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: CLEC7A

Gene summary for CLEC7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLEC7A

Gene ID

64581

Gene nameC-type lectin domain containing 7A
Gene AliasBGR
Cytomap12p13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q68D78


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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
64581CLEC7AP1T-EHumanEsophagusESCC6.11e-031.28e-010.0875
64581CLEC7AP4T-EHumanEsophagusESCC3.02e-032.23e-010.1323
64581CLEC7AP20T-EHumanEsophagusESCC9.46e-067.73e-020.1124
64581CLEC7AP22T-EHumanEsophagusESCC4.60e-531.30e+000.1236
64581CLEC7AP23T-EHumanEsophagusESCC3.86e-053.25e-010.108
64581CLEC7AP24T-EHumanEsophagusESCC1.14e-022.64e-010.1287
64581CLEC7AP31T-EHumanEsophagusESCC2.17e-102.59e-010.1251
64581CLEC7AP40T-EHumanEsophagusESCC7.29e-063.33e-010.109
64581CLEC7AP42T-EHumanEsophagusESCC4.81e-022.86e-010.1175
64581CLEC7AP61T-EHumanEsophagusESCC8.51e-031.16e-020.099
64581CLEC7AP62T-EHumanEsophagusESCC3.09e-277.61e-010.1302
64581CLEC7AP65T-EHumanEsophagusESCC4.46e-061.57e-010.0978
64581CLEC7AP80T-EHumanEsophagusESCC3.23e-085.53e-010.155
64581CLEC7AP107T-EHumanEsophagusESCC1.87e-258.29e-010.171
64581CLEC7AP126T-EHumanEsophagusESCC1.51e-024.51e-010.1125
64581CLEC7AP127T-EHumanEsophagusESCC1.69e-061.47e-010.0826
64581CLEC7AP130T-EHumanEsophagusESCC2.89e-571.24e+000.1676
64581CLEC7AC04HumanOral cavityOSCC6.79e-095.67e-010.2633
64581CLEC7AC30HumanOral cavityOSCC2.16e-128.04e-010.3055
64581CLEC7AC38HumanOral cavityOSCC3.06e-047.83e-010.172
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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
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
∗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:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:0010950111EsophagusESCCpositive regulation of endopeptidase activity116/8552179/187231.77e-072.79e-06116
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:0043280110EsophagusESCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process84/8552129/187236.38e-066.55e-0584
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046259EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0462513EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa046258Oral cavityOSCCC-type lectin receptor signaling pathway73/3704104/84653.83e-083.12e-071.59e-0773
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0462512Oral cavityOSCCC-type lectin receptor signaling pathway73/3704104/84653.83e-083.12e-071.59e-0773
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa04145113Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0414529Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0462521Oral cavityLPC-type lectin receptor signaling pathway43/2418104/84653.33e-031.41e-029.06e-0343
hsa0515221Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
hsa0414536Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0462531Oral cavityLPC-type lectin receptor signaling pathway43/2418104/84653.33e-031.41e-029.06e-0343
hsa0515231Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
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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
CLEC7ASNVMissense_Mutationnovelc.433N>Cp.Lys145Glnp.K145QQ9BXN2protein_codingtolerated(0.22)possibly_damaging(0.886)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CLEC7ASNVMissense_Mutationnovelc.480N>Ap.Ser160Argp.S160RQ9BXN2protein_codingdeleterious(0)possibly_damaging(0.529)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLEC7ASNVMissense_Mutationc.85N>Ap.Ala29Thrp.A29TQ9BXN2protein_codingtolerated(0.12)benign(0.024)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLEC7ASNVMissense_Mutationc.625N>Gp.Thr209Alap.T209AQ9BXN2protein_codingtolerated(0.1)benign(0.079)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLEC7ASNVMissense_Mutationnovelc.5N>Cp.Glu2Alap.E2AQ9BXN2protein_codingtolerated(0.14)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CLEC7ASNVMissense_Mutationnovelc.196A>Gp.Thr66Alap.T66AQ9BXN2protein_codingtolerated(0.42)benign(0.001)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
CLEC7ASNVMissense_Mutationrs759032825c.65C>Tp.Ser22Phep.S22FQ9BXN2protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLEC7ASNVMissense_Mutationnovelc.729N>Tp.Lys243Asnp.K243NQ9BXN2protein_codingdeleterious(0)probably_damaging(0.925)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC7ASNVMissense_Mutationnovelc.209N>Tp.Trp70Leup.W70LQ9BXN2protein_codingdeleterious(0.05)benign(0.003)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLEC7ASNVMissense_Mutationc.26A>Gp.Asn9Serp.N9SQ9BXN2protein_codingdeleterious(0.02)benign(0.217)TCGA-AP-A056-01Endometriumuterine corpus endometrioid 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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