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: JCHAIN

Gene summary for JCHAIN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JCHAIN

Gene ID

3512

Gene namejoining chain of multimeric IgA and IgM
Gene AliasIGCJ
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

P01591


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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
3512JCHAINCA_HPV_1HumanCervixCC4.25e-031.61e-010.0264
3512JCHAINCA_HPV_2HumanCervixCC2.70e-25-9.29e-010.0391
3512JCHAINCA_HPV_3HumanCervixCC2.07e-18-8.84e-010.0414
3512JCHAINHSIL_HPV_1HumanCervixHSIL_HPV1.36e-11-7.66e-010.0116
3512JCHAINHSIL_HPV_2HumanCervixHSIL_HPV1.01e-15-8.14e-010.0208
3512JCHAINN_HPV_1HumanCervixN_HPV6.66e-09-6.83e-010.0079
3512JCHAINN_HPV_2HumanCervixN_HPV1.51e-25-9.32e-01-0.0131
3512JCHAINCCI_1HumanCervixCC5.88e-09-9.50e-010.528
3512JCHAINCCI_2HumanCervixCC3.56e-08-9.50e-010.5249
3512JCHAINCCI_3HumanCervixCC4.19e-12-9.50e-010.516
3512JCHAINCCII_1HumanCervixCC6.47e-17-9.50e-010.3249
3512JCHAINTumorHumanCervixCC8.06e-30-9.50e-010.1241
3512JCHAINsample1HumanCervixCC2.87e-11-9.16e-010.0959
3512JCHAINsample3HumanCervixCC8.06e-30-9.50e-010.1387
3512JCHAINH2HumanCervixHSIL_HPV3.32e-20-7.96e-010.0632
3512JCHAINL1HumanCervixCC9.18e-03-5.63e-010.0802
3512JCHAINT1HumanCervixCC4.43e-18-7.83e-010.0918
3512JCHAINT2HumanCervixCC6.47e-05-6.69e-010.0709
3512JCHAINT3HumanCervixCC1.30e-32-9.47e-010.1389
3512JCHAINHTA11_347_2000001011HumanColorectumAD2.23e-062.06e-01-0.1954
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:00457306CervixCCrespiratory burst14/231137/187236.97e-059.81e-0414
GO:00197308CervixCCantimicrobial humoral response27/2311122/187231.70e-031.29e-0227
GO:00602634CervixCCregulation of respiratory burst7/231117/187232.72e-031.85e-027
GO:00018957CervixCCretina homeostasis19/231179/187232.94e-031.94e-0219
GO:00069597CervixCChumoral immune response54/2311317/187238.57e-034.42e-0254
GO:000695912CervixHSIL_HPVhumoral immune response39/737317/187232.88e-107.02e-0839
GO:001973012CervixHSIL_HPVantimicrobial humoral response18/737122/187231.35e-066.21e-0518
GO:004573013CervixHSIL_HPVrespiratory burst9/73737/187239.97e-063.41e-049
GO:000189512CervixHSIL_HPVretina homeostasis12/73779/187235.76e-051.39e-0312
GO:00427423CervixHSIL_HPVdefense response to bacterium30/737350/187235.82e-051.40e-0330
GO:000189414CervixHSIL_HPVtissue homeostasis25/737268/187236.17e-051.46e-0325
GO:00030943CervixHSIL_HPVglomerular filtration6/73725/187233.40e-045.39e-036
GO:00972054CervixHSIL_HPVrenal filtration6/73726/187234.27e-046.41e-036
GO:006024913CervixHSIL_HPVanatomical structure homeostasis25/737314/187237.04e-049.40e-0325
GO:00197315CervixHSIL_HPVantibacterial humoral response8/73760/187232.32e-032.30e-028
GO:006026312CervixHSIL_HPVregulation of respiratory burst4/73717/187233.76e-033.30e-024
GO:000695921CervixN_HPVhumoral immune response31/534317/187232.53e-097.88e-0731
GO:001973022CervixN_HPVantimicrobial humoral response16/534122/187233.88e-072.60e-0516
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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
JCHAINSNVMissense_Mutationc.316G>Tp.Val106Phep.V106FP01591protein_codingtolerated(0.48)benign(0.009)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
JCHAINSNVMissense_Mutationnovelc.464C>Ap.Ala155Aspp.A155DP01591protein_codingdeleterious(0)benign(0.085)TCGA-AA-3842-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
JCHAINSNVMissense_Mutationc.182N>Ap.Arg61Glnp.R61QP01591protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
JCHAINSNVMissense_Mutationc.239G>Tp.Arg80Ilep.R80IP01591protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
JCHAINSNVMissense_Mutationc.182N>Ap.Arg61Glnp.R61QP01591protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
JCHAINSNVMissense_Mutationnovelc.317T>Cp.Val106Alap.V106AP01591protein_codingtolerated(0.25)benign(0.027)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
JCHAINSNVMissense_Mutationrs775844392c.245G>Tp.Arg82Ilep.R82IP01591protein_codingdeleterious(0.02)benign(0.052)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
JCHAINSNVMissense_Mutationrs201053863c.239N>Ap.Arg80Lysp.R80KP01591protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
JCHAINSNVMissense_Mutationc.182N>Ap.Arg61Glnp.R61QP01591protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
JCHAINSNVMissense_Mutationc.182G>Ap.Arg61Glnp.R61QP01591protein_codingtolerated(0.12)probably_damaging(0.996)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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