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:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00507293BreastPrecancerpositive regulation of inflammatory response23/1080142/187236.51e-061.81e-0423
GO:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00421107BreastPrecancerT cell activation52/1080487/187231.37e-053.42e-0452
GO:00508707BreastPrecancerpositive regulation of T cell activation29/1080216/187231.94e-054.58e-0429
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:00321034BreastPrecancerpositive regulation of response to external stimulus46/1080427/187233.41e-057.40e-0446
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:19030396BreastPrecancerpositive regulation of leukocyte cell-cell adhesion30/1080239/187235.13e-051.07e-0330
GO:00313493BreastPrecancerpositive regulation of defense response33/1080278/187236.79e-051.36e-0333
GO:00026856BreastPrecancerregulation of leukocyte migration27/1080210/187237.93e-051.54e-0327
GO:00508637BreastPrecancerregulation of T cell activation37/1080329/187238.04e-051.56e-0337
GO:00224098BreastPrecancerpositive regulation of cell-cell adhesion33/1080284/187231.03e-041.89e-0333
GO:00071597BreastPrecancerleukocyte cell-cell adhesion40/1080371/187231.07e-041.94e-0340
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
GO:00224079BreastPrecancerregulation of cell-cell adhesion45/1080448/187232.12e-043.30e-0345
GO:19030377BreastPrecancerregulation of leukocyte cell-cell adhesion36/1080336/187232.61e-043.84e-0336
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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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