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: TMED3

Gene summary for TMED3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMED3

Gene ID

23423

Gene nametransmembrane p24 trafficking protein 3
Gene AliasC15orf22
Cytomap15q25.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B4E277


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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
23423TMED3HTA11_3410_2000001011HumanColorectumAD7.80e-083.49e-010.0155
23423TMED3HTA11_2487_2000001011HumanColorectumSER3.52e-055.89e-01-0.1808
23423TMED3HTA11_2951_2000001011HumanColorectumAD6.89e-033.06e-010.0216
23423TMED3HTA11_1938_2000001011HumanColorectumAD2.82e-209.19e-01-0.0811
23423TMED3HTA11_78_2000001011HumanColorectumAD1.25e-044.34e-01-0.1088
23423TMED3HTA11_347_2000001011HumanColorectumAD8.77e-166.68e-01-0.1954
23423TMED3HTA11_411_2000001011HumanColorectumSER4.42e-071.14e+00-0.2602
23423TMED3HTA11_2112_2000001011HumanColorectumSER6.97e-081.25e+00-0.2196
23423TMED3HTA11_3361_2000001011HumanColorectumAD5.99e-035.00e-01-0.1207
23423TMED3HTA11_83_2000001011HumanColorectumSER3.99e-034.42e-01-0.1526
23423TMED3HTA11_696_2000001011HumanColorectumAD3.71e-351.18e+00-0.1464
23423TMED3HTA11_866_2000001011HumanColorectumAD1.06e-135.47e-01-0.1001
23423TMED3HTA11_1391_2000001011HumanColorectumAD2.12e-251.05e+00-0.059
23423TMED3HTA11_2992_2000001011HumanColorectumSER1.74e-048.36e-01-0.1706
23423TMED3HTA11_546_2000001011HumanColorectumAD2.25e-086.26e-01-0.0842
23423TMED3HTA11_7862_2000001011HumanColorectumAD3.58e-075.88e-01-0.0179
23423TMED3HTA11_866_3004761011HumanColorectumAD8.29e-217.37e-010.096
23423TMED3HTA11_4255_2000001011HumanColorectumSER6.08e-058.30e-010.0446
23423TMED3HTA11_7663_2000001011HumanColorectumSER2.61e-026.51e-010.0131
23423TMED3HTA11_6801_2000001011HumanColorectumSER1.77e-022.71e-010.0171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068882ColorectumMSSendoplasmic reticulum to Golgi vesicle-mediated transport44/3467130/187232.17e-054.60e-0444
GO:00068883ColorectumMSI-Hendoplasmic reticulum to Golgi vesicle-mediated transport22/1319130/187231.05e-043.24e-0322
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
GO:00481934ColorectumFAPGolgi vesicle transport77/2622296/187232.86e-082.62e-0677
GO:00068884ColorectumFAPendoplasmic reticulum to Golgi vesicle-mediated transport30/2622130/187233.51e-032.53e-0230
GO:00481939EndometriumAEHGolgi vesicle transport60/2100296/187233.65e-069.79e-0560
GO:00068886EndometriumAEHendoplasmic reticulum to Golgi vesicle-mediated transport29/2100130/187232.11e-042.59e-0329
GO:00070305EndometriumAEHGolgi organization32/2100157/187235.73e-045.69e-0332
GO:004819313EndometriumEECGolgi vesicle transport60/2168296/187239.91e-062.17e-0460
GO:000688812EndometriumEECendoplasmic reticulum to Golgi vesicle-mediated transport29/2168130/187233.63e-043.95e-0329
GO:000703012EndometriumEECGolgi organization32/2168157/187239.87e-048.76e-0332
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
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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
TMED3SNVMissense_Mutationrs756104785c.458C>Tp.Thr153Metp.T153MQ9Y3Q3protein_codingtolerated(0.06)benign(0.108)TCGA-S3-A6ZG-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
TMED3SNVMissense_Mutationnovelc.253N>Cp.Tyr85Hisp.Y85HQ9Y3Q3protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TMED3SNVMissense_Mutationnovelc.114N>Tp.Lys38Asnp.K38NQ9Y3Q3protein_codingtolerated(0.16)benign(0.1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED3SNVMissense_Mutationrs753279680c.266C>Tp.Thr89Metp.T89MQ9Y3Q3protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMED3SNVMissense_Mutationnovelc.478N>Tp.His160Tyrp.H160YQ9Y3Q3protein_codingdeleterious(0)benign(0.141)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TMED3SNVMissense_Mutationnovelc.391N>Ap.Gly131Argp.G131RQ9Y3Q3protein_codingdeleterious(0.04)benign(0.111)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED3SNVMissense_Mutationc.530G>Ap.Ser177Asnp.S177NQ9Y3Q3protein_codingtolerated(0.17)benign(0.038)TCGA-B5-A0JT-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVHormone TherapymegaceSD
TMED3SNVMissense_Mutationrs779967326c.461N>Cp.Val154Alap.V154AQ9Y3Q3protein_codingdeleterious(0.03)benign(0.304)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
TMED3SNVMissense_Mutationc.274N>Tp.Ala92Serp.A92SQ9Y3Q3protein_codingdeleterious(0.03)benign(0.202)TCGA-05-4395-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMED3SNVMissense_Mutationrs145001674c.626G>Tp.Arg209Leup.R209LQ9Y3Q3protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-43-7658-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
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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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