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: MESD

Gene summary for MESD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MESD

Gene ID

23184

Gene namemesoderm development LRP chaperone
Gene AliasBOCA
Cytomap15q25.1
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q14696


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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
23184MESDLZE2DHumanEsophagusHGIN6.44e-066.32e-010.0642
23184MESDLZE2THumanEsophagusESCC1.47e-141.34e+000.082
23184MESDLZE3DHumanEsophagusHGIN8.88e-078.48e-010.0668
23184MESDLZE4THumanEsophagusESCC8.08e-378.17e-010.0811
23184MESDLZE5THumanEsophagusESCC4.24e-146.52e-010.0514
23184MESDLZE7THumanEsophagusESCC7.39e-211.01e+000.0667
23184MESDLZE8THumanEsophagusESCC9.50e-369.29e-010.067
23184MESDLZE20THumanEsophagusESCC3.87e-195.17e-010.0662
23184MESDLZE21D1HumanEsophagusHGIN2.75e-066.78e-010.0632
23184MESDLZE22D1HumanEsophagusHGIN1.24e-042.38e-010.0595
23184MESDLZE22THumanEsophagusESCC1.54e-177.78e-010.068
23184MESDLZE24THumanEsophagusESCC2.92e-276.03e-010.0596
23184MESDLZE22D3HumanEsophagusHGIN4.92e-045.85e-010.0653
23184MESDLZE21THumanEsophagusESCC2.11e-165.66e-010.0655
23184MESDLZE6THumanEsophagusESCC2.36e-177.73e-010.0845
23184MESDS014HumanLiverHCC1.84e-501.75e+000.2254
23184MESDS015HumanLiverHCC5.79e-411.93e+000.2375
23184MESDS016HumanLiverHCC2.93e-591.95e+000.2243
23184MESDS027HumanLiverHCC1.72e-191.49e+000.2446
23184MESDS028HumanLiverHCC4.47e-461.61e+000.2503
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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
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:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:1903829113ThyroidPTCpositive regulation of cellular protein localization162/5968276/187232.40e-203.52e-18162
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:190547525ThyroidPTCregulation of protein localization to membrane91/5968175/187232.41e-085.43e-0791
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:190547725ThyroidPTCpositive regulation of protein localization to membrane55/5968106/187231.45e-051.55e-0455
GO:00991738ThyroidPTCpostsynapse organization77/5968168/187231.01e-048.25e-0477
GO:00508089ThyroidPTCsynapse organization161/5968426/187235.11e-032.36e-02161
GO:000645728Thyroidgoitersprotein folding33/497212/187232.09e-168.64e-1433
GO:000150324Thyroidgoitersossification25/497408/187231.00e-043.16e-0325
GO:1903909Thyroidgoitersregulation of receptor clustering3/49712/187233.42e-034.97e-023
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
GO:1903829210ThyroidATCpositive regulation of cellular protein localization167/6293276/187233.32e-205.38e-18167
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:1905475111ThyroidATCregulation of protein localization to membrane96/6293175/187235.55e-091.22e-0796
GO:1905477111ThyroidATCpositive regulation of protein localization to membrane58/6293106/187236.14e-066.42e-0558
GO:009917314ThyroidATCpostsynapse organization78/6293168/187233.66e-042.26e-0378
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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
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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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