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:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00070353EsophagusESCCvacuolar acidification20/855224/187231.69e-041.11e-0320
GO:00070423EsophagusESCClysosomal lumen acidification11/855211/187231.80e-041.16e-0311
GO:00070393EsophagusESCCprotein catabolic process in the vacuole16/855219/187236.45e-043.43e-0316
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
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:00550729EsophagusESCCiron ion homeostasis52/855285/187232.86e-031.21e-0252
GO:00700711EsophagusESCCproton-transporting two-sector ATPase complex assembly12/855215/187237.31e-032.63e-0212
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:00704827LiverCirrhoticresponse to oxygen levels125/4634347/187231.55e-063.02e-05125
GO:00550766LiverCirrhotictransition metal ion homeostasis59/4634138/187232.59e-064.65e-0559
GO:0007040LiverCirrhoticlysosome organization35/463474/187232.10e-052.77e-0435
GO:0080171LiverCirrhoticlytic vacuole 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
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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