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: AP1B1

Gene summary for AP1B1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AP1B1

Gene ID

162

Gene nameadaptor related protein complex 1 subunit beta 1
Gene AliasADTB1
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

Q10567


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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
162AP1B1HTA11_2487_2000001011HumanColorectumSER8.95e-055.38e-01-0.1808
162AP1B1HTA11_1938_2000001011HumanColorectumAD5.00e-033.01e-01-0.0811
162AP1B1HTA11_347_2000001011HumanColorectumAD1.72e-064.34e-01-0.1954
162AP1B1HTA11_411_2000001011HumanColorectumSER6.89e-049.73e-01-0.2602
162AP1B1HTA11_2112_2000001011HumanColorectumSER1.89e-037.94e-01-0.2196
162AP1B1HTA11_3361_2000001011HumanColorectumAD5.82e-034.25e-01-0.1207
162AP1B1HTA11_83_2000001011HumanColorectumSER9.98e-044.53e-01-0.1526
162AP1B1HTA11_696_2000001011HumanColorectumAD9.01e-156.79e-01-0.1464
162AP1B1HTA11_866_2000001011HumanColorectumAD6.36e-032.59e-01-0.1001
162AP1B1HTA11_1391_2000001011HumanColorectumAD1.34e-167.56e-01-0.059
162AP1B1HTA11_5212_2000001011HumanColorectumAD3.53e-024.54e-01-0.2061
162AP1B1HTA11_5216_2000001011HumanColorectumSER7.01e-036.12e-01-0.1462
162AP1B1HTA11_7696_3000711011HumanColorectumAD3.00e-043.55e-010.0674
162AP1B1HTA11_99999970781_79442HumanColorectumMSS3.85e-022.66e-010.294
162AP1B1HTA11_99999971662_82457HumanColorectumMSS6.09e-127.11e-010.3859
162AP1B1A002-C-010HumanColorectumFAP1.23e-03-1.09e-010.242
162AP1B1A015-C-203HumanColorectumFAP1.17e-03-1.09e-01-0.1294
162AP1B1A002-C-205HumanColorectumFAP1.76e-03-1.59e-01-0.1236
162AP1B1A015-C-006HumanColorectumFAP2.82e-02-1.77e-01-0.0994
162AP1B1A002-C-114HumanColorectumFAP4.13e-03-1.58e-01-0.1561
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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
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:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:00016551ColorectumFAPurogenital system development70/2622338/187234.26e-045.11e-0370
GO:0072001ColorectumFAPrenal system development63/2622302/187236.59e-047.19e-0363
GO:0001822ColorectumFAPkidney development61/2622293/187238.38e-048.72e-0361
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:000165510SkinAKurogenital system development54/1910338/187235.86e-045.20e-0354
GO:00018227SkinAKkidney development45/1910293/187233.50e-032.12e-0245
GO:00720018SkinAKrenal system development45/1910302/187236.14e-033.31e-0245
GO:000182215ThyroidPTCkidney development133/5968293/187237.57e-071.18e-05133
GO:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
GO:000182222ThyroidATCkidney development146/6293293/187235.81e-091.28e-07146
GO:000165522ThyroidATCurogenital system development164/6293338/187237.92e-091.70e-07164
GO:007200122ThyroidATCrenal system development149/6293302/187239.48e-091.99e-07149
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa051701ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa051702ColorectumSERHuman immunodeficiency virus 1 infection58/1580212/84651.08e-038.56e-036.21e-0358
hsa051703ColorectumSERHuman immunodeficiency virus 1 infection58/1580212/84651.08e-038.56e-036.21e-0358
hsa051704ColorectumMSSHuman immunodeficiency virus 1 infection69/1875212/84652.66e-041.98e-031.21e-0369
hsa051705ColorectumMSSHuman immunodeficiency virus 1 infection69/1875212/84652.66e-041.98e-031.21e-0369
hsa051706ColorectumFAPHuman immunodeficiency virus 1 infection51/1404212/84652.98e-031.29e-027.87e-0351
hsa051707ColorectumFAPHuman immunodeficiency virus 1 infection51/1404212/84652.98e-031.29e-027.87e-0351
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa05170112EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa0517012LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa0517027Oral cavityOSCCHuman immunodeficiency virus 1 infection133/3704212/84651.42e-081.40e-077.12e-08133
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
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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
AP1B1SNVMissense_Mutationrs202101776c.2125N>Ap.Val709Metp.V709MQ10567protein_codingtolerated(0.19)benign(0.36)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
AP1B1SNVMissense_Mutationc.2480N>Tp.Thr827Ilep.T827IQ10567protein_codingtolerated(0.23)benign(0.005)TCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
AP1B1SNVMissense_Mutationc.2637C>Gp.Ser879Argp.S879RQ10567protein_codingtolerated(0.53)benign(0.054)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AP1B1SNVMissense_Mutationc.2449N>Gp.Lys817Glup.K817EQ10567protein_codingdeleterious(0)benign(0.003)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AP1B1SNVMissense_Mutationc.2566G>Ap.Glu856Lysp.E856KQ10567protein_codingtolerated(0.3)benign(0.086)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
AP1B1SNVMissense_Mutationrs757585860c.773N>Gp.Ser258Cysp.S258CQ10567protein_codingdeleterious(0)probably_damaging(1)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
AP1B1insertionIn_Frame_Insnovelc.205_206insCCTTTCTGAGAGCCTCAGTTTCATCATCTATAAAATGGGp.Leu68_Val69insAlaPheLeuArgAlaSerValSerSerSerIleLysTrpp.L68_V69insAFLRASVSSSIKWQ10567protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
AP1B1insertionFrame_Shift_Insrs747283521c.388_389insATCTCACTGAp.Leu130HisfsTer40p.L130Hfs*40Q10567protein_codingTCGA-BH-A0H0-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AP1B1deletionFrame_Shift_Delnovelc.2469delNp.Tyr824ThrfsTer77p.Y824Tfs*77Q10567protein_codingTCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AP1B1SNVMissense_Mutationnovelc.2237N>Tp.Ser746Phep.S746FQ10567protein_codingtolerated(0.74)benign(0.003)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
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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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