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: LSM12

Gene summary for LSM12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LSM12

Gene ID

124801

Gene nameLSM12 homolog
Gene AliasPNAS-135
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q3MHD2


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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
124801LSM12LZE2DHumanEsophagusHGIN1.57e-044.21e-010.0642
124801LSM12LZE2THumanEsophagusESCC9.54e-065.50e-010.082
124801LSM12LZE4THumanEsophagusESCC4.82e-286.90e-010.0811
124801LSM12LZE5THumanEsophagusESCC1.40e-064.29e-010.0514
124801LSM12LZE7THumanEsophagusESCC3.42e-177.13e-010.0667
124801LSM12LZE8THumanEsophagusESCC5.66e-072.85e-010.067
124801LSM12LZE20THumanEsophagusESCC1.97e-041.75e-010.0662
124801LSM12LZE22D1HumanEsophagusHGIN5.14e-031.70e-010.0595
124801LSM12LZE22THumanEsophagusESCC1.00e-095.03e-010.068
124801LSM12LZE24THumanEsophagusESCC5.18e-346.87e-010.0596
124801LSM12LZE21THumanEsophagusESCC1.57e-074.97e-010.0655
124801LSM12LZE6THumanEsophagusESCC3.41e-186.15e-010.0845
124801LSM12P1T-EHumanEsophagusESCC1.88e-227.38e-010.0875
124801LSM12P2T-EHumanEsophagusESCC1.30e-517.94e-010.1177
124801LSM12P4T-EHumanEsophagusESCC7.71e-611.22e+000.1323
124801LSM12P5T-EHumanEsophagusESCC1.88e-751.34e+000.1327
124801LSM12P8T-EHumanEsophagusESCC6.40e-396.69e-010.0889
124801LSM12P9T-EHumanEsophagusESCC8.50e-305.76e-010.1131
124801LSM12P10T-EHumanEsophagusESCC1.09e-263.94e-010.116
124801LSM12P11T-EHumanEsophagusESCC9.33e-277.76e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
LSM12SNVMissense_Mutationnovelc.433C>Tp.Pro145Serp.P145SQ3MHD2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0T1-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyherceptinSD
LSM12insertionIn_Frame_Insnovelc.410_411insTGGGTTTTTCTTAGCp.Met137delinsIleGlyPhePheLeuAlap.M137delinsIGFFLAQ3MHD2protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LSM12deletionFrame_Shift_Delc.248delNp.Asn83MetfsTer17p.N83Mfs*17Q3MHD2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LSM12SNVMissense_Mutationc.383A>Cp.Lys128Thrp.K128TQ3MHD2protein_codingtolerated(0.95)possibly_damaging(0.84)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
LSM12SNVMissense_Mutationnovelc.449N>Gp.Asn150Serp.N150SQ3MHD2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
LSM12SNVMissense_Mutationnovelc.485N>Cp.Val162Alap.V162AQ3MHD2protein_codingdeleterious(0)benign(0.132)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LSM12SNVMissense_Mutationnovelc.295N>Ap.Leu99Metp.L99MQ3MHD2protein_codingtolerated(0.06)benign(0.243)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LSM12SNVMissense_Mutationc.403N>Ap.Val135Ilep.V135IQ3MHD2protein_codingtolerated(0.46)benign(0.003)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LSM12SNVMissense_Mutationc.59N>Ap.Cys20Tyrp.C20YQ3MHD2protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LSM12SNVMissense_Mutationnovelc.212N>Tp.Asp71Valp.D71VQ3MHD2protein_codingdeleterious(0)benign(0.207)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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