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: SCARA3

Gene summary for SCARA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCARA3

Gene ID

51435

Gene namescavenger receptor class A member 3
Gene AliasAPC7
Cytomap8p21.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q6AZY7


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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
51435SCARA3P1T-EHumanEsophagusESCC1.77e-035.14e-010.0875
51435SCARA3P2T-EHumanEsophagusESCC4.96e-172.81e-010.1177
51435SCARA3P4T-EHumanEsophagusESCC2.36e-047.99e-020.1323
51435SCARA3P8T-EHumanEsophagusESCC7.53e-065.39e-020.0889
51435SCARA3P9T-EHumanEsophagusESCC1.20e-026.60e-020.1131
51435SCARA3P10T-EHumanEsophagusESCC1.33e-098.60e-020.116
51435SCARA3P11T-EHumanEsophagusESCC1.77e-032.60e-010.1426
51435SCARA3P12T-EHumanEsophagusESCC8.92e-041.15e-020.1122
51435SCARA3P21T-EHumanEsophagusESCC5.14e-075.74e-020.1617
51435SCARA3P22T-EHumanEsophagusESCC8.94e-04-2.73e-020.1236
51435SCARA3P26T-EHumanEsophagusESCC1.11e-04-3.83e-020.1276
51435SCARA3P27T-EHumanEsophagusESCC3.17e-05-7.78e-020.1055
51435SCARA3P28T-EHumanEsophagusESCC2.74e-099.96e-020.1149
51435SCARA3P30T-EHumanEsophagusESCC3.79e-053.52e-010.137
51435SCARA3P31T-EHumanEsophagusESCC3.86e-03-1.01e-020.1251
51435SCARA3P37T-EHumanEsophagusESCC4.29e-031.23e-010.1371
51435SCARA3P39T-EHumanEsophagusESCC5.73e-03-5.04e-020.0894
51435SCARA3P42T-EHumanEsophagusESCC3.07e-033.55e-010.1175
51435SCARA3P47T-EHumanEsophagusESCC1.03e-045.24e-020.1067
51435SCARA3P48T-EHumanEsophagusESCC3.38e-101.73e-010.0959
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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
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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:0009650EsophagusESCCUV protection12/855213/187236.18e-043.32e-0312
GO:0006979113ThyroidPTCresponse to oxidative stress234/5968446/187236.97e-209.77e-18234
GO:0009314111ThyroidPTCresponse to radiation195/5968456/187235.10e-078.27e-06195
GO:00094117ThyroidPTCresponse to UV76/5968149/187238.97e-071.36e-0576
GO:00094167ThyroidPTCresponse to light stimulus127/5968320/187231.76e-039.58e-03127
GO:000697934ThyroidATCresponse to oxidative stress246/6293446/187232.98e-216.09e-19246
GO:000941115ThyroidATCresponse to UV84/6293149/187238.97e-091.90e-0784
GO:000931426ThyroidATCresponse to radiation210/6293456/187231.69e-083.39e-07210
GO:000941613ThyroidATCresponse to light stimulus139/6293320/187231.42e-049.88e-04139
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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
SCARA3SNVMissense_Mutationc.233N>Ap.Arg78Lysp.R78KQ6AZY7protein_codingtolerated(0.45)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SCARA3SNVMissense_Mutationrs774402743c.1141N>Ap.Val381Metp.V381MQ6AZY7protein_codingdeleterious(0.03)probably_damaging(0.925)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
SCARA3SNVMissense_Mutationc.1673N>Tp.Ser558Leup.S558LQ6AZY7protein_codingtolerated(0.32)benign(0)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SCARA3insertionFrame_Shift_Insnovelc.862_863insCTTTTATTATAGCATACTGTTCTAATp.Gln288ProfsTer121p.Q288Pfs*121Q6AZY7protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SCARA3insertionIn_Frame_Insnovelc.961_962insTCACCCAGGAGTGCTp.His321delinsLeuThrGlnGluCysTyrp.H321delinsLTQECYQ6AZY7protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCARA3SNVMissense_Mutationnovelc.1025N>Tp.Arg342Metp.R342MQ6AZY7protein_codingdeleterious(0)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCARA3SNVMissense_Mutationrs750778244c.1378N>Ap.Gly460Serp.G460SQ6AZY7protein_codingdeleterious(0.03)probably_damaging(0.913)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCARA3SNVMissense_Mutationnovelc.1591G>Ap.Gly531Argp.G531RQ6AZY7protein_codingtolerated(0.35)benign(0.243)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
SCARA3SNVMissense_Mutationrs146536900c.121N>Tp.Arg41Cysp.R41CQ6AZY7protein_codingtolerated(0.05)benign(0.153)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
SCARA3SNVMissense_Mutationc.1060N>Ap.Glu354Lysp.E354KQ6AZY7protein_codingdeleterious(0.01)possibly_damaging(0.771)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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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