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: TMEM19

Gene summary for TMEM19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM19

Gene ID

55266

Gene nametransmembrane protein 19
Gene AliasTMEM19
Cytomap12q21.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024RBA1


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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
55266TMEM19LZE4THumanEsophagusESCC3.54e-183.99e-010.0811
55266TMEM19LZE8THumanEsophagusESCC7.78e-072.11e-010.067
55266TMEM19LZE20THumanEsophagusESCC1.72e-031.12e-010.0662
55266TMEM19LZE24THumanEsophagusESCC1.57e-102.55e-010.0596
55266TMEM19LZE6THumanEsophagusESCC8.94e-038.10e-020.0845
55266TMEM19P1T-EHumanEsophagusESCC8.02e-083.07e-010.0875
55266TMEM19P2T-EHumanEsophagusESCC6.36e-245.69e-010.1177
55266TMEM19P4T-EHumanEsophagusESCC5.21e-164.23e-010.1323
55266TMEM19P5T-EHumanEsophagusESCC4.71e-082.25e-010.1327
55266TMEM19P8T-EHumanEsophagusESCC2.60e-183.13e-010.0889
55266TMEM19P9T-EHumanEsophagusESCC2.99e-081.40e-010.1131
55266TMEM19P10T-EHumanEsophagusESCC2.51e-254.94e-010.116
55266TMEM19P11T-EHumanEsophagusESCC1.48e-062.34e-010.1426
55266TMEM19P12T-EHumanEsophagusESCC9.06e-215.06e-010.1122
55266TMEM19P15T-EHumanEsophagusESCC3.13e-102.15e-010.1149
55266TMEM19P16T-EHumanEsophagusESCC3.55e-091.36e-010.1153
55266TMEM19P17T-EHumanEsophagusESCC1.60e-031.95e-010.1278
55266TMEM19P20T-EHumanEsophagusESCC2.14e-185.65e-010.1124
55266TMEM19P21T-EHumanEsophagusESCC1.68e-264.65e-010.1617
55266TMEM19P22T-EHumanEsophagusESCC7.09e-141.75e-010.1236
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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:007145317Oral cavityOSCCcellular response to oxygen levels98/7305177/187237.10e-067.75e-0598
GO:00070422Oral cavityOSCClysosomal lumen acidification11/730511/187233.17e-052.87e-0411
GO:00357512Oral cavityOSCCregulation of lysosomal lumen pH14/730516/187239.15e-056.93e-0414
GO:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:19051462Oral cavityOSCClysosomal protein catabolic process12/730515/187231.49e-037.13e-0312
GO:00070352Oral cavityOSCCvacuolar acidification17/730524/187231.59e-037.56e-0317
GO:00362962Oral cavityOSCCresponse to increased oxygen levels20/730530/187231.99e-039.23e-0320
GO:00070392Oral cavityOSCCprotein catabolic process in the vacuole14/730519/187232.31e-031.02e-0214
GO:00550728Oral cavityOSCCiron ion homeostasis46/730585/187233.31e-031.42e-0246
GO:00362954Oral cavityOSCCcellular response to increased oxygen levels10/730514/187231.44e-024.69e-0210
GO:000703313Oral cavityLPvacuole organization79/4623180/187231.26e-084.74e-0779
GO:0070482110Oral cavityLPresponse to oxygen levels122/4623347/187237.10e-061.37e-04122
GO:000703911Oral cavityLPprotein catabolic process in the vacuole13/462319/187237.20e-059.49e-0413
GO:19051461Oral cavityLPlysosomal protein catabolic process11/462315/187231.01e-041.24e-0311
GO:000704211Oral cavityLPlysosomal lumen acidification9/462311/187231.13e-041.35e-039
GO:005507616Oral cavityLPtransition metal ion homeostasis54/4623138/187231.19e-041.40e-0354
GO:000704011Oral cavityLPlysosome organization33/462374/187231.44e-041.65e-0333
GO:008017111Oral cavityLPlytic vacuole organization33/462374/187231.44e-041.65e-0333
GO:004691615Oral cavityLPcellular transition metal ion homeostasis46/4623115/187232.02e-042.20e-0346
GO:00357511Oral cavityLPregulation of lysosomal lumen pH11/462316/187232.52e-042.63e-0311
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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
TMEM19SNVMissense_Mutationc.433N>Ap.Glu145Lysp.E145KQ96HH6protein_codingdeleterious(0.01)possibly_damaging(0.575)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TMEM19SNVMissense_Mutationc.938N>Cp.Val313Alap.V313AQ96HH6protein_codingdeleterious(0)probably_damaging(0.953)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TMEM19insertionFrame_Shift_Insnovelc.970_971insGTGAAACCCCATCTCTACTAAAAATACAAAAATTATCp.Leu324CysfsTer41p.L324Cfs*41Q96HH6protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TMEM19SNVMissense_Mutationrs185566519c.472G>Ap.Glu158Lysp.E158KQ96HH6protein_codingdeleterious(0)possibly_damaging(0.575)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
TMEM19SNVMissense_Mutationnovelc.886N>Tp.Thr296Serp.T296SQ96HH6protein_codingtolerated(0.38)benign(0)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
TMEM19SNVMissense_Mutationnovelc.111N>Tp.Met37Ilep.M37IQ96HH6protein_codingtolerated(0.69)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM19SNVMissense_Mutationc.727N>Tp.Ile243Phep.I243FQ96HH6protein_codingtolerated(0.3)benign(0.104)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM19SNVMissense_Mutationnovelc.586N>Ap.Leu196Metp.L196MQ96HH6protein_codingtolerated(0.18)benign(0.133)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM19SNVMissense_Mutationnovelc.449N>Gp.Tyr150Cysp.Y150CQ96HH6protein_codingdeleterious(0)possibly_damaging(0.866)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM19SNVMissense_Mutationc.899N>Tp.Arg300Metp.R300MQ96HH6protein_codingdeleterious(0)benign(0.183)TCGA-AP-A059-01Endometriumuterine 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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