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: TMED7

Gene summary for TMED7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMED7

Gene ID

51014

Gene nametransmembrane p24 trafficking protein 7
Gene AliasCGI-109
Cytomap5q22.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9Y3B3


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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
51014TMED7LZE4THumanEsophagusESCC1.46e-101.94e-010.0811
51014TMED7LZE5THumanEsophagusESCC9.71e-035.32e-020.0514
51014TMED7LZE20THumanEsophagusESCC2.51e-03-6.85e-020.0662
51014TMED7LZE24THumanEsophagusESCC1.43e-206.26e-010.0596
51014TMED7P1T-EHumanEsophagusESCC1.02e-02-8.99e-020.0875
51014TMED7P2T-EHumanEsophagusESCC1.09e-09-1.26e-010.1177
51014TMED7P4T-EHumanEsophagusESCC9.45e-125.61e-030.1323
51014TMED7P5T-EHumanEsophagusESCC1.42e-09-1.02e-010.1327
51014TMED7P8T-EHumanEsophagusESCC3.54e-191.18e-010.0889
51014TMED7P9T-EHumanEsophagusESCC5.76e-08-7.92e-020.1131
51014TMED7P10T-EHumanEsophagusESCC6.45e-10-3.79e-020.116
51014TMED7P12T-EHumanEsophagusESCC2.15e-14-6.08e-020.1122
51014TMED7P15T-EHumanEsophagusESCC2.74e-141.26e-010.1149
51014TMED7P16T-EHumanEsophagusESCC1.41e-04-1.92e-010.1153
51014TMED7P20T-EHumanEsophagusESCC3.79e-03-1.54e-010.1124
51014TMED7P21T-EHumanEsophagusESCC5.05e-121.08e-010.1617
51014TMED7P22T-EHumanEsophagusESCC1.00e-12-5.77e-030.1236
51014TMED7P23T-EHumanEsophagusESCC8.91e-09-3.37e-020.108
51014TMED7P24T-EHumanEsophagusESCC1.04e-06-1.25e-010.1287
51014TMED7P26T-EHumanEsophagusESCC1.73e-06-1.59e-010.1276
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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: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
GO:000688811LiverCirrhoticendoplasmic reticulum to Golgi vesicle-mediated transport77/4634130/187235.78e-177.56e-1577
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000688821LiverHCCendoplasmic reticulum to Golgi vesicle-mediated transport100/7958130/187231.15e-158.67e-14100
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068888Oral cavityOSCCendoplasmic reticulum to Golgi vesicle-mediated transport97/7305130/187231.42e-161.15e-1497
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000688814Oral cavityLPendoplasmic reticulum to Golgi vesicle-mediated transport67/4623130/187233.74e-112.39e-0967
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000688810SkincSCCendoplasmic reticulum to Golgi vesicle-mediated transport73/4864130/187232.60e-131.57e-1173
GO:00070309SkincSCCGolgi organization64/4864157/187233.53e-053.83e-0464
GO:000688816ThyroidHTendoplasmic reticulum to Golgi vesicle-mediated transport17/1272130/187236.97e-034.22e-0217
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:000688817ThyroidPTCendoplasmic reticulum to Golgi vesicle-mediated transport83/5968130/187236.19e-143.52e-1283
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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
TMED7SNVMissense_Mutationnovelc.619N>Ap.Leu207Ilep.L207IQ9Y3B3protein_codingtolerated(0.43)benign(0.336)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMED7SNVMissense_Mutationc.602N>Ap.Ser201Asnp.S201NQ9Y3B3protein_codingdeleterious(0.04)probably_damaging(0.928)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMED7SNVMissense_Mutationnovelc.629G>Ap.Ser210Asnp.S210NQ9Y3B3protein_codingtolerated(0.32)possibly_damaging(0.677)TCGA-EO-A22U-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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