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: IK

Gene summary for IK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IK

Gene ID

3550

Gene nameIK cytokine
Gene AliasCSA2
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q13123


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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
3550IKHTA11_1938_2000001011HumanColorectumAD9.06e-073.51e-01-0.0811
3550IKHTA11_78_2000001011HumanColorectumAD2.66e-052.58e-01-0.1088
3550IKHTA11_347_2000001011HumanColorectumAD3.21e-195.15e-01-0.1954
3550IKHTA11_696_2000001011HumanColorectumAD7.30e-093.48e-01-0.1464
3550IKHTA11_866_2000001011HumanColorectumAD2.77e-072.02e-01-0.1001
3550IKHTA11_1391_2000001011HumanColorectumAD5.61e-062.80e-01-0.059
3550IKHTA11_866_3004761011HumanColorectumAD5.57e-154.11e-010.096
3550IKHTA11_7696_3000711011HumanColorectumAD2.21e-103.24e-010.0674
3550IKHTA11_6818_2000001011HumanColorectumAD1.46e-064.39e-010.0112
3550IKHTA11_6818_2000001021HumanColorectumAD6.89e-053.59e-010.0588
3550IKHTA11_99999970781_79442HumanColorectumMSS6.81e-031.76e-010.294
3550IKHTA11_99999965104_69814HumanColorectumMSS9.19e-073.85e-010.281
3550IKHTA11_99999971662_82457HumanColorectumMSS8.73e-154.07e-010.3859
3550IKHTA11_99999974143_84620HumanColorectumMSS2.70e-041.90e-010.3005
3550IKLZE2THumanEsophagusESCC2.79e-029.56e-010.082
3550IKLZE4THumanEsophagusESCC2.17e-136.31e-010.0811
3550IKLZE5THumanEsophagusESCC1.14e-084.15e-010.0514
3550IKLZE7THumanEsophagusESCC1.82e-065.73e-010.0667
3550IKLZE8THumanEsophagusESCC7.36e-093.65e-010.067
3550IKLZE20THumanEsophagusESCC1.18e-031.63e-010.0662
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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
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00069869BreastPrecancerresponse to unfolded protein28/1080137/187233.81e-093.00e-0728
GO:00359669BreastPrecancerresponse to topologically incorrect protein29/1080159/187233.00e-081.89e-0629
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00346209BreastPrecancercellular response to unfolded protein21/108096/187239.80e-085.46e-0621
GO:00359679BreastPrecancercellular response to topologically incorrect protein22/1080116/187236.84e-072.80e-0522
GO:00508219BreastPrecancerprotein stabilization29/1080191/187231.67e-066.08e-0529
GO:00316479BreastPrecancerregulation of protein stability38/1080298/187233.73e-061.19e-0438
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00018196BreastPrecancerpositive regulation of cytokine production52/1080467/187234.18e-061.29e-0452
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:19058979BreastPrecancerregulation of response to endoplasmic reticulum stress16/108082/187231.53e-053.75e-0416
GO:00309687BreastPrecancerendoplasmic reticulum unfolded protein response15/108074/187231.74e-054.17e-0415
GO:00456379BreastPrecancerregulation of myeloid cell differentiation28/1080210/187233.05e-056.72e-0428
GO:19037069BreastPrecancerregulation of hemopoiesis41/1080367/187233.95e-058.52e-0441
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00025737BreastPrecancermyeloid leukocyte differentiation27/1080208/187236.72e-051.35e-0327
GO:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
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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
IKSNVMissense_Mutationnovelc.1323N>Tp.Met441Ilep.M441IQ13123protein_codingtolerated(0.18)benign(0.031)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
IKSNVMissense_Mutationnovelc.1113N>Gp.Asp371Glup.D371EQ13123protein_codingtolerated(0.38)benign(0)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IKSNVMissense_Mutationc.832N>Ap.Val278Ilep.V278IQ13123protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IKinsertionFrame_Shift_Insnovelc.1235_1236insTTGGGTAAGGAATTGTTTCAAACTTGGGGGAGGGATGAGTAGGp.Glu412AspfsTer58p.E412Dfs*58Q13123protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
IKSNVMissense_Mutationrs745401397c.1103N>Ap.Arg368Glnp.R368QQ13123protein_codingtolerated(0.39)benign(0.028)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
IKSNVMissense_Mutationnovelc.1637N>Gp.Glu546Glyp.E546GQ13123protein_codingtolerated(0.23)probably_damaging(0.982)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
IKSNVMissense_Mutationc.1177N>Tp.Pro393Serp.P393SQ13123protein_codingtolerated(0.76)benign(0)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IKSNVMissense_Mutationc.1195N>Ap.Gly399Argp.G399RQ13123protein_codingtolerated(0.16)probably_damaging(0.99)TCGA-AA-3968-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IKSNVMissense_Mutationrs746748598c.1115N>Ap.Arg372Glnp.R372QQ13123protein_codingtolerated(0.49)possibly_damaging(0.885)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IKSNVMissense_Mutationrs376361279c.976N>Ap.Val326Ilep.V326IQ13123protein_codingtolerated(0.23)benign(0)TCGA-AZ-4313-01Colorectumcolon 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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