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: TMEM199

Gene summary for TMEM199

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM199

Gene ID

147007

Gene nametransmembrane protein 199
Gene AliasC17orf32
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q8N511


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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
147007TMEM199LZE4THumanEsophagusESCC1.24e-042.37e-010.0811
147007TMEM199LZE7THumanEsophagusESCC7.64e-084.53e-010.0667
147007TMEM199LZE8THumanEsophagusESCC2.71e-062.62e-010.067
147007TMEM199LZE24THumanEsophagusESCC8.15e-194.94e-010.0596
147007TMEM199LZE6THumanEsophagusESCC4.90e-032.42e-010.0845
147007TMEM199P1T-EHumanEsophagusESCC2.19e-053.41e-010.0875
147007TMEM199P2T-EHumanEsophagusESCC4.70e-214.30e-010.1177
147007TMEM199P4T-EHumanEsophagusESCC8.73e-295.96e-010.1323
147007TMEM199P5T-EHumanEsophagusESCC3.05e-163.69e-010.1327
147007TMEM199P8T-EHumanEsophagusESCC4.79e-122.91e-010.0889
147007TMEM199P9T-EHumanEsophagusESCC1.19e-102.72e-010.1131
147007TMEM199P10T-EHumanEsophagusESCC1.98e-295.38e-010.116
147007TMEM199P11T-EHumanEsophagusESCC1.46e-135.61e-010.1426
147007TMEM199P12T-EHumanEsophagusESCC8.73e-305.71e-010.1122
147007TMEM199P15T-EHumanEsophagusESCC3.41e-225.07e-010.1149
147007TMEM199P16T-EHumanEsophagusESCC1.67e-264.89e-010.1153
147007TMEM199P17T-EHumanEsophagusESCC4.62e-083.77e-010.1278
147007TMEM199P19T-EHumanEsophagusESCC1.24e-066.49e-010.1662
147007TMEM199P20T-EHumanEsophagusESCC2.48e-224.70e-010.1124
147007TMEM199P21T-EHumanEsophagusESCC2.06e-437.96e-010.1617
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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
∗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
TMEM199deletionFrame_Shift_Delc.499delNp.Gly167GlufsTer14p.G167Efs*14Q8N511protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMEM199SNVMissense_Mutationc.167N>Ap.Ser56Tyrp.S56YQ8N511protein_codingdeleterious(0)possibly_damaging(0.594)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM199SNVMissense_Mutationrs142566184c.610N>Ap.Glu204Lysp.E204KQ8N511protein_codingtolerated(0.08)benign(0.255)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TMEM199SNVMissense_Mutationnovelc.467N>Gp.Thr156Argp.T156RQ8N511protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM199SNVMissense_Mutationc.283N>Tp.Arg95Trpp.R95WQ8N511protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TMEM199SNVMissense_Mutationnovelc.72N>Tp.Glu24Aspp.E24DQ8N511protein_codingtolerated(0.1)benign(0.049)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM199SNVMissense_Mutationnovelc.163N>Ap.Val55Ilep.V55IQ8N511protein_codingtolerated(0.67)benign(0.001)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TMEM199SNVMissense_Mutationc.167C>Ap.Ser56Tyrp.S56YQ8N511protein_codingdeleterious(0)possibly_damaging(0.594)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
TMEM199SNVMissense_Mutationrs782624450c.556N>Ap.Ala186Thrp.A186TQ8N511protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TMEM199SNVMissense_Mutationnovelc.476N>Tp.Ala159Valp.A159VQ8N511protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EY-A1GO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
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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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