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: LAMA3

Gene summary for LAMA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LAMA3

Gene ID

3909

Gene namelaminin subunit alpha 3
Gene AliasBM600
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A0A6YYF2


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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
3909LAMA3CA_HPV_1HumanCervixCC2.31e-05-2.15e-010.0264
3909LAMA3CA_HPV_3HumanCervixCC2.97e-021.36e-010.0414
3909LAMA3HSIL_HPV_1HumanCervixHSIL_HPV1.65e-04-2.29e-010.0116
3909LAMA3CCI_1HumanCervixCC6.95e-078.05e-010.528
3909LAMA3CCI_3HumanCervixCC1.15e-099.08e-010.516
3909LAMA3T3HumanCervixCC2.30e-032.16e-010.1389
3909LAMA3HTA11_1938_2000001011HumanColorectumAD4.43e-169.01e-01-0.0811
3909LAMA3HTA11_78_2000001011HumanColorectumAD6.85e-064.65e-01-0.1088
3909LAMA3HTA11_347_2000001011HumanColorectumAD2.37e-022.84e-01-0.1954
3909LAMA3HTA11_866_2000001011HumanColorectumAD1.57e-032.69e-01-0.1001
3909LAMA3HTA11_1391_2000001011HumanColorectumAD1.30e-054.16e-01-0.059
3909LAMA3HTA11_10711_2000001011HumanColorectumAD5.94e-033.39e-010.0338
3909LAMA3HTA11_7696_3000711011HumanColorectumAD7.75e-114.69e-010.0674
3909LAMA3HTA11_6818_2000001011HumanColorectumAD4.01e-045.41e-010.0112
3909LAMA3A002-C-205HumanColorectumFAP3.84e-021.38e-01-0.1236
3909LAMA3LZE4THumanEsophagusESCC6.90e-033.28e-010.0811
3909LAMA3LZE8THumanEsophagusESCC4.12e-023.46e-010.067
3909LAMA3LZE24THumanEsophagusESCC2.99e-022.51e-010.0596
3909LAMA3P2T-EHumanEsophagusESCC1.26e-102.67e-010.1177
3909LAMA3P4T-EHumanEsophagusESCC4.73e-113.57e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
∗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:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00072295CervixCCintegrin-mediated signaling pathway34/2311107/187231.01e-075.25e-0634
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00459955CervixCCregulation of embryonic development19/231164/187231.78e-042.09e-0319
GO:00074923CervixCCendoderm development20/231177/187238.40e-047.30e-0320
GO:0001704CervixCCformation of primary germ layer27/2311121/187231.49e-031.16e-0227
GO:00017384CervixCCmorphogenesis of a polarized epithelium22/231194/187232.09e-031.52e-0222
GO:000854413CervixHSIL_HPVepidermis development38/737324/187231.92e-093.23e-0738
GO:000722913CervixHSIL_HPVintegrin-mediated signaling pathway19/737107/187233.37e-082.76e-0619
GO:00017041CervixHSIL_HPVformation of primary germ layer13/737121/187239.63e-041.20e-0213
GO:000736911CervixHSIL_HPVgastrulation16/737185/187232.71e-032.58e-0216
GO:0001706CervixHSIL_HPVendoderm formation7/73754/187235.04e-034.12e-027
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0045995ColorectumADregulation of embryonic development24/391864/187231.72e-031.43e-0224
GO:0001738ColorectumADmorphogenesis of a polarized epithelium31/391894/187234.30e-032.95e-0231
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0008544ColorectumADepidermis development87/3918324/187235.99e-033.76e-0287
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0514514CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa052226CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0514515CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa0522213CervixCCSmall cell lung cancer29/126792/84654.38e-053.09e-041.83e-0429
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0514612CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0514522CervixHSIL_HPVToxoplasmosis22/459112/84651.07e-073.14e-062.54e-0622
