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: KIFC2

Gene summary for KIFC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KIFC2

Gene ID

90990

Gene namekinesin family member C2
Gene AliasKIFC2
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q96AC6


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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
90990KIFC2LZE4THumanEsophagusESCC1.38e-031.07e-010.0811
90990KIFC2LZE24THumanEsophagusESCC1.27e-052.37e-010.0596
90990KIFC2P4T-EHumanEsophagusESCC2.20e-027.36e-020.1323
90990KIFC2P5T-EHumanEsophagusESCC8.52e-081.46e-010.1327
90990KIFC2P8T-EHumanEsophagusESCC1.21e-021.00e-010.0889
90990KIFC2P9T-EHumanEsophagusESCC2.94e-112.12e-010.1131
90990KIFC2P10T-EHumanEsophagusESCC1.03e-111.33e-010.116
90990KIFC2P12T-EHumanEsophagusESCC1.42e-224.01e-010.1122
90990KIFC2P15T-EHumanEsophagusESCC1.01e-103.01e-010.1149
90990KIFC2P16T-EHumanEsophagusESCC1.73e-041.04e-010.1153
90990KIFC2P20T-EHumanEsophagusESCC1.79e-092.09e-010.1124
90990KIFC2P21T-EHumanEsophagusESCC1.59e-071.67e-010.1617
90990KIFC2P22T-EHumanEsophagusESCC2.99e-037.59e-020.1236
90990KIFC2P23T-EHumanEsophagusESCC4.59e-051.14e-010.108
90990KIFC2P26T-EHumanEsophagusESCC1.84e-346.10e-010.1276
90990KIFC2P27T-EHumanEsophagusESCC1.13e-091.80e-010.1055
90990KIFC2P28T-EHumanEsophagusESCC2.29e-274.91e-010.1149
90990KIFC2P30T-EHumanEsophagusESCC2.43e-052.33e-010.137
90990KIFC2P31T-EHumanEsophagusESCC5.39e-068.69e-020.1251
90990KIFC2P36T-EHumanEsophagusESCC5.77e-041.04e-010.1187
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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.

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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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:009030715EsophagusESCCmitotic spindle assembly52/855265/187231.41e-082.77e-0752
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:000705211LiverHCCmitotic spindle organization80/7958120/187237.43e-081.50e-0680
GO:190285011LiverHCCmicrotubule cytoskeleton organization involved in mitosis93/7958147/187232.91e-075.09e-0693
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:009030711LiverHCCmitotic spindle assembly42/795865/187232.63e-041.94e-0342
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00070526Oral cavityOSCCmitotic spindle organization85/7305120/187231.44e-126.23e-1185
GO:19028506Oral cavityOSCCmicrotubule cytoskeleton organization involved in mitosis99/7305147/187232.94e-121.18e-1099
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
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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
KIFC2SNVMissense_Mutationnovelc.838N>Gp.Gln280Glup.Q280EQ96AC6protein_codingtolerated(0.73)benign(0.018)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
KIFC2SNVMissense_Mutationc.445N>Tp.Arg149Trpp.R149WQ96AC6protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.544)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
KIFC2insertionIn_Frame_Insnovelc.1683_1684insTCTTCAAACAGAp.Val561_Ala562insSerSerAsnArgp.V561_A562insSSNRQ96AC6protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
KIFC2deletionFrame_Shift_Delnovelc.654delNp.Glu219SerfsTer21p.E219Sfs*21Q96AC6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KIFC2deletionFrame_Shift_Delnovelc.964delNp.Cys322AlafsTer44p.C322Afs*44Q96AC6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KIFC2SNVMissense_Mutationc.1825N>Tp.Arg609Cysp.R609CQ96AC6protein_codingdeleterious(0.05)probably_damaging(0.938)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KIFC2SNVMissense_Mutationrs368447948c.1105N>Tp.Arg369Trpp.R369WQ96AC6protein_codingdeleterious(0)possibly_damaging(0.446)TCGA-C5-A7CG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KIFC2SNVMissense_Mutationnovelc.1216N>Ap.Leu406Ilep.L406IQ96AC6protein_codingdeleterious(0.01)possibly_damaging(0.765)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KIFC2deletionFrame_Shift_Delnovelc.1086_1092delNNNNNNNp.Gln362HisfsTer2p.Q362Hfs*2Q96AC6protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
KIFC2SNVMissense_Mutationrs768022702c.2435N>Tp.Pro812Leup.P812LQ96AC6protein_codingtolerated_low_confidence(1)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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