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: TMEM106A

Gene summary for TMEM106A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM106A

Gene ID

113277

Gene nametransmembrane protein 106A
Gene AliasTMEM106A
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96A25


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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
113277TMEM106AHCC1_MengHumanLiverHCC1.76e-071.20e-040.0246
113277TMEM106AHCC2_MengHumanLiverHCC9.71e-053.86e-020.0107
113277TMEM106AHCC1HumanLiverHCC9.56e-101.12e+000.5336
113277TMEM106AHCC2HumanLiverHCC1.44e-162.36e+000.5341
113277TMEM106AHCC5HumanLiverHCC2.46e-171.44e+000.4932
113277TMEM106AS029HumanLiverHCC8.93e-053.37e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:200105722LiverHCCreactive nitrogen species metabolic process51/795882/187232.50e-041.86e-0351
GO:004620922LiverHCCnitric oxide metabolic process50/795881/187233.72e-042.56e-0350
GO:008016422LiverHCCregulation of nitric oxide metabolic process41/795864/187234.06e-042.74e-0341
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:190440712LiverHCCpositive regulation of nitric oxide metabolic process25/795841/187231.31e-024.69e-0225
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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
TMEM106ASNVMissense_Mutationc.159N>Gp.Asp53Glup.D53EQ96A25protein_codingtolerated(0.43)benign(0)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TMEM106AinsertionFrame_Shift_Insnovelc.180_181insCTTTTCTCATTAGTGAAACCCCCGCCCCTGAAGAATGGGTp.Thr61LeufsTer87p.T61Lfs*87Q96A25protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
TMEM106AinsertionIn_Frame_Insnovelc.421_422insCAGAATTTGTTATCGGCTp.Asn141delinsThrGluPheValIleGlyTyrp.N141delinsTEFVIGYQ96A25protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TMEM106ASNVMissense_Mutationrs148483239c.298G>Ap.Val100Metp.V100MQ96A25protein_codingdeleterious(0.01)possibly_damaging(0.781)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TMEM106ASNVMissense_Mutationc.158N>Gp.Asp53Glyp.D53GQ96A25protein_codingtolerated(1)benign(0)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM106ASNVMissense_Mutationc.143N>Cp.Cys48Serp.C48SQ96A25protein_codingtolerated(0.21)benign(0.093)TCGA-F5-6864-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
TMEM106ASNVMissense_Mutationnovelc.266N>Ap.Pro89Hisp.P89HQ96A25protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM106ASNVMissense_Mutationrs141271195c.275C>Tp.Thr92Metp.T92MQ96A25protein_codingdeleterious(0.01)benign(0.392)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TMEM106ASNVMissense_Mutationc.407C>Tp.Ala136Valp.A136VQ96A25protein_codingtolerated(0.12)benign(0.091)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TMEM106ASNVMissense_Mutationnovelc.466A>Gp.Ile156Valp.I156VQ96A25protein_codingtolerated(0.9)benign(0.031)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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