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: LAMA5

Gene summary for LAMA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMA5

Gene ID

3911

Gene namelaminin subunit alpha 5
Gene AliasLAMA5
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O15230


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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
3911LAMA5AEH-subject1HumanEndometriumAEH2.80e-033.35e-01-0.3059
3911LAMA5AEH-subject2HumanEndometriumAEH2.49e-063.93e-01-0.2525
3911LAMA5AEH-subject3HumanEndometriumAEH2.54e-033.29e-01-0.2576
3911LAMA5EEC-subject2HumanEndometriumEEC8.69e-125.34e-01-0.2607
3911LAMA5GSM5276934HumanEndometriumEEC5.48e-03-1.50e-01-0.0913
3911LAMA5GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC9.91e-101.19e-01-0.1869
3911LAMA5GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.30e-081.42e-01-0.1875
3911LAMA5GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC9.95e-111.92e-01-0.1883
3911LAMA5GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.77e-022.60e-01-0.1934
3911LAMA5GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.71e-141.97e-01-0.1917
3911LAMA5GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.37e-122.27e-01-0.1916
3911LAMA5GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.45e-338.49e-01-0.1269
3911LAMA5LZE4THumanEsophagusESCC3.63e-114.82e-020.0811
3911LAMA5LZE5THumanEsophagusESCC4.18e-023.74e-010.0514
3911LAMA5LZE7THumanEsophagusESCC8.82e-052.97e-010.0667
3911LAMA5LZE8THumanEsophagusESCC9.69e-092.02e-010.067
3911LAMA5LZE20THumanEsophagusESCC2.55e-074.12e-010.0662
3911LAMA5LZE22D1HumanEsophagusHGIN7.31e-039.15e-020.0595
3911LAMA5LZE24D1HumanEsophagusHGIN3.98e-023.21e-010.054
3911LAMA5LZE24THumanEsophagusESCC8.98e-113.64e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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:00315899EndometriumAEHcell-substrate adhesion87/2100363/187233.51e-125.70e-1087
GO:003444610EndometriumAEHsubstrate adhesion-dependent cell spreading33/2100108/187234.45e-082.43e-0633
GO:007265914EndometriumAEHprotein localization to plasma membrane63/2100284/187237.58e-083.92e-0663
GO:00072296EndometriumAEHintegrin-mediated signaling pathway32/2100107/187231.24e-075.80e-0632
GO:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:19907789EndometriumAEHprotein localization to cell periphery68/2100333/187236.38e-072.38e-0568
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:004873216EndometriumAEHgland development83/2100436/187238.62e-073.11e-0583
GO:00016556EndometriumAEHurogenital system development67/2100338/187232.30e-066.76e-0567
GO:00720015EndometriumAEHrenal system development61/2100302/187233.43e-069.24e-0561
GO:00605627EndometriumAEHepithelial tube morphogenesis63/2100325/187239.63e-062.23e-0463
GO:00226129EndometriumAEHgland morphogenesis30/2100118/187231.21e-052.68e-0430
GO:00611384EndometriumAEHmorphogenesis of a branching epithelium40/2100182/187232.16e-054.20e-0440
GO:00018224EndometriumAEHkidney development57/2100293/187232.25e-054.35e-0457
GO:00017637EndometriumAEHmorphogenesis of a branching structure42/2100196/187232.58e-054.86e-0442
GO:00609932EndometriumAEHkidney morphogenesis24/210093/187236.73e-051.04e-0324
GO:00075174EndometriumAEHmuscle organ development60/2100327/187238.19e-051.22e-0360
GO:00487542EndometriumAEHbranching morphogenesis of an epithelial tube33/2100151/187231.22e-041.68e-0333
GO:00487625EndometriumAEHmesenchymal cell differentiation46/2100236/187231.27e-041.74e-0346
