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: B2M

Gene summary for B2M

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B2M

Gene ID

567

Gene namebeta-2-microglobulin
Gene AliasIMD43
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

P61769


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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
567B2MGSM4909282HumanBreastIDC4.65e-172.48e-01-0.0288
567B2MGSM4909285HumanBreastIDC6.83e-38-4.84e-010.21
567B2MGSM4909286HumanBreastIDC1.01e-107-1.68e+000.1081
567B2MGSM4909290HumanBreastIDC3.00e-022.15e-010.2096
567B2MGSM4909291HumanBreastIDC3.14e-18-4.32e-010.1753
567B2MGSM4909292HumanBreastIDC9.03e-03-4.29e-010.1236
567B2MGSM4909294HumanBreastIDC3.18e-20-6.69e-010.2022
567B2MGSM4909298HumanBreastIDC1.59e-23-4.86e-010.1551
567B2MGSM4909299HumanBreastIDC6.75e-061.66e-010.035
567B2MGSM4909300HumanBreastIDC8.22e-052.80e-010.0334
567B2MGSM4909301HumanBreastIDC1.50e-37-6.45e-010.1577
567B2MGSM4909303HumanBreastIDC3.70e-02-3.12e-010.0438
567B2MGSM4909304HumanBreastIDC5.17e-52-6.58e-010.1636
567B2MGSM4909306HumanBreastIDC2.55e-09-1.52e-010.1564
567B2MGSM4909307HumanBreastIDC3.26e-152.34e-010.1569
567B2MGSM4909308HumanBreastIDC4.74e-183.16e-010.158
567B2MGSM4909309HumanBreastIDC5.35e-163.20e-010.0483
567B2MGSM4909311HumanBreastIDC1.91e-41-9.88e-010.1534
567B2MGSM4909312HumanBreastIDC2.90e-57-1.10e+000.1552
567B2MGSM4909315HumanBreastIDC1.42e-29-6.90e-010.21
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00508671StomachCAG with IMpositive regulation of cell activation42/1050420/187232.07e-043.87e-0342
GO:00508631StomachCAG with IMregulation of T cell activation35/1050329/187232.14e-043.94e-0335
GO:003009911StomachCAG with IMmyeloid cell differentiation39/1050381/187232.14e-043.94e-0339
GO:00160641StomachCAG with IMimmunoglobulin mediated immune response25/1050207/187232.50e-044.46e-0325
GO:00197241StomachCAG with IMB cell mediated immunity25/1050210/187233.12e-045.27e-0325
GO:007124111StomachCAG with IMcellular response to inorganic substance26/1050226/187234.09e-046.53e-0326
GO:005067811StomachCAG with IMregulation of epithelial cell proliferation38/1050381/187234.28e-046.74e-0338
GO:007124811StomachCAG with IMcellular response to metal ion23/1050197/187237.01e-049.75e-0323
GO:005109911StomachCAG with IMpositive regulation of binding21/1050173/187237.07e-049.79e-0321
GO:003209111StomachCAG with IMnegative regulation of protein binding14/105094/187237.30e-041.00e-0214
GO:005110011StomachCAG with IMnegative regulation of binding20/1050162/187237.57e-041.03e-0220
GO:00019161StomachCAG with IMpositive regulation of T cell mediated cytotoxicity7/105029/187238.98e-041.17e-027
GO:00018191StomachCAG with IMpositive regulation of cytokine production43/1050467/187239.84e-041.27e-0243
GO:003021811StomachCAG with IMerythrocyte differentiation16/1050120/187231.09e-031.33e-0216
GO:004887211StomachCAG with IMhomeostasis of number of cells28/1050272/187231.45e-031.65e-0228
GO:005067311StomachCAG with IMepithelial cell proliferation40/1050437/187231.62e-031.78e-0240
GO:00019061StomachCAG with IMcell killing21/1050188/187232.04e-032.11e-0221
GO:00024491StomachCAG with IMlymphocyte mediated immunity33/1050350/187232.50e-032.46e-0233
GO:00024601StomachCAG with IMadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains33/1050356/187233.26e-032.99e-0233
GO:00313411StomachCAG with IMregulation of cell killing13/105099/187233.52e-033.16e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0461218BreastPrecancerAntigen processing and presentation19/68478/84659.61e-061.12e-048.62e-0519
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0461219BreastPrecancerAntigen processing and presentation19/68478/84659.61e-061.12e-048.62e-0519
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0516619BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516317BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0516922BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0461223BreastIDCAntigen processing and presentation24/86778/84654.61e-078.33e-066.23e-0624
hsa0516624BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0516932BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0461233BreastIDCAntigen processing and presentation24/86778/84654.61e-078.33e-066.23e-0624
hsa0516634BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0516642BreastDCISHuman T-cell leukemia virus 1 infection41/846222/84657.03e-056.88e-045.07e-0441
hsa0516344BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
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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
B2MSNVMissense_Mutationrs765817584c.7N>Tp.Arg3Cysp.R3CP61769protein_codingdeleterious(0.01)possibly_damaging(0.549)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B2MSNVMissense_Mutationc.43C>Tp.Leu15Phep.L15FP61769protein_codingdeleterious(0.01)benign(0.088)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
B2MSNVMissense_Mutationc.248N>Tp.Tyr83Phep.Y83FP61769protein_codingdeleterious(0.02)probably_damaging(0.947)TCGA-E9-A248-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
B2MSNVMissense_Mutationc.280G>Ap.Glu94Lysp.E94KP61769protein_codingtolerated(0.79)benign(0.024)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
B2MSNVMissense_Mutationnovelc.251N>Gp.Leu84Argp.L84RP61769protein_codingtolerated(0.34)benign(0.354)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
B2MSNVMissense_Mutationrs752758095c.38T>Cp.Leu13Prop.L13PP61769protein_codingdeleterious(0.02)possibly_damaging(0.466)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
B2MSNVMissense_Mutationc.35N>Cp.Leu12Prop.L12PP61769protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
B2MSNVMissense_Mutationc.88T>Cp.Tyr30Hisp.Y30HP61769protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
B2MSNVMissense_Mutationnovelc.228C>Ap.Phe76Leup.F76LP61769protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
B2MdeletionFrame_Shift_Delc.293delAp.Tyr98LeufsTer5p.Y98Lfs*5P61769protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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
567B2MCLINICALLY ACTIONABLE, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUG RESISTANCEAMIKACINAMIKACIN7672871
567B2MCLINICALLY ACTIONABLE, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUG RESISTANCEPEMBROLIZUMABPEMBROLIZUMAB27433843
567B2MCLINICALLY ACTIONABLE, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUG RESISTANCETHYROGLOBULINTHYROGLOBULIN9609129
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