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: LMNA

Gene summary for LMNA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMNA

Gene ID

4000

Gene namelamin A/C
Gene AliasCDCD1
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P02545


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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
4000LMNAGSM4909282HumanBreastIDC2.01e-113.94e-01-0.0288
4000LMNAGSM4909287HumanBreastIDC3.68e-052.31e-010.2057
4000LMNAGSM4909288HumanBreastIDC8.50e-03-9.63e-020.0988
4000LMNAGSM4909291HumanBreastIDC3.37e-073.98e-010.1753
4000LMNAGSM4909294HumanBreastIDC1.18e-08-5.17e-010.2022
4000LMNAGSM4909295HumanBreastIDC4.43e-206.19e-010.0898
4000LMNAGSM4909296HumanBreastIDC1.15e-11-4.52e-010.1524
4000LMNAGSM4909297HumanBreastIDC1.62e-16-1.18e-010.1517
4000LMNAGSM4909299HumanBreastIDC1.01e-083.54e-010.035
4000LMNAGSM4909300HumanBreastIDC3.16e-145.43e-010.0334
4000LMNAGSM4909301HumanBreastIDC4.05e-13-5.63e-010.1577
4000LMNAGSM4909302HumanBreastIDC1.13e-03-3.31e-010.1545
4000LMNAGSM4909304HumanBreastIDC1.14e-06-4.23e-010.1636
4000LMNAGSM4909308HumanBreastIDC2.04e-053.45e-010.158
4000LMNAGSM4909309HumanBreastIDC2.93e-038.91e-020.0483
4000LMNAGSM4909311HumanBreastIDC2.12e-42-4.36e-010.1534
4000LMNAGSM4909312HumanBreastIDC1.23e-07-6.33e-020.1552
4000LMNAGSM4909313HumanBreastIDC2.02e-295.57e-010.0391
4000LMNAGSM4909317HumanBreastIDC1.82e-114.35e-010.1355
4000LMNAGSM4909319HumanBreastIDC3.08e-54-1.04e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:00316479BreastPrecancerregulation of protein stability38/1080298/187233.73e-061.19e-0438
GO:00018367BreastPrecancerrelease of cytochrome c from mitochondria14/108059/187234.80e-061.47e-0414
GO:20012369BreastPrecancerregulation of extrinsic apoptotic signaling pathway24/1080151/187235.78e-061.70e-0424
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:20012379BreastPrecancernegative regulation of extrinsic apoptotic signaling pathway16/108097/187231.29e-042.24e-0316
GO:00901996BreastPrecancerregulation of release of cytochrome c from mitochondria10/108048/187233.43e-044.81e-0310
GO:00108217BreastPrecancerregulation of mitochondrion organization19/1080144/187236.26e-047.78e-0319
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:00075694BreastPrecancercell aging17/1080132/187231.55e-031.59e-0217
GO:00108237BreastPrecancernegative regulation of mitochondrion organization9/108049/187231.74e-031.74e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0421013BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0421022BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0421032BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0421041BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0421051BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa042109CervixCCApoptosis36/1267136/84653.21e-041.68e-039.91e-0436
hsa0421014CervixCCApoptosis36/1267136/84653.21e-041.68e-039.91e-0436
hsa0421023CervixHSIL_HPVApoptosis16/459136/84652.74e-031.78e-021.44e-0216
hsa054127CervixHSIL_HPVArrhythmogenic right ventricular cardiomyopathy10/45977/84658.34e-034.70e-023.80e-0210
hsa0421033CervixHSIL_HPVApoptosis16/459136/84652.74e-031.78e-021.44e-0216
hsa0541212CervixHSIL_HPVArrhythmogenic right ventricular cardiomyopathy10/45977/84658.34e-034.70e-023.80e-0210
hsa04210ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa042101ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa05412ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa054121ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa0421020EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa04210110EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
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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
LMNASNVMissense_Mutationnovelc.1700N>Tp.Gly567Valp.G567VP02545protein_codingtolerated(0.28)benign(0.272)TCGA-A2-A4RX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMNASNVMissense_Mutationnovelc.1660N>Ap.Glu554Lysp.E554KP02545protein_codingdeleterious(0.01)benign(0.132)TCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
LMNASNVMissense_Mutationrs267607571c.569N>Ap.Arg190Glnp.R190QP02545protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
LMNASNVMissense_Mutationrs794728602c.250N>Ap.Glu84Lysp.E84KP02545protein_codingdeleterious(0)probably_damaging(0.981)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
LMNASNVMissense_Mutationnovelc.1498N>Tp.Ala500Serp.A500SP02545protein_codingtolerated(0.53)benign(0.006)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
LMNASNVMissense_Mutationrs397517912c.868N>Ap.Glu290Lysp.E290KP02545protein_codingdeleterious(0)probably_damaging(0.953)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
LMNASNVMissense_Mutationrs760743233c.466C>Tp.Arg156Cysp.R156CP02545protein_codingdeleterious(0)benign(0.381)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LMNASNVMissense_Mutationrs397517913c.986N>Ap.Arg329Hisp.R329HP02545protein_codingtolerated(0.13)benign(0.111)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LMNASNVMissense_Mutationrs397517895c.154N>Gp.Leu52Valp.L52VP02545protein_codingdeleterious(0)probably_damaging(0.986)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LMNASNVMissense_Mutationrs200466188c.1487N>Tp.Thr496Metp.T496MP02545protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
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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
4000LMNACLINICALLY ACTIONABLE, DRUGGABLE GENOMEHISTAMINEHISTAMINE
4000LMNACLINICALLY ACTIONABLE, DRUGGABLE GENOMESU-4312CHEMBL328710
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