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: IGKC

Gene summary for IGKC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IGKC

Gene ID

3514

Gene nameimmunoglobulin kappa constant
Gene AliasHCAK1
Cytomap2p11.2
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
3514IGKCGSM4909281HumanBreastIDC3.56e-163.07e-010.21
3514IGKCGSM4909282HumanBreastIDC2.96e-133.01e-01-0.0288
3514IGKCGSM4909287HumanBreastIDC2.36e-164.32e-010.2057
3514IGKCGSM4909288HumanBreastIDC4.62e-291.26e+000.0988
3514IGKCGSM4909290HumanBreastIDC1.79e-961.51e+000.2096
3514IGKCGSM4909291HumanBreastIDC2.17e-521.06e+000.1753
3514IGKCGSM4909294HumanBreastIDC5.86e-134.34e-010.2022
3514IGKCGSM4909298HumanBreastIDC3.71e-072.15e-010.1551
3514IGKCGSM4909300HumanBreastIDC1.98e-186.56e-010.0334
3514IGKCGSM4909305HumanBreastIDC6.69e-082.92e-010.0436
3514IGKCGSM4909306HumanBreastIDC4.57e-031.28e-010.1564
3514IGKCGSM4909308HumanBreastIDC1.93e-143.68e-010.158
3514IGKCGSM4909309HumanBreastIDC4.14e-216.05e-010.0483
3514IGKCGSM4909316HumanBreastIDC4.36e-023.99e-010.21
3514IGKCGSM4909317HumanBreastIDC8.19e-721.06e+000.1355
3514IGKCGSM4909318HumanBreastIDC2.65e-035.27e-010.2031
3514IGKCM1HumanBreastIDC5.99e-761.34e+000.1577
3514IGKCNCCBC5HumanBreastDCIS1.25e-126.25e-010.2046
3514IGKCP3HumanBreastIDC3.72e-064.98e-010.1542
3514IGKCDCIS2HumanBreastDCIS3.32e-178.50e-020.0085
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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
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
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:000189511BreastIDCretina homeostasis15/143479/187238.62e-041.00e-0215
GO:00069596BreastIDChumoral immune response40/1434317/187231.25e-031.33e-0240
GO:000189413BreastIDCtissue homeostasis34/1434268/187232.54e-032.28e-0234
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:000189521BreastDCISretina homeostasis14/139079/187231.88e-031.81e-0214
GO:005125111BreastDCISpositive regulation of lymphocyte activation42/1390362/187232.65e-032.35e-0242
GO:000189423BreastDCIStissue homeostasis33/1390268/187232.88e-032.48e-0233
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:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
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:00018957CervixCCretina homeostasis19/231179/187232.94e-031.94e-0219
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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
IGKCSNVMissense_Mutationnovelc.63A>Cp.Thr22Prop.T22PIG_C_genetolerated(0.15)possibly_damaging(0.73)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IGKCSNVMissense_Mutationnovelc.161N>Cp.Glu54Aspp.E54DIG_C_genetolerated(0.36)benign(0)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IGKCSNVMissense_Mutationnovelc.90N>Gp.Asn31Aspp.N31DIG_C_genetolerated(0.57)benign(0.007)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IGKCSNVMissense_Mutationnovelc.154N>Ap.Ser52Tyrp.S52YIG_C_genedeleterious(0)benign(0.065)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IGKCSNVMissense_Mutationrs373698975c.145N>Tp.Ser49Leup.S49LIG_C_genedeleterious(0.05)benign(0.418)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
IGKCSNVMissense_Mutationnovelc.58N>Ap.Ser20Tyrp.S20YIG_C_genedeleterious(0)probably_damaging(0.938)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
IGKCSNVMissense_Mutationnovelc.141C>Ap.Gln48Lysp.Q48KIG_C_genetolerated(0.65)benign(0.013)TCGA-86-6851-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IGKCSNVMissense_Mutationnovelc.61N>Ap.Gly21Glup.G21EIG_C_genedeleterious(0.05)possibly_damaging(0.777)TCGA-NJ-A4YG-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
IGKCSNVMissense_Mutationnovelc.217N>Ap.Thr73Lysp.T73KIG_C_genedeleterious(0)possibly_damaging(0.893)TCGA-39-5016-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
IGKCSNVMissense_Mutationnovelc.274N>Gp.Gln92Argp.Q92RIG_C_genetolerated(0.06)benign(0.03)TCGA-63-A5MI-01Lunglung squamous cell carcinomaMale>=65III/IVChemotherapyvinorelbineSD
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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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