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: AXL

Gene summary for AXL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AXL

Gene ID

558

Gene nameAXL receptor tyrosine kinase
Gene AliasARK
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

M0R0W6


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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
558AXLLZE6THumanEsophagusESCC4.24e-022.95e-010.0845
558AXLP2T-EHumanEsophagusESCC3.40e-139.01e-020.1177
558AXLP8T-EHumanEsophagusESCC1.16e-061.49e-010.0889
558AXLP11T-EHumanEsophagusESCC2.83e-053.59e-010.1426
558AXLP12T-EHumanEsophagusESCC2.46e-101.62e-010.1122
558AXLP17T-EHumanEsophagusESCC9.69e-032.99e-010.1278
558AXLP21T-EHumanEsophagusESCC5.53e-081.06e-010.1617
558AXLP24T-EHumanEsophagusESCC6.45e-051.35e-010.1287
558AXLP26T-EHumanEsophagusESCC5.47e-111.96e-010.1276
558AXLP31T-EHumanEsophagusESCC5.43e-044.54e-020.1251
558AXLP32T-EHumanEsophagusESCC4.84e-122.87e-010.1666
558AXLP37T-EHumanEsophagusESCC9.46e-173.86e-010.1371
558AXLP44T-EHumanEsophagusESCC1.70e-103.28e-010.1096
558AXLP61T-EHumanEsophagusESCC2.13e-082.14e-010.099
558AXLP74T-EHumanEsophagusESCC9.96e-041.40e-010.1479
558AXLP76T-EHumanEsophagusESCC7.70e-102.32e-010.1207
558AXLP79T-EHumanEsophagusESCC8.26e-101.98e-010.1154
558AXLP82T-EHumanEsophagusESCC1.70e-035.62e-010.1072
558AXLP83T-EHumanEsophagusESCC5.44e-042.12e-010.1738
558AXLP130T-EHumanEsophagusESCC8.78e-225.29e-010.1676
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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
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
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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0050792111EsophagusESCCregulation of viral process119/8552164/187232.19e-129.03e-11119
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:1903900111EsophagusESCCregulation of viral life cycle106/8552148/187231.26e-103.72e-09106
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:0052126111EsophagusESCCmovement in host environment117/8552175/187231.14e-082.26e-07117
GO:0048524110EsophagusESCCpositive regulation of viral process52/855265/187231.41e-082.77e-0752
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003461420EsophagusESCCcellular response to reactive oxygen species103/8552155/187231.34e-072.17e-06103
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0152110EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa0152115EsophagusESCCEGFR tyrosine kinase inhibitor resistance55/420579/84652.44e-048.78e-044.50e-0455
hsa015219Oral cavityOSCCEGFR tyrosine kinase inhibitor resistance54/370479/84658.11e-063.72e-051.89e-0554
hsa0152114Oral cavityOSCCEGFR tyrosine kinase inhibitor resistance54/370479/84658.11e-063.72e-051.89e-0554
hsa0152142Oral cavityNEOLPEGFR tyrosine kinase inhibitor resistance20/111279/84652.47e-031.03e-026.49e-0320
hsa0152152Oral cavityNEOLPEGFR tyrosine kinase inhibitor resistance20/111279/84652.47e-031.03e-026.49e-0320
hsa015218ProstateBPHEGFR tyrosine kinase inhibitor resistance30/171879/84652.10e-041.13e-036.98e-0430
hsa0152113ProstateBPHEGFR tyrosine kinase inhibitor resistance30/171879/84652.10e-041.13e-036.98e-0430
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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
GAS6AXLGAS6_AXLGASBreastADJ
PROS1AXLPROS1_AXLPROSBreastADJ
GAS6AXLGAS6_AXLGASBreastDCIS
PROS1AXLPROS1_AXLPROSBreastDCIS
GAS6AXLGAS6_AXLGASBreastHealthy
PROS1AXLPROS1_AXLPROSBreastHealthy
GAS6AXLGAS6_AXLGASBreastIDC
GAS6AXLGAS6_AXLGASBreastPrecancer
GAS6AXLGAS6_AXLGASCervixADJ
PROS1AXLPROS1_AXLPROSCervixADJ
GAS6AXLGAS6_AXLGASCervixCC
PROS1AXLPROS1_AXLPROSCervixCC
GAS6AXLGAS6_AXLGASCervixHealthy
PROS1AXLPROS1_AXLPROSCervixHealthy
GAS6AXLGAS6_AXLGASCervixPrecancer
GAS6AXLGAS6_AXLGASCRCAD
GAS6AXLGAS6_AXLGASCRCADJ
GAS6AXLGAS6_AXLGASCRCCRC
GAS6AXLGAS6_AXLGASCRCMSI-H
GAS6AXLGAS6_AXLGASCRCMSS
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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
AXLSNVMissense_Mutationrs144824336c.1498N>Ap.Val500Metp.V500MP30530protein_codingdeleterious(0)possibly_damaging(0.835)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
AXLSNVMissense_Mutationrs756510536c.1906N>Tp.Arg636Trpp.R636WP30530protein_codingdeleterious(0.02)benign(0.098)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AXLSNVMissense_Mutationnovelc.1100N>Gp.Tyr367Cysp.Y367CP30530protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AXLSNVMissense_Mutationrs374699228c.818N>Tp.Ala273Valp.A273VP30530protein_codingtolerated(0.27)benign(0.005)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
AXLSNVMissense_Mutationrs751738506c.883N>Tp.Arg295Trpp.R295WP30530protein_codingtolerated(0.17)possibly_damaging(0.88)TCGA-D8-A27R-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cyclophosphamideSD
AXLSNVMissense_Mutationc.598A>Gp.Thr200Alap.T200AP30530protein_codingtolerated(0.13)benign(0.054)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
AXLinsertionFrame_Shift_Insrs778012871c.867_868insCp.His292ProfsTer47p.H292Pfs*47P30530protein_codingTCGA-BH-A1FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AXLinsertionFrame_Shift_Insrs778012871c.867_868insCp.His292ProfsTer47p.H292Pfs*47P30530protein_codingTCGA-E9-A1NI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
AXLSNVMissense_Mutationnovelc.226N>Ap.Leu76Metp.L76MP30530protein_codingdeleterious(0.02)possibly_damaging(0.744)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
AXLSNVMissense_Mutationc.1279N>Tp.Arg427Cysp.R427CP30530protein_codingtolerated(0.06)possibly_damaging(0.66)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEDASATINIBDASATINIB
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEPF-562271PF-00562271
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEinhibitor363894214SITRAVATINIB
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEinhibitor404859021
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEinhibitorHESPERADINHESPERADIN19035792
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEinhibitor363894135MERESTINIB
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEXL999
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEGilteritinibGILTERITINIB
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEinhibitor252827520DUBERMATINIB
558AXLCLINICALLY ACTIONABLE, DRUGGABLE GENOME, ENZYME, KINASE, TYROSINE KINASE, CELL SURFACEBI-505BI-505
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