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: HBA1

Gene summary for HBA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HBA1

Gene ID

3039

Gene namehemoglobin subunit alpha 1
Gene AliasECYT7
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

D1MGQ2


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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
3039HBA1AEH-subject1HumanEndometriumAEH8.15e-11-6.37e-01-0.3059
3039HBA1AEH-subject2HumanEndometriumAEH3.58e-07-6.37e-01-0.2525
3039HBA1AEH-subject3HumanEndometriumAEH3.72e-11-6.41e-01-0.2576
3039HBA1AEH-subject4HumanEndometriumAEH2.33e-06-6.41e-01-0.2657
3039HBA1AEH-subject5HumanEndometriumAEH9.05e-08-6.33e-01-0.2953
3039HBA1EEC-subject1HumanEndometriumEEC4.58e-10-6.36e-01-0.2682
3039HBA1EEC-subject2HumanEndometriumEEC1.26e-09-6.40e-01-0.2607
3039HBA1EEC-subject3HumanEndometriumEEC4.42e-05-5.65e-01-0.2525
3039HBA1EEC-subject4HumanEndometriumEEC2.73e-08-6.30e-01-0.2571
3039HBA1EEC-subject5HumanEndometriumEEC3.72e-11-6.41e-01-0.249
3039HBA1GSM5276934HumanEndometriumEEC1.78e-10-6.41e-01-0.0913
3039HBA1GSM5276935HumanEndometriumEEC4.54e-08-6.26e-01-0.123
3039HBA1GSM5276937HumanEndometriumEEC2.84e-06-6.34e-01-0.0897
3039HBA1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.38e-07-6.41e-01-0.1869
3039HBA1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.63e-06-6.41e-01-0.1875
3039HBA1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.48e-07-6.41e-01-0.1883
3039HBA1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC8.15e-11-6.39e-01-0.1934
3039HBA1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.81e-08-6.28e-01-0.1917
3039HBA1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.36e-10-6.41e-01-0.1916
3039HBA1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.78e-10-6.41e-01-0.1269
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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
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:000697916EndometriumAEHresponse to oxidative stress93/2100446/187231.94e-091.64e-0793
GO:000030216EndometriumAEHresponse to reactive oxygen species54/2100222/187232.54e-081.49e-0654
GO:004254215EndometriumAEHresponse to hydrogen peroxide38/2100146/187234.70e-071.92e-0538
GO:009723710EndometriumAEHcellular response to toxic substance34/2100124/187235.02e-071.97e-0534
GO:199074810EndometriumAEHcellular detoxification30/2100116/187238.40e-061.98e-0430
GO:000963610EndometriumAEHresponse to toxic substance52/2100262/187232.89e-055.40e-0452
GO:009886910EndometriumAEHcellular oxidant detoxification26/2100101/187233.57e-056.26e-0426
GO:009875410EndometriumAEHdetoxification31/2100152/187236.85e-046.62e-0331
GO:00427439EndometriumAEHhydrogen peroxide metabolic process14/210058/187234.12e-032.73e-0214
GO:00427445EndometriumAEHhydrogen peroxide catabolic process9/210032/187237.02e-034.07e-029
GO:000697917EndometriumEECresponse to oxidative stress99/2168446/187239.02e-111.13e-0899
GO:000030217EndometriumEECresponse to reactive oxygen species57/2168222/187234.04e-092.82e-0757
GO:004254216EndometriumEECresponse to hydrogen peroxide41/2168146/187234.12e-082.29e-0641
GO:009723715EndometriumEECcellular response to toxic substance35/2168124/187233.44e-071.37e-0535
GO:199074815EndometriumEECcellular detoxification31/2168116/187235.54e-061.36e-0431
GO:000963615EndometriumEECresponse to toxic substance54/2168262/187231.65e-053.18e-0454
GO:009886915EndometriumEECcellular oxidant detoxification27/2168101/187232.17e-053.89e-0427
GO:009875415EndometriumEECdetoxification32/2168152/187235.52e-045.52e-0332
GO:004274313EndometriumEEChydrogen peroxide metabolic process14/216858/187235.49e-033.33e-0214
GO:004274411EndometriumEEChydrogen peroxide catabolic process9/216832/187238.63e-034.70e-029
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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
HBA1SNVMissense_Mutationc.328N>Ap.Leu110Metp.L110MP69905protein_codingtolerated(0.12)benign(0.293)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HBA1SNVMissense_Mutationnovelc.420A>Cp.Lys140Asnp.K140NP69905protein_codingdeleterious(0)probably_damaging(0.932)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HBA1SNVMissense_Mutationnovelc.103N>Ap.Leu35Metp.L35MP69905protein_codingtolerated(0.09)benign(0.026)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
HBA1SNVMissense_Mutationc.26N>Ap.Thr9Asnp.T9NP69905protein_codingtolerated(0.17)benign(0)TCGA-BS-A0TG-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HBA1SNVMissense_Mutationnovelc.17N>Tp.Ala6Valp.A6VP69905protein_codingtolerated(0.17)benign(0.01)TCGA-EO-A22S-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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