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: HBB

Gene summary for HBB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HBB

Gene ID

3043

Gene namehemoglobin subunit beta
Gene AliasCD113t-C
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

D9YZU5


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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
3043HBBHTA11_2487_2000001011HumanColorectumSER8.42e-052.66e-01-0.1808
3043HBBHTA11_3361_2000001011HumanColorectumAD1.93e-122.45e+00-0.1207
3043HBBHTA11_1391_2000001011HumanColorectumAD5.12e-182.08e+00-0.059
3043HBBHTA11_99999965062_69753HumanColorectumMSI-H7.89e-033.22e-010.3487
3043HBBAEH-subject1HumanEndometriumAEH3.26e-10-7.89e-01-0.3059
3043HBBAEH-subject2HumanEndometriumAEH4.11e-10-7.93e-01-0.2525
3043HBBAEH-subject3HumanEndometriumAEH1.58e-12-7.93e-01-0.2576
3043HBBAEH-subject4HumanEndometriumAEH2.63e-07-7.93e-01-0.2657
3043HBBAEH-subject5HumanEndometriumAEH2.02e-10-7.80e-01-0.2953
3043HBBEEC-subject1HumanEndometriumEEC1.93e-12-7.88e-01-0.2682
3043HBBEEC-subject2HumanEndometriumEEC1.58e-12-7.93e-01-0.2607
3043HBBEEC-subject4HumanEndometriumEEC1.21e-08-7.59e-01-0.2571
3043HBBEEC-subject5HumanEndometriumEEC1.58e-12-7.93e-01-0.249
3043HBBGSM5276934HumanEndometriumEEC3.48e-12-7.93e-01-0.0913
3043HBBGSM5276935HumanEndometriumEEC8.84e-11-7.90e-01-0.123
3043HBBGSM5276937HumanEndometriumEEC1.44e-07-7.81e-01-0.0897
3043HBBGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.44e-08-7.93e-01-0.1869
3043HBBGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC9.59e-07-7.93e-01-0.1875
3043HBBGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.27e-08-7.93e-01-0.1883
3043HBBGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.29e-10-7.85e-01-0.1934
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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
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
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
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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0034109ColorectumADhomotypic cell-cell adhesion40/391890/187234.37e-071.67e-0540
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0042542ColorectumADresponse to hydrogen peroxide52/3918146/187232.83e-055.30e-0452
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0097237ColorectumADcellular response to toxic substance44/3918124/187231.24e-041.80e-0344
GO:0006809ColorectumADnitric oxide biosynthetic process30/391876/187231.72e-042.33e-0330
GO:1990748ColorectumADcellular detoxification41/3918116/187232.29e-042.97e-0341
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0046209ColorectumADnitric oxide metabolic process31/391881/187232.61e-043.25e-0331
GO:0072593ColorectumADreactive oxygen species metabolic process73/3918239/187232.79e-043.42e-0373
GO:2001057ColorectumADreactive nitrogen species metabolic process31/391882/187233.37e-043.94e-0331
GO:0070527ColorectumADplatelet aggregation26/391867/187236.20e-046.48e-0326
GO:0045429ColorectumADpositive regulation of nitric oxide biosynthetic process17/391840/187231.66e-031.38e-0217
GO:1904407ColorectumADpositive regulation of nitric oxide metabolic process17/391841/187232.29e-031.79e-0217
GO:0098869ColorectumADcellular oxidant detoxification33/3918101/187233.88e-032.72e-0233
GO:0080164ColorectumADregulation of nitric oxide metabolic process23/391864/187233.99e-032.80e-0223
GO:0003014ColorectumADrenal system process35/3918110/187234.85e-033.27e-0235
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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
HBBSNVMissense_Mutationrs766266418c.40N>Tp.Ala14Serp.A14SP68871protein_codingtolerated(1)benign(0.005)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HBBSNVMissense_Mutationc.126N>Ap.Phe42Leup.F42LP68871protein_codingdeleterious(0.04)benign(0.303)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HBBSNVMissense_Mutationc.126N>Ap.Phe42Leup.F42LP68871protein_codingdeleterious(0.04)benign(0.303)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
HBBSNVMissense_Mutationrs33959855c.67N>Ap.Glu23Lysp.E23KP68871protein_codingtolerated(0.14)benign(0.092)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HBBSNVMissense_Mutationnovelc.311T>Cp.Phe104Serp.F104SP68871protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HBBSNVMissense_Mutationrs33947457c.32C>Tp.Ala11Valp.A11VP68871protein_codingtolerated(0.21)benign(0.25)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HBBSNVMissense_Mutationc.211N>Ap.Ala71Thrp.A71TP68871protein_codingdeleterious(0.01)benign(0.226)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HBBSNVMissense_Mutationrs33990858c.238N>Tp.Asp80Tyrp.D80YP68871protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
HBBSNVMissense_Mutationrs34703513c.116N>Tp.Thr39Ilep.T39IP68871protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HBBSNVMissense_Mutationrs1141387c.103G>Cp.Val35Leup.V35LP68871protein_codingdeleterious(0)probably_damaging(0.973)TCGA-BS-A0V8-01Endometriumuterine 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
3043HBBDRUGGABLE GENOME, ENZYMEAZACITIDINEAZACITIDINE
3043HBBDRUGGABLE GENOME, ENZYMEvoxelotorVOXELOTOR
3043HBBDRUGGABLE GENOME, ENZYMEOXY-111A
3043HBBDRUGGABLE GENOME, ENZYMEnegative modulatorCHEMBL18901EFAPROXIRAL
3043HBBDRUGGABLE GENOME, ENZYMELuspatercept–aamt
3043HBBDRUGGABLE GENOME, ENZYMEAZATHIOPRINEAZATHIOPRINE
3043HBBDRUGGABLE GENOME, ENZYMEMERCAPTOPURINEMERCAPTOPURINE
3043HBBDRUGGABLE GENOME, ENZYMENSC-348401CHEMBL515505
3043HBBDRUGGABLE GENOME, ENZYMEFLUOROURACILFLUOROURACIL
3043HBBDRUGGABLE GENOME, ENZYME5-FLUOROURIDINECHEMBL54918
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