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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: KIF9

Gene summary for KIF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KIF9

Gene ID

64147

Gene namekinesin family member 9
Gene AliasKIF9
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

A8K932


Top

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
64147KIF9LZE7THumanEsophagusESCC3.75e-032.35e-020.0667
64147KIF9P1T-EHumanEsophagusESCC2.82e-032.28e-010.0875
64147KIF9P2T-EHumanEsophagusESCC2.17e-169.71e-020.1177
64147KIF9P4T-EHumanEsophagusESCC5.10e-102.45e-010.1323
64147KIF9P5T-EHumanEsophagusESCC4.70e-141.17e-010.1327
64147KIF9P8T-EHumanEsophagusESCC1.48e-121.44e-010.0889
64147KIF9P9T-EHumanEsophagusESCC2.43e-097.43e-020.1131
64147KIF9P10T-EHumanEsophagusESCC5.58e-152.42e-010.116
64147KIF9P11T-EHumanEsophagusESCC3.54e-052.22e-010.1426
64147KIF9P12T-EHumanEsophagusESCC2.93e-231.02e-010.1122
64147KIF9P15T-EHumanEsophagusESCC1.57e-09-1.42e-030.1149
64147KIF9P16T-EHumanEsophagusESCC9.83e-171.72e-010.1153
64147KIF9P20T-EHumanEsophagusESCC3.71e-107.30e-020.1124
64147KIF9P21T-EHumanEsophagusESCC4.88e-305.18e-010.1617
64147KIF9P22T-EHumanEsophagusESCC2.69e-111.19e-020.1236
64147KIF9P23T-EHumanEsophagusESCC1.41e-144.56e-010.108
64147KIF9P24T-EHumanEsophagusESCC1.76e-121.19e-010.1287
64147KIF9P26T-EHumanEsophagusESCC3.84e-161.01e-010.1276
64147KIF9P27T-EHumanEsophagusESCC5.97e-151.09e-010.1055
64147KIF9P28T-EHumanEsophagusESCC7.13e-148.49e-020.1149
Page: 1 2 3 4 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00718001EsophagusESCCpodosome assembly15/855218/187231.20e-035.88e-0315
GO:00718012EsophagusESCCregulation of podosome assembly11/855213/187234.76e-031.85e-0211
GO:00226172EsophagusESCCextracellular matrix disassembly39/855263/187236.92e-032.52e-0239
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:004325412LiverCirrhoticregulation of protein-containing complex assembly169/4634428/187237.40e-124.99e-10169
GO:19030084LiverCirrhoticorganelle disassembly59/4634114/187234.82e-102.27e-0859
GO:1902115LiverCirrhoticregulation of organelle assembly66/4634186/187236.66e-045.04e-0366
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:19021151LiverHCCregulation of organelle assembly110/7958186/187233.30e-064.34e-05110
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:004325420Oral cavityOSCCregulation of protein-containing complex assembly255/7305428/187232.94e-183.15e-16255
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
KIF9SNVMissense_Mutationrs772965509c.1530N>Cp.Lys510Asnp.K510NQ9HAQ2protein_codingdeleterious(0.05)benign(0.132)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KIF9SNVMissense_Mutationc.691N>Gp.Leu231Valp.L231VQ9HAQ2protein_codingtolerated(0.15)benign(0.222)TCGA-AQ-A1H2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinSD
KIF9SNVMissense_Mutationc.664N>Tp.Ile222Phep.I222FQ9HAQ2protein_codingdeleterious(0.03)possibly_damaging(0.775)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
KIF9insertionNonsense_Mutationnovelc.2125_2126insGGGAACACTGACAGACATGGGGGCTGGAGGGCTGTGAGATGp.Ser709TrpfsTer4p.S709Wfs*4Q9HAQ2protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KIF9SNVMissense_Mutationrs776004585c.1573G>Ap.Val525Ilep.V525IQ9HAQ2protein_codingtolerated(0.45)benign(0)TCGA-AA-3870-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
KIF9SNVMissense_Mutationc.389G>Ap.Arg130Hisp.R130HQ9HAQ2protein_codingtolerated(0.18)possibly_damaging(0.633)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KIF9SNVMissense_Mutationnovelc.629N>Gp.Asn210Serp.N210SQ9HAQ2protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KIF9SNVMissense_Mutationc.1796N>Tp.Asn599Ilep.N599IQ9HAQ2protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KIF9SNVMissense_Mutationrs745616983c.1714N>Ap.Asp572Asnp.D572NQ9HAQ2protein_codingdeleterious(0.05)benign(0)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KIF9SNVMissense_Mutationrs773934395c.49N>Ap.Asp17Asnp.D17NQ9HAQ2protein_codingtolerated(0.23)benign(0.174)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1