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: IGHG4

Gene summary for IGHG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGHG4

Gene ID

3503

Gene nameimmunoglobulin heavy constant gamma 4 (G4m marker)
Gene AliasIGHG4
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
3503IGHG4GSM4909297HumanBreastIDC3.32e-031.63e-010.1517
3503IGHG4GSM4909304HumanBreastIDC2.93e-537.43e-010.1636
3503IGHG4GSM4909305HumanBreastIDC1.48e-031.18e-010.0436
3503IGHG4GSM4909306HumanBreastIDC1.37e-132.94e-010.1564
3503IGHG4GSM4909307HumanBreastIDC5.35e-204.06e-010.1569
3503IGHG4GSM4909308HumanBreastIDC5.48e-426.30e-010.158
3503IGHG4GSM4909309HumanBreastIDC1.58e-062.25e-010.0483
3503IGHG4GSM4909317HumanBreastIDC6.59e-173.37e-010.1355
3503IGHG4GSM4909318HumanBreastIDC8.25e-033.25e-010.2031
3503IGHG4GSM4909321HumanBreastIDC1.65e-042.17e-010.1559
3503IGHG4M1HumanBreastIDC2.70e-184.24e-010.1577
3503IGHG4NCCBC5HumanBreastDCIS9.77e-032.17e-010.2046
3503IGHG4P3HumanBreastIDC2.07e-063.52e-010.1542
3503IGHG4CA_HPV_1HumanCervixCC1.10e-34-8.04e-010.0264
3503IGHG4CA_HPV_2HumanCervixCC4.42e-23-7.57e-010.0391
3503IGHG4CA_HPV_3HumanCervixCC3.53e-31-8.29e-010.0414
3503IGHG4HSIL_HPV_1HumanCervixHSIL_HPV1.09e-05-5.27e-010.0116
3503IGHG4HSIL_HPV_2HumanCervixHSIL_HPV3.32e-03-3.17e-010.0208
3503IGHG4N_HPV_1HumanCervixN_HPV5.28e-12-5.93e-010.0079
3503IGHG4N_HPV_2HumanCervixN_HPV5.16e-43-8.79e-01-0.0131
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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
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:00069596BreastIDChumoral immune response40/1434317/187231.25e-031.33e-0240
GO:00512515BreastIDCpositive regulation of lymphocyte activation43/1434362/187232.72e-032.41e-0243
GO:00022532BreastIDCactivation of immune response43/1434375/187235.16e-033.84e-0243
GO:00026966BreastIDCpositive regulation of leukocyte activation46/1434409/187235.60e-034.07e-0246
GO:005125111BreastDCISpositive regulation of lymphocyte activation42/1390362/187232.65e-032.35e-0242
GO:000225311BreastDCISactivation of immune response43/1390375/187232.96e-032.54e-0243
GO:000695911BreastDCIShumoral immune response37/1390317/187234.16e-033.29e-0237
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:0002768CervixCCimmune response-regulating cell surface receptor signaling pathway59/2311315/187236.64e-046.11e-0359
GO:00026967CervixCCpositive regulation of leukocyte activation72/2311409/187231.13e-039.31e-0372
GO:00512516CervixCCpositive regulation of lymphocyte activation65/2311362/187231.15e-039.39e-0365
GO:00508676CervixCCpositive regulation of cell activation73/2311420/187231.50e-031.16e-0273
GO:00024603CervixCCadaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains62/2311356/187233.09e-032.03e-0262
GO:0002443CervixCCleukocyte mediated immunity73/2311440/187235.01e-032.98e-0273
GO:0006909CervixCCphagocytosis53/2311308/187237.49e-034.01e-0253
GO:00069597CervixCChumoral immune response54/2311317/187238.57e-034.42e-0254
GO:00103243CervixCCmembrane invagination28/2311144/187239.50e-034.72e-0228
GO:000695912CervixHSIL_HPVhumoral immune response39/737317/187232.88e-107.02e-0839
GO:000269611CervixHSIL_HPVpositive regulation of leukocyte activation44/737409/187231.58e-093.04e-0744
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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
IGHG4SNVMissense_Mutationnovelc.157N>Gp.Phe53Valp.F53VP01861IG_C_genedeleterious(0.01)probably_damaging(1)TCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
IGHG4SNVMissense_Mutationnovelc.711G>Cp.Glu237Aspp.E237DP01861IG_C_genedeleterious(0.01)probably_damaging(0.998)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
IGHG4SNVMissense_Mutationrs751881796c.161C>Tp.Pro54Leup.P54LP01861IG_C_genedeleterious(0)probably_damaging(1)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IGHG4insertionFrame_Shift_Insnovelc.549_550insGTGTGGTCp.Ser184ValfsTer14p.S184Vfs*14P01861IG_C_geneTCGA-EW-A1PA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
IGHG4SNVMissense_Mutationrs777067694c.145G>Ap.Gly49Serp.G49SP01861IG_C_genetolerated(0.08)probably_damaging(0.951)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
IGHG4SNVMissense_Mutationnovelc.560C>Gp.Thr187Serp.T187SP01861IG_C_genetolerated(0.1)benign(0.007)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IGHG4SNVMissense_Mutationrs751235492c.800N>Tp.Pro267Leup.P267LP01861IG_C_genetolerated(0.05)benign(0.08)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IGHG4SNVMissense_Mutationnovelc.559A>Gp.Thr187Alap.T187AP01861IG_C_genetolerated(0.11)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IGHG4SNVMissense_Mutationnovelc.226T>Gp.Leu76Valp.L76VP01861IG_C_genetolerated(0.07)benign(0.025)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IGHG4SNVMissense_Mutationnovelc.593N>Gp.Glu198Glyp.E198GP01861IG_C_genedeleterious(0.01)probably_damaging(1)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
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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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