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: TNIP1

Gene summary for TNIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNIP1

Gene ID

10318

Gene nameTNFAIP3 interacting protein 1
Gene AliasABIN-1
Cytomap5q33.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A0A0MRZ4


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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
10318TNIP1AEH-subject1HumanEndometriumAEH2.79e-124.60e-01-0.3059
10318TNIP1AEH-subject2HumanEndometriumAEH3.07e-021.88e-01-0.2525
10318TNIP1AEH-subject3HumanEndometriumAEH1.77e-073.50e-01-0.2576
10318TNIP1AEH-subject4HumanEndometriumAEH1.96e-033.08e-01-0.2657
10318TNIP1EEC-subject1HumanEndometriumEEC2.04e-042.36e-01-0.2682
10318TNIP1EEC-subject2HumanEndometriumEEC4.91e-052.86e-01-0.2607
10318TNIP1EEC-subject3HumanEndometriumEEC9.34e-102.35e-01-0.2525
10318TNIP1EEC-subject4HumanEndometriumEEC5.89e-051.88e-01-0.2571
10318TNIP1GSM5276934HumanEndometriumEEC3.88e-175.25e-01-0.0913
10318TNIP1GSM5276937HumanEndometriumEEC2.49e-104.23e-01-0.0897
10318TNIP1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.98e-088.45e-02-0.1869
10318TNIP1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.86e-067.24e-02-0.1875
10318TNIP1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.20e-091.41e-01-0.1883
10318TNIP1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.56e-12-4.24e-03-0.1934
10318TNIP1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.66e-14-3.95e-02-0.1917
10318TNIP1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.41e-10-1.04e-01-0.1916
10318TNIP1LZE4THumanEsophagusESCC1.92e-184.01e-010.0811
10318TNIP1LZE5THumanEsophagusESCC7.45e-093.11e-010.0514
10318TNIP1LZE7THumanEsophagusESCC1.37e-124.49e-010.0667
10318TNIP1LZE8THumanEsophagusESCC1.03e-124.73e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001603216EndometriumAEHviral process110/2100415/187231.99e-181.09e-15110
GO:001905816EndometriumAEHviral life cycle86/2100317/187232.53e-157.58e-1386
GO:190332016EndometriumAEHregulation of protein modification by small protein conjugation or removal67/2100242/187231.10e-122.26e-1067
GO:001907916EndometriumAEHviral genome replication43/2100131/187233.22e-114.60e-0943
GO:004440316EndometriumAEHbiological process involved in symbiotic interaction70/2100290/187233.26e-103.55e-0870
GO:005170116EndometriumAEHbiological process involved in interaction with host53/2100203/187232.48e-091.93e-0753
GO:004586216EndometriumAEHpositive regulation of proteolysis81/2100372/187232.72e-092.06e-0781
GO:005079216EndometriumAEHregulation of viral process40/2100164/187231.46e-064.66e-0540
GO:190390016EndometriumAEHregulation of viral life cycle36/2100148/187235.13e-061.32e-0436
GO:00431229EndometriumAEHregulation of I-kappaB kinase/NF-kappaB signaling52/2100249/187236.58e-061.59e-0452
GO:00072498EndometriumAEHI-kappaB kinase/NF-kappaB signaling55/2100281/187232.60e-054.88e-0455
GO:00450699EndometriumAEHregulation of viral genome replication23/210085/187234.25e-057.20e-0423
GO:000223710EndometriumAEHresponse to molecule of bacterial origin65/2100363/187239.00e-051.30e-0365
GO:003249610EndometriumAEHresponse to lipopolysaccharide62/2100343/187239.82e-051.41e-0362
GO:19033225EndometriumAEHpositive regulation of protein modification by small protein conjugation or removal31/2100138/187231.14e-041.61e-0331
GO:00071599EndometriumAEHleukocyte cell-cell adhesion63/2100371/187235.11e-045.21e-0363
GO:00027645EndometriumAEHimmune response-regulating signaling pathway76/2100468/187235.76e-045.71e-0376
GO:00900856EndometriumAEHregulation of protein deubiquitination6/210012/187231.00e-038.94e-036
GO:00485257EndometriumAEHnegative regulation of viral process21/210092/187231.10e-039.61e-0321
GO:00518174EndometriumAEHmodulation of process of other organism involved in symbiotic interaction19/210081/187231.32e-031.12e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0513122LiverCirrhoticShigellosis105/2530247/84651.31e-051.21e-047.48e-05105
hsa0513132LiverCirrhoticShigellosis105/2530247/84651.31e-051.21e-047.48e-05105
hsa0513142LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0513152LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0513130Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa05131113Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa0513146Oral cavityEOLPShigellosis61/1218247/84659.48e-065.47e-053.23e-0561
hsa0513156Oral cavityEOLPShigellosis61/1218247/84659.48e-065.47e-053.23e-0561
hsa0513163Oral cavityNEOLPShigellosis62/1112247/84651.93e-072.79e-061.75e-0662
hsa0513173Oral cavityNEOLPShigellosis62/1112247/84651.93e-072.79e-061.75e-0662
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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
TNIP1SNVMissense_Mutationnovelc.1882N>Gp.Pro628Alap.P628AQ15025protein_codingtolerated_low_confidence(0.79)benign(0)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TNIP1SNVMissense_Mutationnovelc.139G>Cp.Glu47Glnp.E47QQ15025protein_codingdeleterious(0.04)probably_damaging(0.982)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TNIP1SNVMissense_Mutationc.350N>Ap.Pro117Glnp.P117QQ15025protein_codingdeleterious(0.03)possibly_damaging(0.576)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TNIP1SNVMissense_Mutationrs750825606c.915N>Ap.Met305Ilep.M305IQ15025protein_codingtolerated(1)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TNIP1SNVMissense_Mutationc.391N>Ap.Glu131Lysp.E131KQ15025protein_codingdeleterious(0)benign(0.22)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
TNIP1SNVMissense_Mutationrs751538216c.898N>Ap.Glu300Lysp.E300KQ15025protein_codingdeleterious(0.02)possibly_damaging(0.662)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNIP1insertionNonsense_Mutationnovelc.137-1_137insCATGCCTTCAGTGTTGAGAGGCTCACCACTGCCTCAp.Gly46delinsAlaCysLeuGlnCysTerGluAlaHisHisCysLeuArgp.G46delinsACLQC*EAHHCLRQ15025protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TNIP1insertionFrame_Shift_Insnovelc.140_141insAGCTGGGCTTGCCTGTTp.Leu48AlafsTer25p.L48Afs*25Q15025protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
TNIP1insertionIn_Frame_Insnovelc.138_139insAAGCTGAGGCCCAGGGAAp.Gly46_Glu47insLysLeuArgProArgGlup.G46_E47insKLRPREQ15025protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
TNIP1deletionFrame_Shift_Delnovelc.850delNp.Ser284ValfsTer2p.S284Vfs*2Q15025protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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