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: TMED1

Gene summary for TMED1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMED1

Gene ID

11018

Gene nametransmembrane p24 trafficking protein 1
Gene AliasIL1RL1LG
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q13445


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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
11018TMED1LZE4THumanEsophagusESCC1.90e-091.87e-010.0811
11018TMED1LZE5THumanEsophagusESCC3.44e-033.82e-010.0514
11018TMED1LZE7THumanEsophagusESCC1.63e-094.94e-010.0667
11018TMED1LZE8THumanEsophagusESCC3.04e-082.53e-010.067
11018TMED1LZE20THumanEsophagusESCC5.51e-051.56e-010.0662
11018TMED1LZE24THumanEsophagusESCC7.29e-154.17e-010.0596
11018TMED1LZE21THumanEsophagusESCC1.07e-053.24e-010.0655
11018TMED1LZE6THumanEsophagusESCC2.02e-032.99e-010.0845
11018TMED1P1T-EHumanEsophagusESCC1.33e-054.57e-010.0875
11018TMED1P2T-EHumanEsophagusESCC1.16e-233.87e-010.1177
11018TMED1P4T-EHumanEsophagusESCC6.03e-305.26e-010.1323
11018TMED1P5T-EHumanEsophagusESCC2.34e-213.22e-010.1327
11018TMED1P8T-EHumanEsophagusESCC1.95e-396.72e-010.0889
11018TMED1P9T-EHumanEsophagusESCC7.36e-226.05e-010.1131
11018TMED1P10T-EHumanEsophagusESCC6.16e-377.04e-010.116
11018TMED1P11T-EHumanEsophagusESCC1.34e-198.37e-010.1426
11018TMED1P12T-EHumanEsophagusESCC4.10e-365.40e-010.1122
11018TMED1P15T-EHumanEsophagusESCC3.11e-153.36e-010.1149
11018TMED1P16T-EHumanEsophagusESCC2.83e-164.25e-010.1153
11018TMED1P17T-EHumanEsophagusESCC6.03e-268.31e-010.1278
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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:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:00458619BreastPrecancernegative regulation of proteolysis50/1080351/187232.99e-092.39e-0750
GO:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:00104668BreastPrecancernegative regulation of peptidase activity38/1080262/187231.46e-077.82e-0638
GO:00109519BreastPrecancernegative regulation of endopeptidase activity37/1080252/187231.55e-078.05e-0637
GO:00018196BreastPrecancerpositive regulation of cytokine production52/1080467/187234.18e-061.29e-0452
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00069009BreastPrecancervesicle budding from membrane12/108061/187231.61e-042.69e-0312
GO:00512229BreastPrecancerpositive regulation of protein transport31/1080303/187231.44e-031.50e-0231
GO:00507086BreastPrecancerregulation of protein secretion28/1080268/187231.76e-031.74e-0228
GO:00718064BreastPrecancerprotein transmembrane transport10/108059/187231.86e-031.81e-0210
GO:0032732BreastPrecancerpositive regulation of interleukin-1 production11/108073/187232.96e-032.55e-0211
GO:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
GO:00093067BreastPrecancerprotein secretion33/1080359/187235.65e-034.08e-0233
GO:00355927BreastPrecancerestablishment of protein localization to extracellular region33/1080360/187235.89e-034.21e-0233
GO:00481992BreastPrecancervesicle targeting, to, from or within Golgi5/108021/187235.93e-034.21e-025
GO:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
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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
TMED1SNVMissense_Mutationnovelc.138C>Gp.Phe46Leup.F46LQ13445protein_codingdeleterious(0.02)probably_damaging(0.951)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMED1SNVMissense_Mutationrs571976171c.191N>Ap.Gly64Glup.G64EQ13445protein_codingtolerated(0.22)benign(0.055)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TMED1SNVMissense_Mutationnovelc.110N>Cp.Leu37Prop.L37PQ13445protein_codingdeleterious(0.05)probably_damaging(0.953)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TMED1SNVMissense_Mutationc.293N>Tp.Thr98Metp.T98MQ13445protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMED1SNVMissense_Mutationrs555516048c.641N>Tp.Thr214Metp.T214MQ13445protein_codingtolerated(0.71)benign(0.094)TCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
TMED1SNVMissense_Mutationnovelc.73G>Ap.Gly25Argp.G25RQ13445protein_codingtolerated(0.16)possibly_damaging(0.879)TCGA-AG-3583-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
TMED1SNVMissense_Mutationnovelc.577G>Ap.Val193Ilep.V193IQ13445protein_codingtolerated(0.05)probably_damaging(0.979)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED1SNVMissense_Mutationrs376139740c.548N>Ap.Arg183Hisp.R183HQ13445protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMED1SNVMissense_Mutationrs375902608c.313N>Ap.Leu105Metp.L105MQ13445protein_codingtolerated(0.09)possibly_damaging(0.643)TCGA-AX-A3G9-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TMED1SNVMissense_Mutationnovelc.506N>Cp.Ile169Thrp.I169TQ13445protein_codingtolerated(0.45)benign(0.055)TCGA-B5-A1MW-01Endometriumuterine corpus endometrioid 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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