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: TMEM106B

Gene summary for TMEM106B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM106B

Gene ID

54664

Gene nametransmembrane protein 106B
Gene AliasHLD16
Cytomap7p21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R9Z1


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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
54664TMEM106BLZE4THumanEsophagusESCC2.09e-175.10e-010.0811
54664TMEM106BLZE5THumanEsophagusESCC2.04e-055.68e-010.0514
54664TMEM106BLZE7THumanEsophagusESCC7.27e-065.84e-010.0667
54664TMEM106BLZE8THumanEsophagusESCC2.60e-042.88e-010.067
54664TMEM106BLZE20THumanEsophagusESCC1.80e-021.54e-010.0662
54664TMEM106BLZE22THumanEsophagusESCC6.92e-037.47e-010.068
54664TMEM106BLZE24THumanEsophagusESCC3.69e-196.09e-010.0596
54664TMEM106BLZE21THumanEsophagusESCC2.43e-026.48e-010.0655
54664TMEM106BLZE6THumanEsophagusESCC2.22e-095.57e-010.0845
54664TMEM106BP1T-EHumanEsophagusESCC3.49e-156.61e-010.0875
54664TMEM106BP2T-EHumanEsophagusESCC2.78e-468.66e-010.1177
54664TMEM106BP4T-EHumanEsophagusESCC1.20e-317.83e-010.1323
54664TMEM106BP5T-EHumanEsophagusESCC1.73e-121.84e-010.1327
54664TMEM106BP8T-EHumanEsophagusESCC1.93e-284.13e-010.0889
54664TMEM106BP9T-EHumanEsophagusESCC9.92e-184.80e-010.1131
54664TMEM106BP10T-EHumanEsophagusESCC2.58e-408.02e-010.116
54664TMEM106BP11T-EHumanEsophagusESCC1.89e-251.09e+000.1426
54664TMEM106BP12T-EHumanEsophagusESCC6.99e-571.28e+000.1122
54664TMEM106BP15T-EHumanEsophagusESCC2.22e-357.59e-010.1149
54664TMEM106BP16T-EHumanEsophagusESCC1.27e-511.20e+000.1153
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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
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:00070353EsophagusESCCvacuolar acidification20/855224/187231.69e-041.11e-0320
GO:00070423EsophagusESCClysosomal lumen acidification11/855211/187231.80e-041.16e-0311
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:004408812EsophagusESCCregulation of vacuole organization32/855245/187234.87e-042.70e-0332
GO:00070393EsophagusESCCprotein catabolic process in the vacuole16/855219/187236.45e-043.43e-0316
GO:19051463EsophagusESCClysosomal protein catabolic process13/855215/187231.31e-036.26e-0313
GO:00514521EsophagusESCCintracellular pH reduction29/855242/187231.87e-038.46e-0329
GO:00458511EsophagusESCCpH reduction31/855246/187232.42e-031.06e-0231
GO:00109764EsophagusESCCpositive regulation of neuron projection development91/8552163/187235.72e-032.13e-0291
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:000704111LiverCirrhoticlysosomal transport50/4634114/187236.15e-069.82e-0550
GO:0007040LiverCirrhoticlysosome organization35/463474/187232.10e-052.77e-0435
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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
TMEM106BSNVMissense_Mutationc.558T>Gp.Ile186Metp.I186MQ9NUM4protein_codingtolerated(0.13)benign(0.091)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
TMEM106BSNVMissense_Mutationc.263N>Cp.Arg88Thrp.R88TQ9NUM4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TMEM106BSNVMissense_Mutationc.278G>Tp.Arg93Ilep.R93IQ9NUM4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM106BSNVMissense_Mutationnovelc.98G>Ap.Ser33Asnp.S33NQ9NUM4protein_codingtolerated(0.3)benign(0.001)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
TMEM106BSNVMissense_Mutationc.263N>Tp.Arg88Ilep.R88IQ9NUM4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM106BSNVMissense_Mutationnovelc.329G>Ap.Gly110Glup.G110EQ9NUM4protein_codingdeleterious(0.01)possibly_damaging(0.885)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM106BSNVMissense_Mutationnovelc.59G>Ap.Gly20Glup.G20EQ9NUM4protein_codingtolerated(0.75)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM106BSNVMissense_Mutationc.293N>Cp.Val98Alap.V98AQ9NUM4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TMEM106BSNVMissense_Mutationnovelc.667A>Cp.Asn223Hisp.N223HQ9NUM4protein_codingdeleterious(0.04)possibly_damaging(0.558)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TMEM106BSNVMissense_Mutationnovelc.299N>Ap.Ala100Aspp.A100DQ9NUM4protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-B5-A3FA-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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