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: UFD1

Gene summary for UFD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UFD1

Gene ID

7353

Gene nameubiquitin recognition factor in ER associated degradation 1
Gene AliasUFD1L
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q92890


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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
7353UFD1HTA11_2487_2000001011HumanColorectumSER4.75e-023.02e-01-0.1808
7353UFD1HTA11_1938_2000001011HumanColorectumAD3.01e-115.68e-01-0.0811
7353UFD1HTA11_347_2000001011HumanColorectumAD7.12e-072.96e-01-0.1954
7353UFD1HTA11_411_2000001011HumanColorectumSER3.12e-035.95e-01-0.2602
7353UFD1HTA11_2112_2000001011HumanColorectumSER1.06e-025.36e-01-0.2196
7353UFD1HTA11_83_2000001011HumanColorectumSER2.56e-034.30e-01-0.1526
7353UFD1HTA11_696_2000001011HumanColorectumAD3.58e-083.60e-01-0.1464
7353UFD1HTA11_1391_2000001011HumanColorectumAD4.04e-094.21e-01-0.059
7353UFD1HTA11_2992_2000001011HumanColorectumSER6.84e-033.83e-01-0.1706
7353UFD1HTA11_5212_2000001011HumanColorectumAD2.41e-033.74e-01-0.2061
7353UFD1HTA11_7696_3000711011HumanColorectumAD1.12e-032.38e-010.0674
7353UFD1HTA11_99999970781_79442HumanColorectumMSS8.13e-03-1.23e-010.294
7353UFD1HTA11_99999974143_84620HumanColorectumMSS1.71e-02-1.23e-010.3005
7353UFD1AEH-subject1HumanEndometriumAEH1.87e-061.65e-01-0.3059
7353UFD1AEH-subject2HumanEndometriumAEH5.86e-051.68e-01-0.2525
7353UFD1AEH-subject3HumanEndometriumAEH4.06e-071.89e-01-0.2576
7353UFD1AEH-subject4HumanEndometriumAEH2.95e-102.70e-01-0.2657
7353UFD1AEH-subject5HumanEndometriumAEH3.72e-111.99e-01-0.2953
7353UFD1EEC-subject1HumanEndometriumEEC8.77e-081.91e-01-0.2682
7353UFD1EEC-subject2HumanEndometriumEEC3.99e-061.71e-01-0.2607
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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
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0006515ColorectumADprotein quality control for misfolded or incompletely synthesized proteins14/391828/187236.01e-046.33e-0314
GO:0071712ColorectumADER-associated misfolded protein catabolic process7/391812/187235.09e-033.38e-027
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00359661ColorectumSERresponse to topologically incorrect protein46/2897159/187231.14e-053.63e-0446
GO:00359671ColorectumSERcellular response to topologically incorrect protein36/2897116/187231.88e-055.51e-0436
GO:00305221ColorectumSERintracellular receptor signaling pathway63/2897265/187232.47e-044.20e-0363
GO:00065151ColorectumSERprotein quality control for misfolded or incompletely synthesized proteins12/289728/187234.92e-047.02e-0312
GO:0030970ColorectumSERretrograde protein transport, ER to cytosol12/289729/187237.22e-049.44e-0312
GO:1903513ColorectumSERendoplasmic reticulum to cytosol transport12/289729/187237.22e-049.44e-0312
GO:00717121ColorectumSERER-associated misfolded protein catabolic process7/289712/187238.12e-041.01e-027
GO:00365031ColorectumSERERAD pathway28/2897107/187232.92e-032.59e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
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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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