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: LSM3

Gene summary for LSM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LSM3

Gene ID

27258

Gene nameLSM3 homolog, U6 small nuclear RNA and mRNA degradation associated
Gene AliasSMX4
Cytomap3p25.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P62310


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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
27258LSM3GSM4909281HumanBreastIDC1.00e-165.55e-010.21
27258LSM3GSM4909285HumanBreastIDC1.40e-104.98e-010.21
27258LSM3GSM4909286HumanBreastIDC2.74e-021.91e-010.1081
27258LSM3GSM4909288HumanBreastIDC1.36e-023.19e-010.0988
27258LSM3GSM4909290HumanBreastIDC6.02e-176.16e-010.2096
27258LSM3GSM4909293HumanBreastIDC1.13e-175.52e-010.1581
27258LSM3GSM4909294HumanBreastIDC2.11e-194.75e-010.2022
27258LSM3GSM4909296HumanBreastIDC4.99e-09-1.93e-020.1524
27258LSM3GSM4909297HumanBreastIDC9.59e-163.05e-020.1517
27258LSM3GSM4909298HumanBreastIDC1.44e-043.96e-010.1551
27258LSM3GSM4909301HumanBreastIDC1.89e-063.00e-010.1577
27258LSM3GSM4909308HumanBreastIDC6.22e-083.86e-010.158
27258LSM3GSM4909311HumanBreastIDC2.22e-34-2.02e-010.1534
27258LSM3GSM4909312HumanBreastIDC8.43e-12-3.42e-020.1552
27258LSM3GSM4909315HumanBreastIDC9.65e-559.54e-010.21
27258LSM3GSM4909316HumanBreastIDC1.85e-258.27e-010.21
27258LSM3GSM4909317HumanBreastIDC3.81e-063.71e-010.1355
27258LSM3GSM4909318HumanBreastIDC1.88e-127.44e-010.2031
27258LSM3GSM4909319HumanBreastIDC4.14e-40-1.38e-010.1563
27258LSM3GSM4909320HumanBreastIDC2.20e-047.53e-020.1575
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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
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
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
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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
GO:000838024BreastDCISRNA splicing73/1390434/187233.05e-115.08e-0973
GO:000037524BreastDCISRNA splicing, via transesterification reactions58/1390324/187232.89e-103.34e-0858
GO:000037724BreastDCISRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1390320/187235.01e-105.35e-0857
GO:000039824BreastDCISmRNA splicing, via spliceosome57/1390320/187235.01e-105.35e-0857
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
GO:00339626CervixCCP-body assembly7/231121/187231.04e-024.97e-027
GO:000838015CervixN_HPVRNA splicing23/534434/187233.44e-032.80e-0223
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa030186BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0301811BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030409EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304014EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304024EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa030187EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
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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
LSM3SNVMissense_Mutationnovelc.193N>Ap.Glu65Lysp.E65KP62310protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-Q1-A5R1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LSM3SNVMissense_Mutationc.122N>Ap.Gly41Aspp.G41DP62310protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LSM3SNVMissense_Mutationrs776138749c.283N>Ap.Val95Ilep.V95IP62310protein_codingtolerated(0.51)benign(0.122)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LSM3SNVMissense_Mutationnovelc.179C>Ap.Thr60Asnp.T60NP62310protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
LSM3SNVMissense_Mutationnovelc.107N>Tp.Asp36Valp.D36VP62310protein_codingdeleterious(0)probably_damaging(0.968)TCGA-55-6982-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapygemzarPD
LSM3SNVMissense_Mutationnovelc.259G>Ap.Val87Ilep.V87IP62310protein_codingtolerated(0.15)benign(0.029)TCGA-85-A50M-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
LSM3SNVMissense_Mutationnovelc.143N>Gp.Gln48Argp.Q48RP62310protein_codingtolerated(0.06)probably_damaging(0.967)TCGA-XK-AAIW-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
LSM3SNVMissense_Mutationc.31N>Gp.Thr11Alap.T11AP62310protein_codingtolerated(0.42)benign(0)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
LSM3SNVMissense_Mutationnovelc.253N>Ap.Leu85Ilep.L85IP62310protein_codingtolerated(0.08)possibly_damaging(0.764)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
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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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