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: IGBP1

Gene summary for IGBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGBP1

Gene ID

3476

Gene nameimmunoglobulin binding protein 1
Gene AliasALPHA-4
CytomapXq13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P78318


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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
3476IGBP1HTA11_3410_2000001011HumanColorectumAD1.39e-093.85e-010.0155
3476IGBP1HTA11_2487_2000001011HumanColorectumSER5.56e-115.55e-01-0.1808
3476IGBP1HTA11_1938_2000001011HumanColorectumAD4.40e-086.21e-01-0.0811
3476IGBP1HTA11_78_2000001011HumanColorectumAD1.11e-095.95e-01-0.1088
3476IGBP1HTA11_347_2000001011HumanColorectumAD2.97e-389.16e-01-0.1954
3476IGBP1HTA11_411_2000001011HumanColorectumSER3.22e-081.09e+00-0.2602
3476IGBP1HTA11_2112_2000001011HumanColorectumSER5.30e-037.38e-01-0.2196
3476IGBP1HTA11_3361_2000001011HumanColorectumAD8.71e-054.25e-01-0.1207
3476IGBP1HTA11_83_2000001011HumanColorectumSER2.21e-096.15e-01-0.1526
3476IGBP1HTA11_696_2000001011HumanColorectumAD1.09e-236.18e-01-0.1464
3476IGBP1HTA11_866_2000001011HumanColorectumAD1.23e-124.19e-01-0.1001
3476IGBP1HTA11_1391_2000001011HumanColorectumAD1.70e-218.21e-01-0.059
3476IGBP1HTA11_2992_2000001011HumanColorectumSER9.07e-146.94e-01-0.1706
3476IGBP1HTA11_5212_2000001011HumanColorectumAD4.86e-064.70e-01-0.2061
3476IGBP1HTA11_5216_2000001011HumanColorectumSER8.97e-035.35e-01-0.1462
3476IGBP1HTA11_546_2000001011HumanColorectumAD3.16e-086.65e-01-0.0842
3476IGBP1HTA11_7862_2000001011HumanColorectumAD9.91e-075.21e-01-0.0179
3476IGBP1HTA11_866_3004761011HumanColorectumAD5.56e-094.98e-010.096
3476IGBP1HTA11_4255_2000001011HumanColorectumSER1.10e-037.03e-010.0446
3476IGBP1HTA11_8622_2000001021HumanColorectumSER1.15e-044.99e-010.0528
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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
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:0043281ColorectumADregulation of cysteine-type endopeptidase activity involved in apoptotic process72/3918209/187233.70e-061.03e-0472
GO:2000116ColorectumADregulation of cysteine-type endopeptidase activity79/3918235/187233.74e-061.03e-0479
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
GO:0052548ColorectumADregulation of endopeptidase activity124/3918432/187236.58e-051.07e-03124
GO:0043154ColorectumADnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process30/391878/187232.95e-043.59e-0330
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:0051403ColorectumADstress-activated MAPK cascade72/3918239/187234.77e-045.25e-0372
GO:0031098ColorectumADstress-activated protein kinase signaling cascade74/3918247/187234.80e-045.27e-0374
GO:2000117ColorectumADnegative regulation of cysteine-type endopeptidase activity31/391886/187238.67e-048.45e-0331
GO:0070302ColorectumADregulation of stress-activated protein kinase signaling cascade58/3918195/187232.21e-031.74e-0258
GO:0032872ColorectumADregulation of stress-activated MAPK cascade57/3918192/187232.51e-031.92e-0257
GO:0032873ColorectumADnegative regulation of stress-activated MAPK cascade19/391851/187235.44e-033.55e-0219
GO:0070303ColorectumADnegative regulation of stress-activated protein kinase signaling cascade19/391851/187235.44e-033.55e-0219
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00458611ColorectumSERnegative regulation of proteolysis88/2897351/187231.74e-067.50e-0588
GO:00525481ColorectumSERregulation of endopeptidase activity103/2897432/187232.86e-061.16e-04103
GO:00432811ColorectumSERregulation of cysteine-type endopeptidase activity involved in apoptotic process57/2897209/187238.08e-062.74e-0457
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa0414024Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa0414034Oral cavityLPAutophagy - animal55/2418141/84654.54e-031.87e-021.20e-0255
hsa041408ProstateBPHAutophagy - animal42/1718141/84654.46e-031.53e-029.49e-0342
hsa0414013ProstateBPHAutophagy - animal42/1718141/84654.46e-031.53e-029.49e-0342
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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
IGBP1SNVMissense_Mutationrs145852352c.1012A>Gp.Met338Valp.M338VP78318protein_codingtolerated(0.07)benign(0.317)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IGBP1SNVMissense_Mutationrs766373243c.29N>Tp.Pro10Leup.P10LP78318protein_codingtolerated(0.05)benign(0.015)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
IGBP1SNVMissense_Mutationc.729N>Gp.Phe243Leup.F243LP78318protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IGBP1SNVMissense_Mutationc.311N>Ap.Arg104Glnp.R104QP78318protein_codingtolerated(0.64)benign(0.003)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IGBP1SNVMissense_Mutationnovelc.160N>Ap.Glu54Lysp.E54KP78318protein_codingtolerated(0.46)benign(0.007)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
IGBP1SNVMissense_Mutationc.635N>Gp.Asp212Glyp.D212GP78318protein_codingdeleterious(0)probably_damaging(0.92)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
IGBP1SNVMissense_Mutationc.28C>Tp.Pro10Serp.P10SP78318protein_codingdeleterious(0.03)benign(0.17)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IGBP1SNVMissense_Mutationnovelc.568C>Tp.Arg190Cysp.R190CP78318protein_codingdeleterious(0.02)possibly_damaging(0.604)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
IGBP1SNVMissense_Mutationnovelc.566T>Cp.Val189Alap.V189AP78318protein_codingtolerated(0.09)possibly_damaging(0.843)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IGBP1SNVMissense_Mutationc.191N>Ap.Arg64Glnp.R64QP78318protein_codingtolerated(0.25)benign(0.069)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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