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: LSM14A

Gene summary for LSM14A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LSM14A

Gene ID

26065

Gene nameLSM14A mRNA processing body assembly factor
Gene AliasC19orf13
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8ND56


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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
26065LSM14AC21HumanOral cavityOSCC3.91e-311.16e+000.2678
26065LSM14AC30HumanOral cavityOSCC1.07e-361.84e+000.3055
26065LSM14AC38HumanOral cavityOSCC9.67e-151.81e+000.172
26065LSM14AC43HumanOral cavityOSCC1.83e-399.24e-010.1704
26065LSM14AC46HumanOral cavityOSCC6.25e-216.51e-010.1673
26065LSM14AC51HumanOral cavityOSCC3.79e-127.68e-010.2674
26065LSM14AC57HumanOral cavityOSCC7.99e-125.07e-010.1679
26065LSM14AC06HumanOral cavityOSCC2.06e-041.40e+000.2699
26065LSM14AC07HumanOral cavityOSCC1.34e-028.71e-010.2491
26065LSM14AC08HumanOral cavityOSCC3.00e-359.59e-010.1919
26065LSM14AC09HumanOral cavityOSCC4.69e-104.85e-010.1431
26065LSM14ALN22HumanOral cavityOSCC4.46e-091.25e+000.1733
26065LSM14ALN46HumanOral cavityOSCC8.88e-066.27e-010.1666
26065LSM14AEOLP-1HumanOral cavityEOLP1.41e-062.98e-01-0.0202
26065LSM14ANEOLP-3HumanOral cavityNEOLP2.76e-043.27e-01-0.0191
26065LSM14ASYSMH1HumanOral cavityOSCC1.41e-053.56e-010.1127
26065LSM14ASYSMH2HumanOral cavityOSCC8.64e-106.67e-010.2326
26065LSM14ASYSMH3HumanOral cavityOSCC5.81e-176.50e-010.2442
26065LSM14AHTA12-15-2HumanPancreasPDAC1.16e-055.15e-010.2315
26065LSM14AHTA12-26-1HumanPancreasPDAC6.06e-106.66e-010.3728
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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
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
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: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
GO:00019612CervixCCpositive regulation of cytokine-mediated signaling pathway13/231150/187236.42e-033.58e-0213
GO:01400143CervixCCmitotic nuclear division50/2311287/187237.27e-033.91e-0250
GO:00607602CervixCCpositive regulation of response to cytokine stimulus14/231157/187238.17e-034.25e-0214
GO:0045089CervixCCpositive regulation of innate immune response26/2311131/187239.33e-034.66e-0226
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
LSM14ASNVMissense_Mutationc.1180N>Ap.Glu394Lysp.E394KQ8ND56protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LSM14AdeletionIn_Frame_Delnovelc.104_118delCCGTAGCCCTTGCCAp.Thr35_Ala39delp.T35_A39delQ8ND56protein_codingTCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
LSM14ASNVMissense_Mutationnovelc.1345N>Cp.Glu449Glnp.E449QQ8ND56protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.584)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
LSM14ASNVMissense_Mutationc.814C>Tp.Arg272Cysp.R272CQ8ND56protein_codingtolerated(0.06)benign(0.051)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
LSM14ASNVMissense_Mutationc.814C>Tp.Arg272Cysp.R272CQ8ND56protein_codingtolerated(0.06)benign(0.051)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LSM14ASNVMissense_Mutationnovelc.1312C>Tp.Arg438Cysp.R438CQ8ND56protein_codingtolerated_low_confidence(0.09)possibly_damaging(0.648)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LSM14ASNVMissense_Mutationc.580N>Gp.Thr194Alap.T194AQ8ND56protein_codingtolerated(0.1)benign(0.083)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
LSM14ASNVMissense_Mutationc.814C>Tp.Arg272Cysp.R272CQ8ND56protein_codingtolerated(0.06)benign(0.051)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LSM14ASNVMissense_Mutationrs377088182c.158N>Ap.Arg53Hisp.R53HQ8ND56protein_codingtolerated(0.05)possibly_damaging(0.76)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
LSM14ASNVMissense_Mutationc.526C>Ap.Gln176Lysp.Q176KQ8ND56protein_codingtolerated(0.06)benign(0.392)TCGA-F5-6864-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
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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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