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: COL27A1

Gene summary for COL27A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL27A1

Gene ID

85301

Gene namecollagen type XXVII alpha 1 chain
Gene AliasSTLS
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q8IZC6


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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
85301COL27A1CCI_1HumanCervixCC2.05e-099.17e-010.528
85301COL27A1CCI_3HumanCervixCC7.72e-131.01e+000.516
85301COL27A1CCII_1HumanCervixCC3.53e-032.99e-010.3249
85301COL27A1sample3HumanCervixCC1.26e-041.58e-010.1387
85301COL27A1T2HumanCervixCC1.24e-075.21e-010.0709
85301COL27A1T3HumanCervixCC1.10e-032.04e-010.1389
85301COL27A1HTA11_8622_2000001021HumanColorectumSER2.44e-024.15e-010.0528
85301COL27A1HTA11_99999965062_69753HumanColorectumMSI-H3.07e-037.23e-010.3487
85301COL27A1HTA11_99999965104_69814HumanColorectumMSS1.04e-165.81e-010.281
85301COL27A1HTA11_99999971662_82457HumanColorectumMSS3.17e-072.99e-010.3859
85301COL27A1HTA11_99999974143_84620HumanColorectumMSS9.63e-235.25e-010.3005
85301COL27A1A001-C-007HumanColorectumCRC6.41e-075.66e-010.1899
85301COL27A1CRC-1-8810HumanColorectumCRC1.60e-165.98e-010.6257
85301COL27A1CRC-3-11773HumanColorectumCRC4.36e-063.79e-010.2564
85301COL27A1LZE4THumanEsophagusESCC2.16e-092.24e-010.0811
85301COL27A1LZE8THumanEsophagusESCC1.59e-051.88e-010.067
85301COL27A1LZE24THumanEsophagusESCC3.58e-031.08e-010.0596
85301COL27A1P1T-EHumanEsophagusESCC3.82e-047.82e-010.0875
85301COL27A1P2T-EHumanEsophagusESCC1.16e-337.60e-010.1177
85301COL27A1P4T-EHumanEsophagusESCC4.21e-031.60e-010.1323
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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
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:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:0003413ColorectumMSSchondrocyte differentiation involved in endochondral bone morphogenesis8/346714/187231.42e-031.32e-028
GO:0060348ColorectumCRCbone development37/2078205/187231.96e-031.96e-0237
GO:0002062ColorectumCRCchondrocyte differentiation21/2078106/187235.87e-034.33e-0221
GO:0048705ColorectumCRCskeletal system morphogenesis37/2078220/187236.58e-034.71e-0237
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:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:0003416EsophagusESCCendochondral bone growth19/855226/187234.31e-031.71e-0219
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
GO:00020623EsophagusESCCchondrocyte differentiation60/8552106/187231.53e-024.94e-0260
GO:00603481LiverNAFLDbone development33/1882205/187234.45e-033.60e-0233
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:00603484Oral cavityOSCCbone development99/7305205/187234.13e-031.68e-0299
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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
COL27A1SNVMissense_Mutationc.1946N>Ap.Gly649Aspp.G649DQ8IZC6protein_codingprobably_damaging(1)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL27A1SNVMissense_Mutationc.2851N>Tp.Met951Leup.M951LQ8IZC6protein_codingbenign(0.007)TCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
COL27A1SNVMissense_Mutationc.637C>Gp.Leu213Valp.L213VQ8IZC6protein_codingbenign(0.007)TCGA-A8-A082-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
COL27A1SNVMissense_Mutationc.3134N>Tp.Gly1045Valp.G1045VQ8IZC6protein_codingprobably_damaging(0.998)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
COL27A1SNVMissense_Mutationc.2512G>Ap.Gly838Serp.G838SQ8IZC6protein_codingprobably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL27A1SNVMissense_Mutationc.2315N>Cp.Gly772Alap.G772AQ8IZC6protein_codingprobably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL27A1SNVMissense_Mutationrs760156443c.1960C>Tp.Arg654Trpp.R654WQ8IZC6protein_codingprobably_damaging(0.995)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL27A1SNVMissense_Mutationrs746545338c.5324A>Gp.Glu1775Glyp.E1775GQ8IZC6protein_codingbenign(0.233)TCGA-BH-A0BS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
COL27A1SNVMissense_Mutationc.3298N>Tp.Val1100Leup.V1100LQ8IZC6protein_codingbenign(0.026)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL27A1SNVMissense_Mutationc.3299N>Gp.Val1100Glyp.V1100GQ8IZC6protein_codingbenign(0.042)TCGA-BH-A0WA-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
85301COL27A1DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
85301COL27A1DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
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