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: COL16A1

Gene summary for COL16A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL16A1

Gene ID

1307

Gene namecollagen type XVI alpha 1 chain
Gene Alias447AA
Cytomap1p35.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q07092


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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
1307COL16A1LZE24THumanEsophagusESCC8.53e-132.25e-010.0596
1307COL16A1P2T-EHumanEsophagusESCC2.14e-254.78e-010.1177
1307COL16A1P4T-EHumanEsophagusESCC6.23e-071.63e-010.1323
1307COL16A1P5T-EHumanEsophagusESCC2.59e-041.18e-010.1327
1307COL16A1P8T-EHumanEsophagusESCC1.15e-091.84e-010.0889
1307COL16A1P10T-EHumanEsophagusESCC5.86e-336.80e-010.116
1307COL16A1P11T-EHumanEsophagusESCC2.94e-085.57e-010.1426
1307COL16A1P12T-EHumanEsophagusESCC5.19e-121.97e-010.1122
1307COL16A1P15T-EHumanEsophagusESCC2.07e-031.69e-010.1149
1307COL16A1P16T-EHumanEsophagusESCC6.64e-077.32e-020.1153
1307COL16A1P19T-EHumanEsophagusESCC3.89e-042.41e-010.1662
1307COL16A1P20T-EHumanEsophagusESCC3.09e-133.18e-010.1124
1307COL16A1P21T-EHumanEsophagusESCC8.47e-193.47e-010.1617
1307COL16A1P22T-EHumanEsophagusESCC2.18e-081.53e-010.1236
1307COL16A1P23T-EHumanEsophagusESCC2.00e-031.97e-010.108
1307COL16A1P24T-EHumanEsophagusESCC9.52e-039.32e-020.1287
1307COL16A1P26T-EHumanEsophagusESCC6.59e-081.57e-010.1276
1307COL16A1P27T-EHumanEsophagusESCC1.03e-101.90e-010.1055
1307COL16A1P28T-EHumanEsophagusESCC5.29e-081.47e-010.1149
1307COL16A1P31T-EHumanEsophagusESCC5.64e-142.14e-010.1251
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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
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:000704420ThyroidPTCcell-substrate junction assembly62/596895/187232.28e-118.76e-1062
GO:004804119ThyroidPTCfocal adhesion assembly56/596887/187234.63e-101.48e-0856
GO:0150116111ThyroidPTCregulation of cell-substrate junction organization48/596871/187236.71e-102.04e-0848
GO:0010810112ThyroidPTCregulation of cell-substrate adhesion113/5968221/187231.87e-095.28e-08113
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:0051893111ThyroidPTCregulation of focal adhesion assembly44/596866/187236.73e-091.70e-0744
GO:0090109111ThyroidPTCregulation of cell-substrate junction assembly44/596866/187236.73e-091.70e-0744
GO:000195220ThyroidPTCregulation of cell-matrix adhesion69/5968128/187231.92e-073.51e-0669
GO:0010811112ThyroidPTCpositive regulation of cell-substrate adhesion65/5968123/187231.10e-061.62e-0565
GO:0034329111ThyroidPTCcell junction assembly180/5968420/187231.17e-061.69e-05180
GO:000716020ThyroidPTCcell-matrix adhesion109/5968233/187231.28e-061.84e-05109
GO:000110119ThyroidPTCresponse to acid chemical69/5968135/187232.55e-063.34e-0569
GO:015011717ThyroidPTCpositive regulation of cell-substrate junction organization23/596833/187239.16e-061.04e-0423
GO:000722918ThyroidPTCintegrin-mediated signaling pathway55/5968107/187232.07e-052.08e-0455
GO:004320015ThyroidPTCresponse to amino acid58/5968116/187233.59e-053.36e-0458
GO:005189410ThyroidPTCpositive regulation of focal adhesion assembly19/596828/187239.95e-058.15e-0419
GO:007122914ThyroidPTCcellular response to acid chemical42/596880/187231.02e-048.25e-0442
GO:0045785112ThyroidPTCpositive regulation of cell adhesion176/5968437/187231.10e-048.83e-04176
GO:000195420ThyroidPTCpositive regulation of cell-matrix adhesion32/596858/187232.01e-041.50e-0332
GO:007123014ThyroidPTCcellular response to amino acid stimulus37/596871/187233.13e-042.17e-0337
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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
COL16A1SNVMissense_Mutationc.2224G>Tp.Gly742Trpp.G742WQ07092protein_codingdeleterious(0)probably_damaging(0.982)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
COL16A1SNVMissense_Mutationnovelc.2005N>Gp.Pro669Alap.P669AQ07092protein_codingdeleterious(0.01)possibly_damaging(0.525)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
COL16A1SNVMissense_Mutationrs573984488c.233N>Ap.Arg78Hisp.R78HQ07092protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
COL16A1SNVMissense_Mutationc.2512N>Tp.Pro838Serp.P838SQ07092protein_codingtolerated(0.1)benign(0.018)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
COL16A1SNVMissense_Mutationc.3994N>Ap.Gly1332Serp.G1332SQ07092protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0HN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
COL16A1SNVMissense_Mutationc.4054G>Ap.Glu1352Lysp.E1352KQ07092protein_codingtolerated(0.11)possibly_damaging(0.824)TCGA-D8-A13Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL16A1SNVMissense_Mutationc.3941G>Cp.Gly1314Alap.G1314AQ07092protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
COL16A1SNVMissense_Mutationc.4303N>Gp.Asn1435Aspp.N1435DQ07092protein_codingtolerated(0.12)possibly_damaging(0.874)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
COL16A1insertionFrame_Shift_Insnovelc.3043_3044insCAAGGCTGAAAGAAATGATTCTAAAATCAp.Gly1015AlafsTer36p.G1015Afs*36Q07092protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
COL16A1insertionIn_Frame_Insnovelc.468_469insCCTTGGGCTp.Cys156_Ile157insProTrpAlap.C156_I157insPWAQ07092protein_codingTCGA-AN-A0FS-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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