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451015EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa051466EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa0451016EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0514613EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa0451024EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0514516EndometriumEECToxoplasmosis28/1237112/84652.48e-031.48e-021.11e-0228
hsa0451034EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0514517EndometriumEECToxoplasmosis28/1237112/84652.48e-031.48e-021.11e-0228
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa052229EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0522216EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0451021LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
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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
LAMA5ITGA1_ITGB1LAMA5_ITGA1_ITGB1LAMININCervixADJ
LAMA5ITGA2_ITGB1LAMA5_ITGA2_ITGB1LAMININCervixADJ
LAMA5ITGA3_ITGB1LAMA5_ITGA3_ITGB1LAMININCervixADJ
LAMA5ITGA6_ITGB1LAMA5_ITGA6_ITGB1LAMININCervixADJ
LAMA5ITGA7_ITGB1LAMA5_ITGA7_ITGB1LAMININCervixADJ
LAMA5ITGAV_ITGB8LAMA5_ITGAV_ITGB8LAMININCervixADJ
LAMA5ITGA6_ITGB4LAMA5_ITGA6_ITGB4LAMININCervixADJ
LAMA5CD44LAMA5_CD44LAMININCervixADJ
LAMA5ITGA1_ITGB1LAMA5_ITGA1_ITGB1LAMININCervixCC
LAMA5ITGA2_ITGB1LAMA5_ITGA2_ITGB1LAMININCervixCC
LAMA5ITGA3_ITGB1LAMA5_ITGA3_ITGB1LAMININCervixCC
LAMA5ITGA6_ITGB1LAMA5_ITGA6_ITGB1LAMININCervixCC
LAMA5ITGA7_ITGB1LAMA5_ITGA7_ITGB1LAMININCervixCC
LAMA5ITGA9_ITGB1LAMA5_ITGA9_ITGB1LAMININCervixCC
LAMA5ITGAV_ITGB8LAMA5_ITGAV_ITGB8LAMININCervixCC
LAMA5ITGA6_ITGB4LAMA5_ITGA6_ITGB4LAMININCervixCC
LAMA5CD44LAMA5_CD44LAMININCervixCC
LAMA5ITGA1_ITGB1LAMA5_ITGA1_ITGB1LAMININCervixPrecancer
LAMA5ITGA3_ITGB1LAMA5_ITGA3_ITGB1LAMININCervixPrecancer
LAMA5ITGA6_ITGB1LAMA5_ITGA6_ITGB1LAMININCervixPrecancer
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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
LAMA5SNVMissense_Mutationnovelc.505C>Gp.Leu169Valp.L169VO15230protein_codingdeleterious(0)possibly_damaging(0.559)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LAMA5SNVMissense_Mutationrs745963258c.2186G>Tp.Gly729Valp.G729VO15230protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LAMA5SNVMissense_Mutationrs745963258c.2186N>Tp.Gly729Valp.G729VO15230protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TQ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
LAMA5SNVMissense_Mutationc.4897N>Ap.Ala1633Thrp.A1633TO15230protein_codingdeleterious(0.03)possibly_damaging(0.634)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
LAMA5SNVMissense_Mutationrs553907113c.7400N>Tp.Pro2467Leup.P2467LO15230protein_codingtolerated(0.06)possibly_damaging(0.766)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LAMA5SNVMissense_Mutationrs139977032c.1958N>Ap.Arg653Hisp.R653HO15230protein_codingtolerated(0.45)benign(0.011)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
LAMA5SNVMissense_Mutationrs745963258c.2186N>Tp.Gly729Valp.G729VO15230protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LAMA5SNVMissense_Mutationc.4290N>Gp.Phe1430Leup.F1430LO15230protein_codingdeleterious(0)possibly_damaging(0.835)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
LAMA5SNVMissense_Mutationc.9707N>Ap.Pro3236Glnp.P3236QO15230protein_codingtolerated(0.5)possibly_damaging(0.579)TCGA-D8-A1JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone TherapydoxorubicineSD
LAMA5SNVMissense_Mutationc.3634N>Ap.Ala1212Thrp.A1212TO15230protein_codingtolerated(1)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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
3911LAMA5DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
3911LAMA5DRUGGABLE GENOMERBC9763582
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