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: IGHA2

Gene summary for IGHA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGHA2

Gene ID

3494

Gene nameimmunoglobulin heavy constant alpha 2 (A2m marker)
Gene AliasA2M
Cytomap14q32.33
Gene Typeother
GO ID

GO:0001775

UniProtAcc

NA


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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
3494IGHA2HTA11_2951_2000001011HumanColorectumAD5.85e-148.91e-010.0216
3494IGHA2HTA11_347_2000001011HumanColorectumAD1.65e-184.22e-01-0.1954
3494IGHA2HTA11_3361_2000001011HumanColorectumAD2.77e-053.41e-01-0.1207
3494IGHA2HTA11_83_2000001011HumanColorectumSER4.31e-044.00e-01-0.1526
3494IGHA2HTA11_1391_2000001011HumanColorectumAD3.44e-022.29e-01-0.059
3494IGHA2HTA11_546_2000001011HumanColorectumAD2.25e-021.06e+00-0.0842
3494IGHA2HTA11_7663_2000001011HumanColorectumSER8.52e-118.42e-010.0131
3494IGHA2HTA11_99999970781_79442HumanColorectumMSS3.61e-02-1.43e-010.294
3494IGHA2HTA11_99999974143_84620HumanColorectumMSS3.61e-02-1.43e-010.3005
3494IGHA2A002-C-203HumanColorectumFAP3.85e-03-1.43e-010.2786
3494IGHA2A001-C-108HumanColorectumFAP3.61e-02-1.30e-01-0.0272
3494IGHA2A002-C-021HumanColorectumFAP1.82e-03-1.36e-010.1171
3494IGHA2A001-C-104HumanColorectumFAP1.82e-03-1.39e-010.0184
3494IGHA2A001-C-014HumanColorectumFAP1.71e-02-1.43e-010.0135
3494IGHA2A002-C-016HumanColorectumFAP8.13e-03-1.43e-010.0521
3494IGHA2A001-C-203HumanColorectumFAP3.85e-03-1.43e-01-0.0481
3494IGHA2A002-C-116HumanColorectumFAP3.85e-03-1.43e-01-0.0452
3494IGHA2F034HumanColorectumFAP3.85e-03-1.43e-01-0.0665
3494IGHA2F072BHumanColorectumFAP1.82e-03-1.43e-010.257
3494IGHA2CRC-1-8810HumanColorectumCRC1.82e-03-1.43e-010.6257
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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
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
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
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:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0003014ColorectumADrenal system process35/3918110/187234.85e-033.27e-0235
GO:00018941ColorectumSERtissue homeostasis66/2897268/187235.87e-051.37e-0366
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:0045730ColorectumSERrespiratory burst14/289737/187237.80e-049.87e-0314
GO:00030141ColorectumSERrenal system process30/2897110/187231.05e-031.22e-0230
GO:0060263ColorectumSERregulation of respiratory burst8/289717/187232.12e-032.06e-028
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:00018942ColorectumMSStissue homeostasis72/3467268/187234.53e-045.40e-0372
GO:00018944ColorectumFAPtissue homeostasis61/2622268/187236.71e-051.28e-0361
GO:00602494ColorectumFAPanatomical structure homeostasis69/2622314/187237.51e-051.37e-0369
GO:00030142ColorectumFAPrenal system process27/2622110/187232.17e-031.78e-0227
GO:0097205ColorectumFAPrenal filtration9/262226/187236.73e-034.14e-029
GO:00602495ColorectumCRCanatomical structure homeostasis57/2078314/187231.24e-042.41e-0357
GO:00018945ColorectumCRCtissue homeostasis48/2078268/187235.56e-047.70e-0348
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
GO:006024910ProstateBPHanatomical structure homeostasis68/3107314/187231.10e-024.53e-0268
GO:000189416ProstateTumortissue homeostasis65/3246268/187232.39e-031.35e-0265
GO:006024915ProstateTumoranatomical structure homeostasis74/3246314/187232.82e-031.54e-0274
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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
IGHA2SNVMissense_Mutationnovelc.587N>Tp.Pro196Leup.P196LIG_C_genedeleterious(0.04)benign(0.094)TCGA-A2-A3KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
IGHA2SNVMissense_Mutationrs782766831c.19N>Gp.Lys7Glup.K7EIG_C_genetolerated(0.61)benign(0.003)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
IGHA2SNVMissense_Mutationrs782201993c.41N>Gp.Asp14Glyp.D14GIG_C_genetolerated(0.46)benign(0)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGHA2SNVMissense_Mutationrs377678733c.133N>Ap.Gly45Argp.G45RIG_C_genetolerated(0.09)benign(0.129)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGHA2SNVMissense_Mutationrs782124108c.781N>Ap.Glu261Lysp.E261KIG_C_genetolerated(0.2)benign(0.04)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IGHA2SNVMissense_Mutationrs373443615c.134N>Ap.Gly45Glup.G45EIG_C_genetolerated(0.06)possibly_damaging(0.726)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
IGHA2SNVMissense_Mutationrs373443615c.134N>Ap.Gly45Glup.G45EIG_C_genetolerated(0.06)possibly_damaging(0.726)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
IGHA2SNVMissense_Mutationnovelc.379N>Cp.Gly127Argp.G127RIG_C_genedeleterious(0)probably_damaging(0.949)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IGHA2SNVMissense_Mutationrs782257693c.238G>Ap.Gly80Serp.G80SIG_C_genetolerated(0.27)benign(0.012)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IGHA2SNVMissense_Mutationrs782085693c.662N>Tp.Pro221Leup.P221LIG_C_genedeleterious(0)probably_damaging(1)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=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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