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: CD151

Gene summary for CD151

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD151

Gene ID

977

Gene nameCD151 molecule (Raph blood group)
Gene AliasGP27
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024RCB3


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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
977CD151GSM4909285HumanBreastIDC1.96e-14-4.54e-010.21
977CD151GSM4909286HumanBreastIDC5.12e-04-2.71e-010.1081
977CD151GSM4909294HumanBreastIDC1.91e-03-2.98e-010.2022
977CD151GSM4909296HumanBreastIDC1.42e-06-3.07e-020.1524
977CD151GSM4909297HumanBreastIDC1.21e-14-1.85e-010.1517
977CD151GSM4909301HumanBreastIDC1.70e-03-3.19e-010.1577
977CD151GSM4909305HumanBreastIDC2.24e-032.66e-010.0436
977CD151GSM4909311HumanBreastIDC2.21e-31-3.30e-010.1534
977CD151GSM4909312HumanBreastIDC1.22e-15-4.60e-010.1552
977CD151GSM4909316HumanBreastIDC9.20e-041.15e-020.21
977CD151GSM4909317HumanBreastIDC7.71e-195.06e-010.1355
977CD151GSM4909319HumanBreastIDC3.32e-39-1.47e-010.1563
977CD151GSM4909320HumanBreastIDC1.73e-05-3.07e-010.1575
977CD151GSM4909321HumanBreastIDC1.28e-13-1.26e-020.1559
977CD151brca1HumanBreastPrecancer3.30e-315.99e-01-0.0338
977CD151brca2HumanBreastPrecancer2.06e-224.75e-01-0.024
977CD151brca3HumanBreastPrecancer1.13e-174.73e-01-0.0263
977CD151brca10HumanBreastPrecancer1.94e-022.22e-01-0.0029
977CD151NCCBC14HumanBreastDCIS2.57e-20-2.80e-010.2021
977CD151NCCBC2HumanBreastDCIS3.91e-03-1.04e-010.1554
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00421107BreastPrecancerT cell activation52/1080487/187231.37e-053.42e-0452
GO:00420987BreastPrecancerT cell proliferation23/1080199/187231.17e-031.27e-0223
GO:00458076BreastPrecancerpositive regulation of endocytosis14/1080100/187231.77e-031.74e-0214
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:004206014BreastIDCwound healing55/1434422/187237.27e-051.45e-0355
GO:004580713BreastIDCpositive regulation of endocytosis18/1434100/187235.40e-046.96e-0318
GO:004209812BreastIDCT cell proliferation28/1434199/187231.29e-031.35e-0228
GO:00301007BreastIDCregulation of endocytosis27/1434211/187235.92e-034.26e-0227
GO:004211021BreastDCIST cell activation65/1390487/187232.78e-069.42e-0565
GO:004206024BreastDCISwound healing54/1390422/187236.09e-051.22e-0354
GO:004209821BreastDCIST cell proliferation29/1390199/187233.64e-045.15e-0329
GO:004580722BreastDCISpositive regulation of endocytosis17/1390100/187231.05e-031.15e-0217
GO:00706616BreastDCISleukocyte proliferation37/1390318/187234.39e-033.41e-0237
GO:00466515BreastDCISlymphocyte proliferation34/1390288/187234.91e-033.70e-0234
GO:00329434BreastDCISmononuclear cell proliferation34/1390291/187235.75e-034.14e-0234
GO:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00443193CervixCCwound healing, spreading of cells17/231134/187239.86e-085.25e-0617
GO:00905053CervixCCepiboly involved in wound healing17/231134/187239.86e-085.25e-0617
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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
CD151SNVMissense_Mutationc.645C>Ap.Phe215Leup.F215LP48509protein_codingdeleterious(0.05)possibly_damaging(0.837)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CD151deletionFrame_Shift_Delnovelc.369delNp.Glu124ArgfsTer3p.E124Rfs*3P48509protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CD151SNVMissense_Mutationc.188N>Gp.Ile63Serp.I63SP48509protein_codingdeleterious(0.04)possibly_damaging(0.643)TCGA-FU-A3TX-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CD151SNVMissense_Mutationrs534240443c.619G>Ap.Gly207Serp.G207SP48509protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD151SNVMissense_Mutationc.641N>Tp.Thr214Ilep.T214IP48509protein_codingdeleterious(0.04)benign(0.062)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD151deletionFrame_Shift_Delc.533delNp.Arg178LeufsTer43p.R178Lfs*43P48509protein_codingTCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CD151SNVMissense_Mutationnovelc.209N>Cp.Val70Alap.V70AP48509protein_codingdeleterious(0)possibly_damaging(0.489)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CD151SNVMissense_Mutationrs758951148c.272N>Ap.Arg91Hisp.R91HP48509protein_codingtolerated(0.56)possibly_damaging(0.806)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CD151SNVMissense_Mutationnovelc.364N>Tp.Leu122Phep.L122FP48509protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CD151SNVMissense_Mutationrs766766478c.337N>Ap.Ala113Thrp.A113TP48509protein_codingdeleterious(0)benign(0.017)TCGA-B5-A3FC-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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