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: CD47

Gene summary for CD47

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD47

Gene ID

961

Gene nameCD47 molecule
Gene AliasIAP
Cytomap3q13.12
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q08722


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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
961CD47GSM4909286HumanBreastIDC3.35e-09-3.02e-010.1081
961CD47GSM4909287HumanBreastIDC2.46e-08-4.43e-010.2057
961CD47GSM4909290HumanBreastIDC8.36e-03-3.14e-010.2096
961CD47GSM4909291HumanBreastIDC5.05e-03-3.77e-010.1753
961CD47GSM4909293HumanBreastIDC2.14e-08-4.28e-010.1581
961CD47GSM4909294HumanBreastIDC2.26e-19-5.63e-010.2022
961CD47GSM4909296HumanBreastIDC5.38e-22-5.48e-010.1524
961CD47GSM4909297HumanBreastIDC6.74e-17-3.44e-010.1517
961CD47GSM4909298HumanBreastIDC8.09e-03-1.94e-010.1551
961CD47GSM4909301HumanBreastIDC2.19e-20-5.49e-010.1577
961CD47GSM4909302HumanBreastIDC3.77e-04-3.60e-010.1545
961CD47GSM4909304HumanBreastIDC9.52e-04-3.57e-010.1636
961CD47GSM4909306HumanBreastIDC1.94e-07-3.84e-010.1564
961CD47GSM4909307HumanBreastIDC3.35e-19-5.68e-010.1569
961CD47GSM4909308HumanBreastIDC4.65e-07-4.30e-010.158
961CD47GSM4909309HumanBreastIDC1.16e-02-3.31e-010.0483
961CD47GSM4909311HumanBreastIDC1.82e-38-6.43e-010.1534
961CD47GSM4909312HumanBreastIDC1.37e-16-4.84e-010.1552
961CD47GSM4909313HumanBreastIDC9.95e-04-3.50e-010.0391
961CD47GSM4909317HumanBreastIDC9.95e-03-2.55e-010.1355
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:005149612EndometriumEECpositive regulation of stress fiber assembly13/216852/187235.34e-033.31e-0213
GO:000680914EndometriumEECnitric oxide biosynthetic process17/216876/187235.42e-033.32e-0217
GO:00716746EndometriumEECmononuclear cell migration35/2168196/187236.00e-033.57e-0235
GO:00716776EndometriumEECpositive regulation of mononuclear cell migration15/216865/187236.44e-033.77e-0215
GO:007055511EndometriumEECresponse to interleukin-127/2168143/187236.99e-034.01e-0227
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:005101727EsophagusESCCactin filament bundle assembly100/8552157/187233.87e-064.17e-05100
GO:006157227EsophagusESCCactin filament bundle organization101/8552161/187239.22e-068.82e-05101
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:003003820EsophagusESCCcontractile actin filament bundle assembly67/8552106/187232.03e-041.28e-0367
GO:004314920EsophagusESCCstress fiber assembly67/8552106/187232.03e-041.28e-0367
GO:00072299EsophagusESCCintegrin-mediated signaling pathway67/8552107/187233.03e-041.81e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa045124CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
hsa0451211CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
hsa045125ProstateBPHECM-receptor interaction28/171889/84658.33e-032.64e-021.64e-0228
hsa0451212ProstateBPHECM-receptor interaction28/171889/84658.33e-032.64e-021.64e-0228
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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
THBS1CD47THBS1_CD47THBSBreastADJ
THBS2CD47THBS2_CD47THBSBreastADJ
THBS1CD47THBS1_CD47THBSBreastDCIS
THBS2CD47THBS2_CD47THBSBreastDCIS
THBS3CD47THBS3_CD47THBSBreastDCIS
THBS1CD47THBS1_CD47THBSBreastHealthy
THBS2CD47THBS2_CD47THBSBreastHealthy
THBS1CD47THBS1_CD47THBSBreastIDC
THBS2CD47THBS2_CD47THBSBreastIDC
COMPCD47COMP_CD47THBSBreastIDC
THBS1CD47THBS1_CD47THBSBreastPrecancer
THBS2CD47THBS2_CD47THBSBreastPrecancer
THBS1CD47THBS1_CD47THBSCervixADJ
THBS2CD47THBS2_CD47THBSCervixADJ
THBS1CD47THBS1_CD47THBSCervixCC
THBS2CD47THBS2_CD47THBSCervixCC
THBS1CD47THBS1_CD47THBSCervixHealthy
THBS2CD47THBS2_CD47THBSCervixHealthy
THBS1CD47THBS1_CD47THBSCervixPrecancer
THBS2CD47THBS2_CD47THBSCervixPrecancer
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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
CD47SNVMissense_Mutationc.352N>Cp.Glu118Glnp.E118QQ08722protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CD47SNVMissense_Mutationc.640N>Cp.Val214Leup.V214LQ08722protein_codingdeleterious(0)possibly_damaging(0.813)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
CD47SNVMissense_Mutationnovelc.922N>Ap.Glu308Lysp.E308KQ08722protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
CD47SNVMissense_Mutationnovelc.459N>Gp.Ile153Metp.I153MQ08722protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CD47SNVMissense_Mutationc.643A>Tp.Thr215Serp.T215SQ08722protein_codingdeleterious(0)benign(0.296)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CD47SNVMissense_Mutationc.942N>Cp.Lys314Asnp.K314NQ08722protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD47SNVMissense_Mutationnovelc.71N>Cp.Lys24Thrp.K24TQ08722protein_codingtolerated(0.59)benign(0.021)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CD47SNVMissense_Mutationc.478T>Cp.Phe160Leup.F160LQ08722protein_codingtolerated(0.64)benign(0.272)TCGA-CL-4957-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
CD47SNVMissense_Mutationnovelc.692N>Tp.Ala231Valp.A231VQ08722protein_codingtolerated(0.71)benign(0.185)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD47SNVMissense_Mutationrs754405285c.785N>Tp.Ala262Valp.A262VQ08722protein_codingtolerated(0.07)benign(0.012)TCGA-AP-A059-01Endometriumuterine 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
961CD47DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEABT-510ABT-510
961CD47DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEALX148ALX-148
961CD47DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACETTI-621
961CD47DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACECC-90002
961CD47DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEHu5F9-G4MAGROLIMAB
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