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: LAMA4

Gene summary for LAMA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMA4

Gene ID

3910

Gene namelaminin subunit alpha 4
Gene AliasCMD1JJ
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

A0A0A0MQS9


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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
3910LAMA4HCC1_MengHumanLiverHCC1.20e-562.46e-010.0246
3910LAMA4cirrhotic3HumanLiverCirrhotic4.25e-051.93e-010.0215
3910LAMA4Pt13.bHumanLiverHCC3.57e-163.85e-010.0251
3910LAMA4S027HumanLiverHCC2.20e-064.57e-010.2446
3910LAMA4S028HumanLiverHCC5.52e-186.41e-010.2503
3910LAMA4S029HumanLiverHCC3.88e-186.80e-010.2581
3910LAMA4C04HumanOral cavityOSCC2.84e-03-5.08e-010.2633
3910LAMA4C21HumanOral cavityOSCC1.13e-04-4.37e-010.2678
3910LAMA4C43HumanOral cavityOSCC1.54e-13-5.08e-010.1704
3910LAMA4C46HumanOral cavityOSCC3.17e-13-5.08e-010.1673
3910LAMA4C51HumanOral cavityOSCC7.28e-03-3.02e-010.2674
3910LAMA4C57HumanOral cavityOSCC5.78e-07-4.99e-010.1679
3910LAMA4C08HumanOral cavityOSCC2.80e-08-4.51e-010.1919
3910LAMA4C09HumanOral cavityOSCC8.99e-06-3.24e-010.1431
3910LAMA4LN46HumanOral cavityOSCC1.99e-05-5.08e-010.1666
3910LAMA4EOLP-1HumanOral cavityEOLP4.53e-022.17e-01-0.0202
3910LAMA4NEOLP-1HumanOral cavityNEOLP6.21e-074.41e-01-0.0194
3910LAMA4NEOLP-2HumanOral cavityNEOLP5.78e-064.36e-01-0.0196
3910LAMA4NEOLP-3HumanOral cavityNEOLP1.72e-104.76e-01-0.0191
3910LAMA4SYSMH1HumanOral cavityOSCC2.38e-16-5.06e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:010610611LiverHCCcold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:012016111LiverHCCregulation of cold-induced thermogenesis76/7958144/187238.07e-033.18e-0276
GO:199084511LiverHCCadaptive thermogenesis81/7958157/187231.32e-024.72e-0281
GO:01061065Oral cavityOSCCcold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:01201615Oral cavityOSCCregulation of cold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:00016594Oral cavityOSCCtemperature homeostasis84/7305174/187237.84e-032.87e-0284
GO:19908454Oral cavityOSCCadaptive thermogenesis76/7305157/187231.02e-023.52e-0276
GO:00459957Oral cavityEOLPregulation of embryonic development15/221864/187236.83e-033.32e-0215
GO:004599513Oral cavityNEOLPregulation of embryonic development18/200564/187239.10e-051.12e-0318
GO:000165911Oral cavityNEOLPtemperature homeostasis30/2005174/187235.83e-033.04e-0230
GO:199084512Oral cavityNEOLPadaptive thermogenesis27/2005157/187238.87e-034.25e-0227
GO:0120163Oral cavityNEOLPnegative regulation of cold-induced thermogenesis11/200547/187239.45e-034.47e-0211
GO:010610612Oral cavityNEOLPcold-induced thermogenesis25/2005144/187231.02e-024.77e-0225
GO:012016112Oral cavityNEOLPregulation of cold-induced thermogenesis25/2005144/187231.02e-024.77e-0225
GO:010610621ThyroidATCcold-induced thermogenesis68/6293144/187234.70e-042.76e-0368
GO:012016121ThyroidATCregulation of cold-induced thermogenesis68/6293144/187234.70e-042.76e-0368
GO:199084521ThyroidATCadaptive thermogenesis71/6293157/187231.59e-037.99e-0371
GO:000165912ThyroidATCtemperature homeostasis73/6293174/187231.29e-024.51e-0273
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451021LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0514512LiverCirrhoticToxoplasmosis47/2530112/84654.16e-031.63e-021.00e-0247
hsa0451031LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0514513LiverCirrhoticToxoplasmosis47/2530112/84654.16e-031.63e-021.00e-0247
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0514521LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa052224LiverHCCSmall cell lung cancer57/402092/84653.54e-031.12e-026.22e-0357
