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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: LOX

Gene summary for LOX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LOX

Gene ID

4015

Gene namelysyl oxidase
Gene AliasAAT10
Cytomap5q23.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

B7ZAJ4


Top

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
4015LOXP4T-EHumanEsophagusESCC3.52e-033.03e-010.1323
4015LOXP8T-EHumanEsophagusESCC7.98e-042.02e-010.0889
4015LOXP16T-EHumanEsophagusESCC2.51e-103.41e-010.1153
4015LOXP17T-EHumanEsophagusESCC1.22e-045.42e-010.1278
4015LOXP23T-EHumanEsophagusESCC8.95e-052.66e-010.108
4015LOXP32T-EHumanEsophagusESCC7.80e-229.89e-010.1666
4015LOXP37T-EHumanEsophagusESCC9.32e-186.36e-010.1371
4015LOXP42T-EHumanEsophagusESCC9.84e-073.99e-010.1175
4015LOXP44T-EHumanEsophagusESCC2.72e-046.69e-010.1096
4015LOXP52T-EHumanEsophagusESCC1.68e-105.54e-010.1555
4015LOXP61T-EHumanEsophagusESCC3.95e-072.81e-010.099
4015LOXP62T-EHumanEsophagusESCC1.12e-042.69e-010.1302
4015LOXP74T-EHumanEsophagusESCC1.39e-021.59e-010.1479
4015LOXP76T-EHumanEsophagusESCC1.70e-177.18e-010.1207
4015LOXP89T-EHumanEsophagusESCC1.46e-191.93e+000.1752
4015LOXP91T-EHumanEsophagusESCC1.63e-051.14e+000.1828
4015LOXP130T-EHumanEsophagusESCC2.01e-155.56e-010.1676
4015LOXC21HumanOral cavityOSCC1.02e-168.01e-010.2678
4015LOXC30HumanOral cavityOSCC8.45e-066.01e-010.3055
4015LOXC43HumanOral cavityOSCC1.19e-305.57e-010.1704
Page: 1 2 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
GO:19030349CervixCCregulation of response to wounding44/2311167/187236.33e-072.31e-0544
GO:190589710CervixCCregulation of response to endoplasmic reticulum stress27/231182/187239.24e-073.25e-0527
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:00988699CervixCCcellular oxidant detoxification30/2311101/187232.72e-067.93e-0530
GO:003459910CervixCCcellular response to oxidative stress63/2311288/187233.58e-069.50e-0563
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:003497610CervixCCresponse to endoplasmic reticulum stress57/2311256/187235.81e-061.42e-0457
GO:190357310CervixCCnegative regulation of response to endoplasmic reticulum stress17/231144/187238.57e-061.97e-0417
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
LOXinsertionIn_Frame_Insnovelc.899_900insAAGATATCTCTGTTTTTTCACCTGTGAAACCATTCCTTCCTTCTGTTTp.Glu300_Phe301insArgTyrLeuCysPhePheThrCysGluThrIleProSerPheCysLeup.E300_F301insRYLCFFTCETIPSFCLP28300protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
LOXSNVMissense_Mutationnovelc.1202G>Ap.Arg401Hisp.R401HP28300protein_codingtolerated(0.66)benign(0.07)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LOXSNVMissense_Mutationc.1010N>Ap.Arg337Glnp.R337QP28300protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LOXSNVMissense_Mutationc.49G>Ap.Ala17Thrp.A17TP28300protein_codingtolerated(0.37)benign(0)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
LOXSNVMissense_Mutationnovelc.761N>Cp.Val254Alap.V254AP28300protein_codingtolerated(0.52)benign(0.048)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LOXSNVMissense_Mutationc.19G>Ap.Val7Metp.V7MP28300protein_codingtolerated(0.08)benign(0.003)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LOXSNVMissense_Mutationc.842N>Ap.Arg281Glnp.R281QP28300protein_codingdeleterious(0.02)possibly_damaging(0.821)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
LOXSNVMissense_Mutationrs566461481c.364N>Tp.Arg122Cysp.R122CP28300protein_codingdeleterious(0.01)benign(0.001)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LOXSNVMissense_Mutationc.76G>Ap.Ala26Thrp.A26TP28300protein_codingtolerated(0.61)benign(0)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LOXSNVMissense_Mutationc.842N>Ap.Arg281Glnp.R281QP28300protein_codingdeleterious(0.02)possibly_damaging(0.821)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
Page: 1 2 3 4 5 

Top

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
4015LOXENZYME, DRUGGABLE GENOMEinhibitor385612244
4015LOXENZYME, DRUGGABLE GENOMEinhibitor385612245
Page: 1