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
26065LSM14ACA_HPV_3HumanCervixCC1.29e-021.01e-010.0414
26065LSM14ACCI_1HumanCervixCC1.72e-024.84e-010.528
26065LSM14ACCI_2HumanCervixCC2.28e-067.43e-010.5249
26065LSM14ACCI_3HumanCervixCC2.90e-046.28e-010.516
26065LSM14AHTA11_3410_2000001011HumanColorectumAD3.75e-09-4.16e-010.0155
26065LSM14AHTA11_99999965104_69814HumanColorectumMSS3.83e-024.43e-010.281
26065LSM14AA001-C-207HumanColorectumFAP1.10e-03-2.48e-010.1278
26065LSM14AA015-C-203HumanColorectumFAP1.51e-26-4.68e-01-0.1294
26065LSM14AA015-C-204HumanColorectumFAP3.00e-08-2.24e-01-0.0228
26065LSM14AA014-C-040HumanColorectumFAP8.16e-07-5.55e-01-0.1184
26065LSM14AA002-C-201HumanColorectumFAP4.07e-16-3.64e-010.0324
26065LSM14AA002-C-203HumanColorectumFAP1.04e-05-1.76e-010.2786
26065LSM14AA001-C-119HumanColorectumFAP2.04e-08-3.36e-01-0.1557
26065LSM14AA001-C-108HumanColorectumFAP4.55e-19-3.33e-01-0.0272
26065LSM14AA002-C-205HumanColorectumFAP2.57e-26-4.64e-01-0.1236
26065LSM14AA014-C-108HumanColorectumFAP2.75e-03-4.01e-01-0.124
26065LSM14AA001-C-104HumanColorectumFAP2.27e-09-3.63e-010.0184
26065LSM14AA015-C-005HumanColorectumFAP2.26e-07-3.65e-01-0.0336
26065LSM14AA015-C-006HumanColorectumFAP4.76e-18-4.91e-01-0.0994
26065LSM14AA015-C-106HumanColorectumFAP3.04e-11-2.80e-01-0.0511
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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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:003434013EsophagusESCCresponse to type I interferon48/855258/187236.18e-091.26e-0748
GO:009030715EsophagusESCCmitotic spindle assembly52/855265/187231.41e-082.77e-0752
GO:00603375EsophagusESCCtype I interferon signaling pathway41/855250/187231.35e-072.17e-0641
GO:00713575EsophagusESCCcellular response to type I interferon42/855252/187232.15e-073.30e-0642
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:003406315EsophagusESCCstress granule assembly23/855226/187236.82e-066.90e-0523
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
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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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