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: IL6

Gene summary for IL6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL6

Gene ID

3569

Gene nameinterleukin 6
Gene AliasBSF-2
Cytomap7p15.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B4DVM1


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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
3569IL6ctrl6HumanBreastPrecancer2.12e-257.67e-01-0.0061
3569IL6brca7HumanBreastPrecancer4.03e-035.28e-01-0.009
3569IL6P9T-EHumanEsophagusESCC1.31e-121.87e+000.1131
3569IL6P15T-EHumanEsophagusESCC2.73e-02-9.11e-020.1149
3569IL6P49T-EHumanEsophagusESCC2.67e-093.45e+000.1768
3569IL6C30HumanOral cavityOSCC3.25e-032.71e-010.3055
3569IL6C43HumanOral cavityOSCC7.70e-05-4.73e-010.1704
3569IL6C46HumanOral cavityOSCC2.38e-04-4.78e-010.1673
3569IL6C57HumanOral cavityOSCC2.92e-04-5.21e-010.1679
3569IL6C09HumanOral cavityOSCC1.71e-594.41e+000.1431
3569IL6LN46HumanOral cavityOSCC1.02e-02-2.10e-020.1666
3569IL6SYSMH1HumanOral cavityOSCC6.89e-14-5.44e-010.1127
3569IL6SYSMH2HumanOral cavityOSCC2.94e-09-5.13e-010.2326
3569IL6SYSMH3HumanOral cavityOSCC6.81e-13-5.34e-010.2442
3569IL6SYSMH4HumanOral cavityOSCC3.41e-13-5.46e-010.1226
3569IL6SYSMH5HumanOral cavityOSCC1.50e-12-5.45e-010.0647
3569IL6SYSMH6HumanOral cavityOSCC2.54e-12-4.84e-010.1275
3569IL6ATC09HumanThyroidATC7.55e-056.18e-010.2871
3569IL6ATC1HumanThyroidATC5.81e-035.73e-010.2878
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00457279BreastPrecancerpositive regulation of translation32/1080136/187235.89e-129.27e-1032
GO:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00342509BreastPrecancerpositive regulation of cellular amide metabolic process33/1080162/187231.72e-101.77e-0833
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00319608BreastPrecancerresponse to corticosteroid30/1080167/187232.50e-081.65e-0630
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00425429BreastPrecancerresponse to hydrogen peroxide26/1080146/187232.52e-071.26e-0526
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00022629BreastPrecancermyeloid cell homeostasis27/1080157/187233.10e-071.49e-0527
GO:00513848BreastPrecancerresponse to glucocorticoid26/1080148/187233.32e-071.57e-0526
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00341099BreastPrecancerhomotypic cell-cell adhesion18/108090/187233.15e-061.03e-0418
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0493216BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513414BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0516718BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0465716BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0532312BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
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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
OSMLIFR_IL6STOSM_LIFR_IL6STOSMBreastDCIS
OSMOSMR_IL6STOSM_OSMR_IL6STOSMBreastDCIS
IL6IL6R_IL6STIL6_IL6R_IL6STIL6BreastHealthy
LIFLIFR_IL6STLIF_LIFR_IL6STLIFRBreastHealthy
OSMLIFR_IL6STOSM_LIFR_IL6STOSMBreastHealthy
OSMOSMR_IL6STOSM_OSMR_IL6STOSMBreastHealthy
LIFLIFR_IL6STLIF_LIFR_IL6STLIFRCervixADJ
IL6IL6R_IL6STIL6_IL6R_IL6STIL6CervixADJ
OSMLIFR_IL6STOSM_LIFR_IL6STOSMCervixCC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMCervixCC
IL6IL6R_IL6STIL6_IL6R_IL6STIL6CervixCC
LIFLIFR_IL6STLIF_LIFR_IL6STLIFRCervixCC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMCervixHealthy
OSMLIFR_IL6STOSM_LIFR_IL6STOSMCervixPrecancer
OSMOSMR_IL6STOSM_OSMR_IL6STOSMCervixPrecancer
LIFLIFR_IL6STLIF_LIFR_IL6STLIFREndometriumADJ
OSMLIFR_IL6STOSM_LIFR_IL6STOSMEndometriumADJ
OSMOSMR_IL6STOSM_OSMR_IL6STOSMEndometriumADJ
LIFLIFR_IL6STLIF_LIFR_IL6STLIFREndometriumAEH
OSMLIFR_IL6STOSM_LIFR_IL6STOSMEndometriumAEH
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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
IL6SNVMissense_Mutationc.146C>Gp.Ser49Cysp.S49CP05231protein_codingdeleterious(0.01)possibly_damaging(0.838)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
IL6SNVMissense_Mutationnovelc.133N>Ap.Gln45Lysp.Q45KP05231protein_codingtolerated(1)benign(0.033)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IL6SNVMissense_Mutationc.184N>Ap.Asp62Asnp.D62NP05231protein_codingtolerated(0.48)benign(0.036)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL6SNVMissense_Mutationc.395G>Tp.Arg132Ilep.R132IP05231protein_codingdeleterious(0.05)benign(0.223)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL6SNVMissense_Mutationrs775325818c.230N>Cp.Met77Thrp.M77TP05231protein_codingtolerated(0.27)benign(0.238)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IL6SNVMissense_Mutationc.629N>Ap.Arg210Glnp.R210QP05231protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-DM-A1HA-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
IL6SNVMissense_Mutationc.172N>Tp.Arg58Trpp.R58WP05231protein_codingdeleterious(0.04)benign(0.007)TCGA-F4-6704-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
IL6SNVMissense_Mutationc.173N>Ap.Arg58Glnp.R58QP05231protein_codingtolerated(0.21)benign(0.089)TCGA-AF-6136-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapy5-fluorouracilPD
IL6SNVMissense_Mutationc.184G>Ap.Asp62Asnp.D62NP05231protein_codingtolerated(0.48)benign(0.036)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IL6SNVMissense_Mutationnovelc.271A>Cp.Asn91Hisp.N91HP05231protein_codingtolerated(0.17)benign(0.082)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORTumor necrosis factor alpha (TNF-alpha) inhibitors24776844,22158445
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORSirukumabSIRUKUMAB
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORrituximabRITUXIMAB26384320
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORMETRONIDAZOLEMETRONIDAZOLE12111578
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORARSENIC TRIOXIDE16638192
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORSELENIUM16036356
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORRECOMBINANT HUMAN IL-411228246
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORIFOSFAMIDEIFOSFAMIDE9260581
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORECHINACEAECHINACEA, UNSPECIFIED9568541
3569IL6DRUG RESISTANCE, DRUGGABLE GENOME, GROWTH FACTORYSIL6
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