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: LSM1

Gene summary for LSM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LSM1

Gene ID

27257

Gene nameLSM1 homolog, mRNA degradation associated
Gene AliasCASM
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

A0A0S2Z590


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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
27257LSM1GSM4909291HumanBreastIDC6.32e-033.49e-010.1753
27257LSM1GSM4909296HumanBreastIDC4.64e-04-6.91e-020.1524
27257LSM1GSM4909297HumanBreastIDC6.30e-175.33e-010.1517
27257LSM1GSM4909308HumanBreastIDC6.73e-043.05e-010.158
27257LSM1GSM4909309HumanBreastIDC8.63e-135.17e-010.0483
27257LSM1GSM4909311HumanBreastIDC7.79e-14-1.80e-010.1534
27257LSM1GSM4909312HumanBreastIDC3.51e-06-1.30e-010.1552
27257LSM1GSM4909313HumanBreastIDC1.46e-03-1.44e-010.0391
27257LSM1GSM4909317HumanBreastIDC3.39e-165.37e-010.1355
27257LSM1GSM4909318HumanBreastIDC6.17e-201.08e+000.2031
27257LSM1GSM4909319HumanBreastIDC2.50e-19-6.03e-020.1563
27257LSM1GSM4909321HumanBreastIDC6.95e-07-7.68e-020.1559
27257LSM1brca1HumanBreastPrecancer1.82e-033.27e-01-0.0338
27257LSM1NCCBC14HumanBreastDCIS1.15e-026.47e-020.2021
27257LSM1NCCBC2HumanBreastDCIS1.12e-064.76e-010.1554
27257LSM1NCCBC5HumanBreastDCIS1.12e-041.01e-030.2046
27257LSM1P1HumanBreastIDC1.80e-08-2.00e-010.1527
27257LSM1P2HumanBreastIDC1.25e-268.66e-010.21
27257LSM1DCIS2HumanBreastDCIS2.87e-358.78e-020.0085
27257LSM1LZE2THumanEsophagusESCC1.28e-038.37e-010.082
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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
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:003465522BreastDCISnucleobase-containing compound catabolic process47/1390407/187231.69e-031.68e-0247
GO:190136122BreastDCISorganic cyclic compound catabolic process55/1390495/187231.75e-031.71e-0255
GO:004670022BreastDCISheterocycle catabolic process50/1390445/187232.19e-032.03e-0250
GO:001943922BreastDCISaromatic compound catabolic process51/1390467/187233.58e-032.92e-0251
GO:004427022BreastDCIScellular nitrogen compound catabolic process49/1390451/187234.68e-033.56e-0249
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00022212CervixCCpattern recognition receptor signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00027534CervixCCcytoplasmic pattern recognition receptor signaling pathway18/231160/187232.26e-042.55e-0318
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
GO:00395292CervixCCRIG-I signaling pathway10/231127/187239.25e-047.84e-0310
GO:00028331CervixCCpositive regulation of response to biotic stimulus35/2311168/187231.23e-039.87e-0335
GO:00985863CervixCCcellular response to virus20/231184/187232.62e-031.81e-0220
GO:00395281CervixCCcytoplasmic pattern recognition receptor signaling pathway in response to virus10/231134/187236.40e-033.58e-0210
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030186BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0301811BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa0301810EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301815EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301823Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301833Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa030188ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301813ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
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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
LSM1SNVMissense_Mutationnovelc.98N>Ap.Arg33Lysp.R33KO15116protein_codingdeleterious(0.04)possibly_damaging(0.71)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LSM1SNVMissense_Mutationc.146N>Ap.Arg49Hisp.R49HO15116protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LSM1SNVMissense_Mutationc.364N>Ap.Leu122Ilep.L122IO15116protein_codingtolerated(0.05)benign(0.209)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LSM1SNVMissense_Mutationc.176T>Gp.Ile59Serp.I59SO15116protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LSM1deletionFrame_Shift_Delc.165delAp.Lys55AsnfsTer20p.K55Nfs*20O15116protein_codingTCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LSM1SNVMissense_Mutationnovelc.238G>Ap.Glu80Lysp.E80KO15116protein_codingtolerated(0.15)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LSM1SNVMissense_Mutationnovelc.312N>Tp.Gln104Hisp.Q104HO15116protein_codingdeleterious(0.02)benign(0.428)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
LSM1SNVMissense_Mutationnovelc.382N>Ap.Asp128Asnp.D128NO15116protein_codingdeleterious(0.02)benign(0.006)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
LSM1SNVMissense_Mutationnovelc.145C>Tp.Arg49Cysp.R49CO15116protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
LSM1SNVMissense_Mutationc.263N>Gp.Gln88Argp.Q88RO15116protein_codingtolerated(0.3)benign(0.001)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid 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
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