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: OST4

Gene summary for OST4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OST4

Gene ID

100128731

Gene nameoligosaccharyltransferase complex subunit 4, non-catalytic
Gene AliasOST4
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P0C6T2


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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
100128731OST4GSM4909280HumanBreastPrecancer1.21e-03-6.57e-010.0305
100128731OST4GSM4909282HumanBreastIDC2.55e-02-2.71e-01-0.0288
100128731OST4GSM4909285HumanBreastIDC3.04e-324.49e-010.21
100128731OST4GSM4909286HumanBreastIDC5.96e-034.19e-020.1081
100128731OST4GSM4909287HumanBreastIDC1.51e-02-2.37e-010.2057
100128731OST4GSM4909288HumanBreastIDC8.40e-06-4.61e-010.0988
100128731OST4GSM4909290HumanBreastIDC3.19e-163.92e-010.2096
100128731OST4GSM4909291HumanBreastIDC4.82e-032.29e-010.1753
100128731OST4GSM4909293HumanBreastIDC2.36e-04-3.47e-020.1581
100128731OST4GSM4909294HumanBreastIDC2.80e-06-6.22e-020.2022
100128731OST4GSM4909295HumanBreastIDC2.99e-021.85e-010.0898
100128731OST4GSM4909296HumanBreastIDC1.79e-171.41e-010.1524
100128731OST4GSM4909297HumanBreastIDC2.62e-22-1.95e-010.1517
100128731OST4GSM4909298HumanBreastIDC4.70e-031.83e-010.1551
100128731OST4GSM4909299HumanBreastIDC1.56e-031.71e-010.035
100128731OST4GSM4909301HumanBreastIDC6.83e-354.39e-010.1577
100128731OST4GSM4909304HumanBreastIDC1.76e-052.34e-010.1636
100128731OST4GSM4909311HumanBreastIDC2.92e-54-3.97e-020.1534
100128731OST4GSM4909312HumanBreastIDC2.09e-136.09e-020.1552
100128731OST4GSM4909313HumanBreastIDC9.70e-192.71e-010.0391
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00181969EsophagusESCCpeptidyl-asparagine modification22/855224/187232.82e-063.21e-0522
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00182799EsophagusESCCprotein N-linked glycosylation via asparagine21/855223/187235.69e-065.90e-0521
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00182795LiverCirrhoticprotein N-linked glycosylation via asparagine16/463423/187237.54e-061.15e-0416
GO:00181965LiverCirrhoticpeptidyl-asparagine modification16/463424/187231.74e-052.37e-0416
GO:00064873LiverCirrhoticprotein N-linked glycosylation30/463465/187231.40e-041.36e-0330
GO:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
GO:001819611LiverHCCpeptidyl-asparagine modification21/795824/187236.62e-067.97e-0521
GO:001827911LiverHCCprotein N-linked glycosylation via asparagine20/795823/187231.37e-051.51e-0420
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00181968Oral cavityOSCCpeptidyl-asparagine modification20/730524/187231.10e-051.14e-0420
GO:00182798Oral cavityOSCCprotein N-linked glycosylation via asparagine19/730523/187232.37e-052.23e-0419
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
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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
OST4deletionIn_Frame_Delc.66_68delNNNp.Val23delp.V23delP0C6T2protein_codingTCGA-D8-A1XB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
OST4SNVMissense_Mutationc.101A>Cp.Lys34Thrp.K34TP0C6T2protein_codingdeleterious(0.01)benign(0.011)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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