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: KTI12

Gene summary for KTI12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KTI12

Gene ID

112970

Gene nameKTI12 chromatin associated homolog
Gene AliasSBBI81
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0002097

UniProtAcc

Q96EK9


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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
112970KTI12HCC1_MengHumanLiverHCC7.86e-294.18e-020.0246
112970KTI12S014HumanLiverHCC3.14e-194.47e-010.2254
112970KTI12S015HumanLiverHCC2.98e-072.22e-010.2375
112970KTI12S016HumanLiverHCC5.26e-113.16e-010.2243
112970KTI12S027HumanLiverHCC3.00e-074.08e-010.2446
112970KTI12S028HumanLiverHCC1.11e-125.04e-010.2503
112970KTI12S029HumanLiverHCC3.88e-186.42e-010.2581
112970KTI12C04HumanOral cavityOSCC1.18e-156.47e-010.2633
112970KTI12C21HumanOral cavityOSCC3.66e-093.22e-010.2678
112970KTI12C30HumanOral cavityOSCC1.46e-095.31e-010.3055
112970KTI12C43HumanOral cavityOSCC9.47e-161.67e-010.1704
112970KTI12C46HumanOral cavityOSCC1.61e-041.31e-010.1673
112970KTI12C51HumanOral cavityOSCC1.64e-021.43e-010.2674
112970KTI12C57HumanOral cavityOSCC4.79e-072.57e-010.1679
112970KTI12C06HumanOral cavityOSCC4.90e-043.72e-010.2699
112970KTI12C08HumanOral cavityOSCC4.71e-069.64e-020.1919
112970KTI12LN46HumanOral cavityOSCC3.94e-031.47e-010.1666
112970KTI12SYSMH1HumanOral cavityOSCC1.34e-087.77e-020.1127
112970KTI12SYSMH2HumanOral cavityOSCC1.21e-041.29e-010.2326
112970KTI12SYSMH3HumanOral cavityOSCC8.47e-122.87e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
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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
KTI12SNVMissense_Mutationrs201065316c.286N>Tp.Arg96Trpp.R96WQ96EK9protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KTI12SNVMissense_Mutationnovelc.958N>Tp.Arg320Cysp.R320CQ96EK9protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E9-A3QA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KTI12SNVMissense_Mutationc.599C>Ap.Ser200Tyrp.S200YQ96EK9protein_codingtolerated(0.07)possibly_damaging(0.694)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KTI12SNVMissense_Mutationnovelc.536C>Gp.Ser179Cysp.S179CQ96EK9protein_codingtolerated(0.22)benign(0.186)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
KTI12SNVMissense_Mutationc.1006G>Ap.Glu336Lysp.E336KQ96EK9protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
KTI12SNVMissense_Mutationrs774458515c.370N>Ap.Glu124Lysp.E124KQ96EK9protein_codingdeleterious_low_confidence(0.02)benign(0.012)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KTI12SNVMissense_Mutationc.938T>Cp.Leu313Serp.L313SQ96EK9protein_codingdeleterious(0)possibly_damaging(0.511)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
KTI12SNVMissense_Mutationrs200200454c.254A>Gp.Lys85Argp.K85RQ96EK9protein_codingtolerated(0.07)probably_damaging(0.987)TCGA-G4-6317-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
KTI12deletionFrame_Shift_Delc.311delNp.Leu104ArgfsTer29p.L104Rfs*29Q96EK9protein_codingTCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KTI12SNVMissense_Mutationc.997C>Ap.Pro333Thrp.P333TQ96EK9protein_codingdeleterious(0.02)benign(0.307)TCGA-AP-A0LI-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelSD
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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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