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: CLEC16A

Gene summary for CLEC16A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLEC16A

Gene ID

23274

Gene nameC-type lectin domain containing 16A
Gene AliasGop-1
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q2KHT3


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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
23274CLEC16ACCI_2HumanCervixCC5.23e-035.19e-010.5249
23274CLEC16ACCI_3HumanCervixCC5.62e-117.26e-010.516
23274CLEC16AHTA11_347_2000001011HumanColorectumAD6.44e-095.49e-01-0.1954
23274CLEC16AHTA11_1391_2000001011HumanColorectumAD1.49e-024.99e-01-0.059
23274CLEC16AHTA11_99999965104_69814HumanColorectumMSS3.15e-025.44e-010.281
23274CLEC16AA015-C-203HumanColorectumFAP8.60e-18-3.33e-01-0.1294
23274CLEC16AA015-C-204HumanColorectumFAP1.54e-08-4.30e-01-0.0228
23274CLEC16AA014-C-040HumanColorectumFAP2.61e-02-2.72e-01-0.1184
23274CLEC16AA002-C-201HumanColorectumFAP3.98e-08-2.76e-010.0324
23274CLEC16AA001-C-119HumanColorectumFAP4.21e-06-4.10e-01-0.1557
23274CLEC16AA001-C-108HumanColorectumFAP2.82e-11-2.77e-01-0.0272
23274CLEC16AA002-C-205HumanColorectumFAP7.29e-17-4.24e-01-0.1236
23274CLEC16AA001-C-104HumanColorectumFAP6.17e-03-2.20e-010.0184
23274CLEC16AA015-C-005HumanColorectumFAP2.99e-03-2.67e-01-0.0336
23274CLEC16AA015-C-006HumanColorectumFAP2.28e-10-3.29e-01-0.0994
23274CLEC16AA015-C-106HumanColorectumFAP1.96e-07-2.15e-01-0.0511
23274CLEC16AA002-C-114HumanColorectumFAP1.15e-13-3.77e-01-0.1561
23274CLEC16AA015-C-104HumanColorectumFAP9.59e-24-4.46e-01-0.1899
23274CLEC16AA001-C-014HumanColorectumFAP3.04e-13-3.32e-010.0135
23274CLEC16AA002-C-016HumanColorectumFAP2.68e-15-3.18e-010.0521
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:003133010CervixCCnegative regulation of cellular catabolic process63/2311262/187231.10e-075.68e-0663
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:000989510CervixCCnegative regulation of catabolic process69/2311320/187232.15e-066.55e-0569
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00092678CervixCCcellular response to starvation39/2311156/187231.04e-052.32e-0439
GO:00425948CervixCCresponse to starvation46/2311197/187231.24e-052.59e-0446
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00070416CervixCClysosomal transport24/2311114/187235.81e-033.33e-0224
GO:00329847CervixCCprotein-containing complex disassembly41/2311224/187236.13e-033.48e-0241
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
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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
CLEC16ASNVMissense_Mutationrs750171153c.1802N>Ap.Arg601Glnp.R601QQ2KHT3protein_codingdeleterious(0.05)possibly_damaging(0.666)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC16ASNVMissense_Mutationc.974A>Tp.His325Leup.H325LQ2KHT3protein_codingtolerated(0.1)probably_damaging(0.991)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC16ASNVMissense_Mutationnovelc.1799T>Cp.Val600Alap.V600AQ2KHT3protein_codingtolerated(0.05)benign(0.03)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC16ASNVMissense_Mutationc.532N>Cp.Phe178Leup.F178LQ2KHT3protein_codingtolerated(0.07)probably_damaging(0.992)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC16ASNVMissense_Mutationnovelc.2806N>Tp.Asp936Tyrp.D936YQ2KHT3protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC16ASNVMissense_Mutationc.2969N>Tp.Thr990Ilep.T990IQ2KHT3protein_codingdeleterious_low_confidence(0)probably_damaging(0.979)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC16ASNVMissense_Mutationrs779266510c.2482N>Ap.Asp828Asnp.D828NQ2KHT3protein_codingtolerated(0.11)probably_damaging(0.989)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CLEC16ASNVMissense_Mutationrs776955669c.367N>Ap.Val123Ilep.V123IQ2KHT3protein_codingtolerated(0.17)probably_damaging(0.995)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CLEC16ASNVMissense_Mutationrs764755955c.2042N>Ap.Arg681Glnp.R681QQ2KHT3protein_codingtolerated(1)benign(0.001)TCGA-E2-A1IK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CLEC16ASNVMissense_Mutationrs764755955c.2042G>Ap.Arg681Glnp.R681QQ2KHT3protein_codingtolerated(1)benign(0.001)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=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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