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: FES

Gene summary for FES

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FES

Gene ID

2242

Gene nameFES proto-oncogene, tyrosine kinase
Gene AliasFPS
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P07332


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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
2242FESLZE4THumanEsophagusESCC8.89e-071.48e-010.0811
2242FESP2T-EHumanEsophagusESCC5.23e-098.03e-020.1177
2242FESP4T-EHumanEsophagusESCC1.22e-409.00e-010.1323
2242FESP8T-EHumanEsophagusESCC2.34e-086.24e-020.0889
2242FESP9T-EHumanEsophagusESCC2.03e-041.48e-010.1131
2242FESP10T-EHumanEsophagusESCC1.45e-211.98e-010.116
2242FESP12T-EHumanEsophagusESCC3.94e-518.36e-010.1122
2242FESP16T-EHumanEsophagusESCC5.24e-081.54e-010.1153
2242FESP26T-EHumanEsophagusESCC7.31e-215.06e-010.1276
2242FESP27T-EHumanEsophagusESCC1.05e-325.26e-010.1055
2242FESP28T-EHumanEsophagusESCC2.34e-479.01e-010.1149
2242FESP32T-EHumanEsophagusESCC1.36e-02-6.87e-040.1666
2242FESP37T-EHumanEsophagusESCC1.06e-061.30e-010.1371
2242FESP38T-EHumanEsophagusESCC1.17e-031.41e-010.127
2242FESP39T-EHumanEsophagusESCC3.65e-121.09e-010.0894
2242FESP44T-EHumanEsophagusESCC1.85e-051.30e-010.1096
2242FESP52T-EHumanEsophagusESCC1.61e-062.52e-020.1555
2242FESP57T-EHumanEsophagusESCC8.71e-101.26e-010.0926
2242FESP65T-EHumanEsophagusESCC2.29e-045.55e-020.0978
2242FESP74T-EHumanEsophagusESCC2.00e-092.13e-010.1479
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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
∗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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:0032273111EsophagusESCCpositive regulation of protein polymerization95/8552138/187232.97e-085.57e-0795
GO:000758410EsophagusESCCresponse to nutrient114/8552174/187239.43e-081.56e-06114
GO:00705078EsophagusESCCregulation of microtubule cytoskeleton organization99/8552148/187231.43e-072.29e-0699
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
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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
FESSNVMissense_Mutationnovelc.914N>Tp.Ser305Ilep.S305IP07332protein_codingdeleterious(0.01)benign(0.255)TCGA-A2-A0CK-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
FESSNVMissense_Mutationc.1873G>Tp.Val625Phep.V625FP07332protein_codingdeleterious(0)probably_damaging(0.996)TCGA-B6-A0RM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FESSNVMissense_Mutationc.2159N>Tp.Arg720Ilep.R720IP07332protein_codingdeleterious(0)possibly_damaging(0.86)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FESSNVMissense_Mutationc.2040N>Gp.Ile680Metp.I680MP07332protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FESSNVMissense_Mutationc.2049N>Ap.Asp683Glup.D683EP07332protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FESSNVMissense_Mutationrs765947794c.811G>Ap.Ala271Thrp.A271TP07332protein_codingtolerated(0.6)benign(0)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FESSNVMissense_Mutationrs575070040c.1256N>Ap.Gly419Glup.G419EP07332protein_codingtolerated(0.18)possibly_damaging(0.482)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FESdeletionFrame_Shift_Delnovelc.2038delNp.Ile680SerfsTer12p.I680Sfs*12P07332protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
FESSNVMissense_Mutationrs201771040c.520N>Tp.Arg174Cysp.R174CP07332protein_codingdeleterious(0)possibly_damaging(0.518)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FESSNVMissense_Mutationc.1933N>Ap.Leu645Metp.L645MP07332protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASEinhibitor249565819
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASEinhibitor249565817
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASEinhibitorHESPERADINHESPERADIN19035792
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASEinhibitor187051779LORLATINIB
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASELINIFANIBLINIFANIB
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASESP-600125SP-600125
2242FESENZYME, DRUGGABLE GENOME, KINASE, TYROSINE KINASEDASATINIBDASATINIB
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