223Tyrp.C223YQ9UM11protein_codingdeleterious(0)probably_damaging(0.95)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
FZR1deletionFrame_Shift_Delc.1328delNp.Tyr444ThrfsTer24p.Y444Tfs*24Q9UM11protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
FZR1SNVMissense_Mutationnovelc.823N>Ap.Gly275Argp.G275RQ9UM11protein_codingdeleterious(0)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FZR1SNVMissense_Mutationc.1135N>Cp.Asp379Hisp.D379HQ9UM11protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
FZR1SNVMissense_Mutationc.313N>Ap.Glu105Lysp.E105KQ9UM11protein_codingtolerated(0.33)benign(0.015)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FZR1SNVMissense_Mutationc.661N>Tp.Arg221Trpp.R221WQ9UM11protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FZR1SNVMissense_Mutationrs754635012c.778G>Ap.Ala260Thrp.A260TQ9UM11protein_codingtolerated(0.39)benign(0.006)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FZR1SNVMissense_Mutationrs760461120c.494N>Ap.Arg165Glnp.R165QQ9UM11protein_codingtolerated(0.16)benign(0.006)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FZR1SNVMissense_Mutationc.718C>Tp.Arg240Trpp.R240WQ9UM11protein_codingdeleterious(0)probably_damaging(0.981)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FZR1SNVMissense_Mutationc.1466T>Ap.Leu489Hisp.L489HQ9UM11protein_codingdeleterious(0)probably_damaging(0.993)TCGA-F4-6463-01Colorectumcolon adenocarcinomaMale<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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