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: MXRA5

Gene summary for MXRA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MXRA5

Gene ID

25878

Gene namematrix remodeling associated 5
Gene AliasMXRA5
CytomapXp22.33
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9NR99


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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
25878MXRA5LZE8THumanEsophagusESCC8.06e-041.35e-010.067
25878MXRA5LZE20THumanEsophagusESCC2.73e-032.06e-010.0662
25878MXRA5P5T-EHumanEsophagusESCC5.64e-053.91e-010.1327
25878MXRA5P8T-EHumanEsophagusESCC5.17e-135.56e-010.0889
25878MXRA5P9T-EHumanEsophagusESCC7.09e-075.17e-010.1131
25878MXRA5P10T-EHumanEsophagusESCC1.10e-185.46e-010.116
25878MXRA5P11T-EHumanEsophagusESCC3.35e-211.14e+000.1426
25878MXRA5P12T-EHumanEsophagusESCC1.12e-113.75e-010.1122
25878MXRA5P15T-EHumanEsophagusESCC2.50e-064.52e-010.1149
25878MXRA5P21T-EHumanEsophagusESCC3.89e-072.54e-010.1617
25878MXRA5P32T-EHumanEsophagusESCC2.29e-023.35e-010.1666
25878MXRA5P36T-EHumanEsophagusESCC2.00e-055.52e-010.1187
25878MXRA5P42T-EHumanEsophagusESCC3.30e-034.91e-010.1175
25878MXRA5P44T-EHumanEsophagusESCC1.02e-119.87e-010.1096
25878MXRA5P47T-EHumanEsophagusESCC3.74e-106.79e-010.1067
25878MXRA5P54T-EHumanEsophagusESCC4.50e-051.45e-010.0975
25878MXRA5P61T-EHumanEsophagusESCC4.08e-331.59e+000.099
25878MXRA5P62T-EHumanEsophagusESCC1.48e-051.68e-010.1302
25878MXRA5P65T-EHumanEsophagusESCC1.49e-042.78e-010.0978
25878MXRA5P79T-EHumanEsophagusESCC6.28e-134.43e-010.1154
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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
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
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:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00715598Oral cavityOSCCresponse to transforming growth factor beta140/7305256/187232.34e-073.70e-06140
GO:00715597ProstateBPHresponse to transforming growth factor beta76/3107256/187231.14e-072.73e-0676
GO:007155915ProstateTumorresponse to transforming growth factor beta76/3246256/187236.86e-071.40e-0576
GO:007155917SkincSCCresponse to transforming growth factor beta95/4864256/187235.21e-055.31e-0495
GO:007155919ThyroidPTCresponse to transforming growth factor beta131/5968256/187239.20e-113.17e-09131
GO:007155925ThyroidATCresponse to transforming growth factor beta142/6293256/187234.30e-131.94e-11142
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MXRA5SNVMissense_Mutationrs137882293c.5831N>Tp.Ser1944Leup.S1944LQ9NR99protein_codingtolerated(0.13)benign(0.081)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MXRA5SNVMissense_Mutationc.1417G>Ap.Gly473Serp.G473SQ9NR99protein_codingtolerated(1)benign(0)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MXRA5SNVMissense_Mutationc.819N>Tp.Met273Ilep.M273IQ9NR99protein_codingtolerated(1)benign(0)TCGA-A2-A1G1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MXRA5SNVMissense_Mutationc.2884N>Ap.Pro962Thrp.P962TQ9NR99protein_codingtolerated(0.57)benign(0.003)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MXRA5SNVMissense_Mutationc.4475N>Gp.Ala1492Glyp.A1492GQ9NR99protein_codingtolerated(0.06)benign(0.108)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
MXRA5SNVMissense_Mutationnovelc.4685N>Tp.Ser1562Phep.S1562FQ9NR99protein_codingtolerated(0.08)benign(0.062)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
MXRA5SNVMissense_Mutationc.1633N>Gp.Met545Valp.M545VQ9NR99protein_codingtolerated(1)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MXRA5SNVMissense_Mutationc.5077N>Ap.Asp1693Asnp.D1693NQ9NR99protein_codingtolerated(1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MXRA5SNVMissense_Mutationc.3619N>Ap.Asp1207Asnp.D1207NQ9NR99protein_codingtolerated(0.18)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MXRA5SNVMissense_Mutationnovelc.2665N>Ap.Asp889Asnp.D889NQ9NR99protein_codingdeleterious(0.03)possibly_damaging(0.739)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
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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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