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: TRIB1

Gene summary for TRIB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIB1

Gene ID

10221

Gene nametribbles pseudokinase 1
Gene AliasC8FW
Cytomap8q24.13
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96RU8


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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
10221TRIB1sample1HumanCervixCC1.64e-054.31e-010.0959
10221TRIB1sample3HumanCervixCC4.25e-022.03e-010.1387
10221TRIB1T1HumanCervixCC3.33e-165.26e-010.0918
10221TRIB1T2HumanCervixCC4.86e-054.85e-010.0709
10221TRIB1LZE7THumanEsophagusESCC1.72e-03-1.87e-010.0667
10221TRIB1LZE24THumanEsophagusESCC7.48e-047.30e-010.0596
10221TRIB1LZE6THumanEsophagusESCC7.44e-06-5.45e-010.0845
10221TRIB1P2T-EHumanEsophagusESCC5.20e-186.37e-010.1177
10221TRIB1P4T-EHumanEsophagusESCC2.93e-108.34e-010.1323
10221TRIB1P5T-EHumanEsophagusESCC8.42e-168.14e-010.1327
10221TRIB1P8T-EHumanEsophagusESCC1.09e-191.14e+000.0889
10221TRIB1P10T-EHumanEsophagusESCC4.06e-09-4.35e-010.116
10221TRIB1P11T-EHumanEsophagusESCC3.29e-081.09e+000.1426
10221TRIB1P12T-EHumanEsophagusESCC1.55e-137.90e-010.1122
10221TRIB1P15T-EHumanEsophagusESCC1.47e-091.15e+000.1149
10221TRIB1P16T-EHumanEsophagusESCC6.52e-073.53e-010.1153
10221TRIB1P20T-EHumanEsophagusESCC7.22e-045.75e-010.1124
10221TRIB1P21T-EHumanEsophagusESCC9.45e-054.56e-010.1617
10221TRIB1P23T-EHumanEsophagusESCC2.17e-372.77e+000.108
10221TRIB1P26T-EHumanEsophagusESCC3.74e-481.68e+000.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:1903706110EsophagusESCCregulation of hemopoiesis201/8552367/187232.60e-041.58e-03201
GO:19021076EsophagusESCCpositive regulation of leukocyte differentiation93/8552157/187234.20e-042.39e-0393
GO:19037086EsophagusESCCpositive regulation of hemopoiesis93/8552157/187234.20e-042.39e-0393
GO:004563918EsophagusESCCpositive regulation of myeloid cell differentiation64/8552103/187235.54e-043.03e-0364
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00434055EsophagusESCCregulation of MAP kinase activity102/8552177/187238.89e-044.55e-03102
GO:0045637111EsophagusESCCregulation of myeloid cell differentiation118/8552210/187231.35e-036.43e-03118
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
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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
TRIB1SNVMissense_Mutationc.616N>Gp.Leu206Valp.L206VQ96RU8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRIB1SNVMissense_Mutationc.1015N>Ap.Glu339Lysp.E339KQ96RU8protein_codingtolerated(0.45)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRIB1SNVMissense_Mutationrs138022510c.947G>Ap.Arg316Hisp.R316HQ96RU8protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
TRIB1SNVMissense_Mutationc.424N>Cp.Asn142Hisp.N142HQ96RU8protein_codingtolerated(0.53)benign(0.115)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TRIB1insertionFrame_Shift_Insnovelc.565_566insACCCp.Ile189AsnfsTer22p.I189Nfs*22Q96RU8protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRIB1insertionNonsense_Mutationnovelc.566_567insTTGGGTATTTGCAAGTCTAGAGCTTTAGGp.Val190TrpfsTer9p.V190Wfs*9Q96RU8protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRIB1insertionFrame_Shift_Insnovelc.742_743insCTTGTAAGCTCCAGCATTATGAATACTATTTGGGGCTTTGCCTCp.Tyr248SerfsTer17p.Y248Sfs*17Q96RU8protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TRIB1insertionFrame_Shift_Insnovelc.507dupCp.Tyr170LeufsTer40p.Y170Lfs*40Q96RU8protein_codingTCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TRIB1SNVMissense_Mutationnovelc.974N>Gp.Glu325Glyp.E325GQ96RU8protein_codingdeleterious(0)probably_damaging(0.989)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIB1SNVMissense_Mutationrs776955393c.1039A>Gp.Ile347Valp.I347VQ96RU8protein_codingtolerated(0.54)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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