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: CD14

Gene summary for CD14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD14

Gene ID

929

Gene nameCD14 molecule
Gene AliasCD14
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P08571


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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
929CD14C21HumanOral cavityOSCC2.69e-461.57e+000.2678
929CD14C30HumanOral cavityOSCC6.52e-054.29e-010.3055
929CD14C51HumanOral cavityOSCC1.60e-041.38e-010.2674
929CD14SYSMH6HumanOral cavityOSCC2.89e-035.06e-010.1275
929CD14male-WTAHumanThyroidPTC1.06e-084.72e-020.1037
929CD14PTC01HumanThyroidPTC6.43e-071.53e-010.1899
929CD14PTC04HumanThyroidPTC1.45e-122.13e-010.1927
929CD14PTC05HumanThyroidPTC3.09e-062.61e-010.2065
929CD14PTC06HumanThyroidPTC8.52e-082.36e-010.2057
929CD14PTC07HumanThyroidPTC3.76e-242.35e-010.2044
929CD14ATC09HumanThyroidATC5.29e-083.03e-010.2871
929CD14ATC11HumanThyroidATC1.11e-084.10e-010.3386
929CD14ATC12HumanThyroidATC9.07e-035.48e-020.34
929CD14ATC13HumanThyroidATC7.30e-041.95e-030.34
929CD14ATC1HumanThyroidATC3.35e-093.54e-010.2878
929CD14ATC2HumanThyroidATC1.83e-051.48e+000.34
929CD14ATC3HumanThyroidATC1.56e-052.67e-010.338
929CD14ATC4HumanThyroidATC2.18e-025.10e-020.34
929CD14ATC5HumanThyroidATC5.01e-051.53e-020.34
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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:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:004580718EsophagusESCCpositive regulation of endocytosis69/8552100/187231.97e-062.29e-0569
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:003248112EsophagusESCCpositive regulation of type I interferon production42/855258/187233.27e-052.70e-0442
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:003247912EsophagusESCCregulation of type I interferon production61/855295/187232.05e-041.29e-0361
GO:003260612EsophagusESCCtype I interferon production61/855295/187232.05e-041.29e-0361
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:190122414EsophagusESCCpositive regulation of NIK/NF-kappaB signaling44/855269/187231.86e-038.42e-0344
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:0097305111EsophagusESCCresponse to alcohol138/8552253/187232.70e-031.14e-02138
GO:00380615EsophagusESCCNIK/NF-kappaB signaling81/8552143/187235.33e-032.00e-0281
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:00316633EsophagusESCClipopolysaccharide-mediated signaling pathway37/855260/187239.17e-033.19e-0237
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa040645EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa051339EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0406412EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0513314EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
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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
CD14SNVMissense_Mutationc.887N>Tp.Pro296Leup.P296LP08571protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CD14SNVMissense_Mutationnovelc.248C>Tp.Ala83Valp.A83VP08571protein_codingtolerated(1)benign(0.025)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CD14SNVMissense_Mutationnovelc.622N>Tp.Gly208Cysp.G208CP08571protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CD14SNVMissense_Mutationrs777233725c.625N>Ap.Glu209Lysp.E209KP08571protein_codingdeleterious(0.03)possibly_damaging(0.864)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CD14SNVMissense_Mutationc.406N>Tp.Pro136Serp.P136SP08571protein_codingtolerated(0.5)benign(0.03)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD14SNVMissense_Mutationc.639N>Ap.Met213Ilep.M213IP08571protein_codingtolerated(0.52)benign(0)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD14SNVMissense_Mutationrs748409113c.1064C>Tp.Ser355Leup.S355LP08571protein_codingtolerated(0.2)benign(0.02)TCGA-AA-3680-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPD
CD14SNVMissense_Mutationc.439N>Gp.Leu147Valp.L147VP08571protein_codingdeleterious(0)possibly_damaging(0.472)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CD14SNVMissense_Mutationc.844A>Cp.Asn282Hisp.N282HP08571protein_codingdeleterious(0)probably_damaging(0.954)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
CD14SNVMissense_Mutationrs879447782c.1108G>Ap.Gly370Argp.G370RP08571protein_codingtolerated(0.11)benign(0.046)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
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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
929CD14EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEIC14IC14
929CD14EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEinhibitorCHEMBL2109330IC14
929CD14EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMETumor necrosis factor alpha (TNF-alpha) inhibitors24776844
929CD14EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMELOVASTATINLOVASTATIN7506029
929CD14EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEIC14IC14
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