hsa0522222CervixHSIL_HPVSmall cell lung cancer13/45992/84651.30e-039.51e-037.68e-0313
hsa045124CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
hsa0451023CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa0514532CervixHSIL_HPVToxoplasmosis22/459112/84651.07e-073.14e-062.54e-0622
hsa0522232CervixHSIL_HPVSmall cell lung cancer13/45992/84651.30e-039.51e-037.68e-0313
hsa0451211CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
hsa0451033CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
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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
LAMA3ITGA1_ITGB1LAMA3_ITGA1_ITGB1LAMININBreastDCIS
LAMA3ITGA2_ITGB1LAMA3_ITGA2_ITGB1LAMININBreastDCIS
LAMA3ITGA6_ITGB1LAMA3_ITGA6_ITGB1LAMININBreastDCIS
LAMA3ITGA7_ITGB1LAMA3_ITGA7_ITGB1LAMININBreastDCIS
LAMA3ITGA6_ITGB4LAMA3_ITGA6_ITGB4LAMININBreastDCIS
LAMA3CD44LAMA3_CD44LAMININBreastDCIS
LAMA3DAG1LAMA3_DAG1LAMININBreastDCIS
LAMA3ITGA1_ITGB1LAMA3_ITGA1_ITGB1LAMININBreastHealthy
LAMA3ITGA2_ITGB1LAMA3_ITGA2_ITGB1LAMININBreastHealthy
LAMA3ITGA6_ITGB1LAMA3_ITGA6_ITGB1LAMININBreastHealthy
LAMA3ITGA7_ITGB1LAMA3_ITGA7_ITGB1LAMININBreastHealthy
LAMA3ITGAV_ITGB8LAMA3_ITGAV_ITGB8LAMININBreastHealthy
LAMA3CD44LAMA3_CD44LAMININBreastHealthy
LAMA3ITGA1_ITGB1LAMA3_ITGA1_ITGB1LAMININCervixADJ
LAMA3ITGA2_ITGB1LAMA3_ITGA2_ITGB1LAMININCervixADJ
LAMA3ITGA3_ITGB1LAMA3_ITGA3_ITGB1LAMININCervixADJ
LAMA3ITGA6_ITGB1LAMA3_ITGA6_ITGB1LAMININCervixADJ
LAMA3ITGA7_ITGB1LAMA3_ITGA7_ITGB1LAMININCervixADJ
LAMA3ITGAV_ITGB8LAMA3_ITGAV_ITGB8LAMININCervixADJ
LAMA3ITGA6_ITGB4LAMA3_ITGA6_ITGB4LAMININCervixADJ
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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
LAMA3SNVMissense_Mutationc.9901N>Ap.Gly3301Serp.G3301SQ16787protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
LAMA3SNVMissense_Mutationrs756402937c.9533N>Tp.Pro3178Leup.P3178LQ16787protein_codingtolerated(1)probably_damaging(0.925)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LAMA3SNVMissense_Mutationrs763626668c.4558N>Tp.Ala1520Serp.A1520SQ16787protein_codingdeleterious(0.03)possibly_damaging(0.458)TCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LAMA3SNVMissense_Mutationc.1510N>Ap.Asp504Asnp.D504NQ16787protein_codingdeleterious(0.05)benign(0.059)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
LAMA3SNVMissense_Mutationc.8153G>Ap.Gly2718Glup.G2718EQ16787protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LAMA3SNVMissense_Mutationnovelc.727N>Gp.Phe243Valp.F243VQ16787protein_codingdeleterious(0.02)benign(0.111)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LAMA3SNVMissense_Mutationrs759912753c.5580G>Ap.Met1860Ilep.M1860IQ16787protein_codingtolerated(0.27)benign(0.007)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LAMA3SNVMissense_Mutationc.4793G>Ap.Arg1598Hisp.R1598HQ16787protein_codingtolerated(0.13)benign(0.009)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
LAMA3SNVMissense_Mutationnovelc.4450G>Cp.Glu1484Glnp.E1484QQ16787protein_codingtolerated(0.06)benign(0.312)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LAMA3SNVMissense_Mutationrs774924039c.6700C>Ap.Gln2234Lysp.Q2234KQ16787protein_codingtolerated(0.16)benign(0.024)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
3909LAMA3DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
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