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0514531LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa0522211LiverHCCSmall cell lung cancer57/402092/84653.54e-031.12e-026.22e-0357
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa052228Oral cavityOSCCSmall cell lung cancer66/370492/84654.43e-083.38e-071.72e-0766
hsa0514520Oral cavityOSCCToxoplasmosis75/3704112/84655.28e-073.16e-061.61e-0675
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa051468Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
hsa0516514Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa04510110Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
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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
LAMA4ITGA1_ITGB1LAMA4_ITGA1_ITGB1LAMININBreastADJ
LAMA4ITGA2_ITGB1LAMA4_ITGA2_ITGB1LAMININBreastADJ
LAMA4CD44LAMA4_CD44LAMININBreastADJ
LAMA4ITGA1_ITGB1LAMA4_ITGA1_ITGB1LAMININBreastDCIS
LAMA4ITGA2_ITGB1LAMA4_ITGA2_ITGB1LAMININBreastDCIS
LAMA4ITGA6_ITGB1LAMA4_ITGA6_ITGB1LAMININBreastDCIS
LAMA4ITGA7_ITGB1LAMA4_ITGA7_ITGB1LAMININBreastDCIS
LAMA4ITGA6_ITGB4LAMA4_ITGA6_ITGB4LAMININBreastDCIS
LAMA4CD44LAMA4_CD44LAMININBreastDCIS
LAMA4DAG1LAMA4_DAG1LAMININBreastDCIS
LAMA4ITGA1_ITGB1LAMA4_ITGA1_ITGB1LAMININBreastHealthy
LAMA4ITGA2_ITGB1LAMA4_ITGA2_ITGB1LAMININBreastHealthy
LAMA4ITGA6_ITGB1LAMA4_ITGA6_ITGB1LAMININBreastHealthy
LAMA4ITGA7_ITGB1LAMA4_ITGA7_ITGB1LAMININBreastHealthy
LAMA4ITGAV_ITGB8LAMA4_ITGAV_ITGB8LAMININBreastHealthy
LAMA4CD44LAMA4_CD44LAMININBreastHealthy
LAMA4ITGA1_ITGB1LAMA4_ITGA1_ITGB1LAMININBreastIDC
LAMA4ITGA6_ITGB1LAMA4_ITGA6_ITGB1LAMININBreastIDC
LAMA4CD44LAMA4_CD44LAMININBreastIDC
LAMA4ITGA1_ITGB1LAMA4_ITGA1_ITGB1LAMININBreastPrecancer
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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
LAMA4SNVMissense_Mutationc.3848N>Ap.Ser1283Tyrp.S1283Yprotein_codingdeleterious(0)possibly_damaging(0.847)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
LAMA4SNVMissense_Mutationc.4880N>Gp.Ser1627Cysp.S1627Cprotein_codingtolerated(0.14)probably_damaging(0.967)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LAMA4SNVMissense_Mutationrs148801194c.640N>Tp.Arg214Cysp.R214Cprotein_codingdeleterious(0.02)possibly_damaging(0.765)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LAMA4SNVMissense_Mutationnovelc.2828N>Ap.Gly943Glup.G943Eprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
LAMA4SNVMissense_Mutationc.5293C>Ap.His1765Asnp.H1765Nprotein_codingtolerated(0.34)benign(0.022)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LAMA4SNVMissense_Mutationc.4144G>Cp.Asp1382Hisp.D1382Hprotein_codingdeleterious(0)probably_damaging(0.985)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LAMA4SNVMissense_Mutationc.366C>Gp.Ile122Metp.I122Mprotein_codingtolerated(0.12)possibly_damaging(0.659)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LAMA4SNVMissense_Mutationnovelc.428N>Tp.Ala143Valp.A143Vprotein_codingdeleterious(0)probably_damaging(0.955)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LAMA4SNVMissense_Mutationnovelc.427N>Tp.Ala143Serp.A143Sprotein_codingdeleterious(0.02)probably_damaging(0.947)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LAMA4SNVMissense_Mutationc.1060G>Ap.Glu354Lysp.E354Kprotein_codingtolerated(0.4)benign(0.025)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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
3910LAMA4DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
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