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: KIF16B

Gene summary for KIF16B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KIF16B

Gene ID

55614

Gene namekinesin family member 16B
Gene AliasC20orf23
Cytomap20p12.1
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

A0A1B0GTU3


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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
55614KIF16BCCI_1HumanCervixCC1.44e-067.76e-010.528
55614KIF16BCCI_3HumanCervixCC6.80e-076.83e-010.516
55614KIF16BHTA11_3410_2000001011HumanColorectumAD2.48e-29-7.62e-010.0155
55614KIF16BHTA11_2951_2000001011HumanColorectumAD1.51e-03-7.77e-010.0216
55614KIF16BHTA11_3361_2000001011HumanColorectumAD8.87e-03-5.05e-01-0.1207
55614KIF16BHTA11_7862_2000001011HumanColorectumAD1.03e-05-6.65e-01-0.0179
55614KIF16BHTA11_866_3004761011HumanColorectumAD3.04e-07-5.07e-010.096
55614KIF16BHTA11_8622_2000001021HumanColorectumSER2.15e-05-7.65e-010.0528
55614KIF16BHTA11_10623_2000001011HumanColorectumAD1.45e-03-6.17e-01-0.0177
55614KIF16BHTA11_10711_2000001011HumanColorectumAD5.51e-09-6.24e-010.0338
55614KIF16BHTA11_7696_3000711011HumanColorectumAD2.49e-18-5.59e-010.0674
55614KIF16BHTA11_99999970781_79442HumanColorectumMSS1.06e-22-5.84e-010.294
55614KIF16BHTA11_99999971662_82457HumanColorectumMSS1.60e-25-7.07e-010.3859
55614KIF16BHTA11_99999973899_84307HumanColorectumMSS7.01e-05-6.22e-010.2585
55614KIF16BHTA11_99999974143_84620HumanColorectumMSS7.49e-22-6.41e-010.3005
55614KIF16BF007HumanColorectumFAP5.83e-042.09e-010.1176
55614KIF16BA001-C-207HumanColorectumFAP3.36e-03-1.41e-010.1278
55614KIF16BA015-C-203HumanColorectumFAP1.25e-31-3.90e-01-0.1294
55614KIF16BA015-C-204HumanColorectumFAP2.37e-08-1.94e-01-0.0228
55614KIF16BA014-C-040HumanColorectumFAP5.88e-07-3.21e-01-0.1184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:00071738CervixCCepidermal growth factor receptor signaling pathway36/2311108/187231.04e-088.44e-0736
GO:00381278CervixCCERBB signaling pathway37/2311121/187238.57e-084.88e-0637
GO:00068927CervixCCpost-Golgi vesicle-mediated transport28/2311104/187234.31e-056.61e-0428
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00074923CervixCCendoderm development20/231177/187238.40e-047.30e-0320
GO:0001704CervixCCformation of primary germ layer27/2311121/187231.49e-031.16e-0227
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0001881ColorectumADreceptor recycling18/391833/187232.23e-054.40e-0418
GO:0098927ColorectumADvesicle-mediated transport between endosomal compartments19/391843/187235.03e-045.43e-0319
GO:0001919ColorectumADregulation of receptor recycling12/391823/187239.11e-048.71e-0312
GO:0045022ColorectumADearly endosome to late endosome transport17/391840/187231.66e-031.38e-0217
GO:0032801ColorectumADreceptor catabolic process12/391828/187237.21e-034.39e-0212
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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
KIF16BSNVMissense_Mutationc.737N>Ap.Ser246Asnp.S246NQ96L93protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
KIF16BSNVMissense_Mutationc.3478C>Gp.Gln1160Glup.Q1160EQ96L93protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.6)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KIF16BSNVMissense_Mutationc.2025N>Tp.Glu675Aspp.E675DQ96L93protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KIF16BSNVMissense_Mutationrs865904201c.434N>Ap.Arg145Glnp.R145QQ96L93protein_codingdeleterious(0.03)probably_damaging(0.978)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KIF16BSNVMissense_Mutationc.3052N>Ap.Ala1018Thrp.A1018TQ96L93protein_codingtolerated_low_confidence(0.06)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KIF16BSNVMissense_Mutationnovelc.2941C>Gp.Arg981Glyp.R981GQ96L93protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AR-A2LO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KIF16BSNVMissense_Mutationc.757N>Tp.Leu253Phep.L253FQ96L93protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KIF16BSNVMissense_Mutationnovelc.2356N>Cp.Trp786Argp.W786RQ96L93protein_codingtolerated(1)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KIF16BSNVMissense_Mutationnovelc.977N>Cp.Asn326Thrp.N326TQ96L93protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A8FY-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KIF16BSNVMissense_Mutationc.689N>Gp.Lys230Argp.K230RQ96L93protein_codingtolerated(0.25)benign(0.041)TCGA-E9-A1RA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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