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: CD58

Gene summary for CD58

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD58

Gene ID

965

Gene nameCD58 molecule
Gene AliasLFA-3
Cytomap1p13.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P19256


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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
965CD58CCI_1HumanCervixCC9.64e-048.79e-010.528
965CD58CCI_3HumanCervixCC5.14e-046.89e-010.516
965CD58sample3HumanCervixCC1.29e-051.58e-010.1387
965CD58T3HumanCervixCC9.87e-041.48e-010.1389
965CD58LZE4THumanEsophagusESCC1.04e-237.39e-010.0811
965CD58LZE7THumanEsophagusESCC3.58e-063.46e-010.0667
965CD58LZE8THumanEsophagusESCC7.22e-074.04e-020.067
965CD58LZE20THumanEsophagusESCC1.98e-092.58e-010.0662
965CD58LZE24D1HumanEsophagusHGIN2.92e-023.25e-010.054
965CD58LZE24THumanEsophagusESCC3.98e-071.38e-010.0596
965CD58LZE21THumanEsophagusESCC1.42e-043.09e-010.0655
965CD58LZE6THumanEsophagusESCC2.66e-033.43e-010.0845
965CD58P1T-EHumanEsophagusESCC2.48e-065.10e-010.0875
965CD58P2T-EHumanEsophagusESCC1.09e-021.32e-010.1177
965CD58P4T-EHumanEsophagusESCC6.21e-225.68e-010.1323
965CD58P5T-EHumanEsophagusESCC2.33e-205.00e-010.1327
965CD58P8T-EHumanEsophagusESCC8.09e-121.33e-010.0889
965CD58P9T-EHumanEsophagusESCC4.61e-114.91e-010.1131
965CD58P10T-EHumanEsophagusESCC1.31e-151.31e-010.116
965CD58P11T-EHumanEsophagusESCC8.89e-227.24e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:00018197CervixCCpositive regulation of cytokine production95/2311467/187234.88e-071.85e-0595
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00713569CervixCCcellular response to tumor necrosis factor51/2311229/187231.75e-053.32e-0451
GO:00343415CervixCCresponse to interferon-gamma30/2311141/187231.88e-031.39e-0230
GO:00713463CervixCCcellular response to interferon-gamma25/2311118/187234.54e-032.75e-0225
GO:00341133CervixCCheterotypic cell-cell adhesion15/231161/187236.23e-033.53e-0215
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:00713466EsophagusESCCcellular response to interferon-gamma69/8552118/187233.44e-031.41e-0269
GO:00341135EsophagusESCCheterotypic cell-cell adhesion37/855261/187231.32e-024.31e-0237
GO:00343413LiverCirrhoticresponse to interferon-gamma60/4634141/187232.57e-064.63e-0560
GO:0071346LiverCirrhoticcellular response to interferon-gamma49/4634118/187234.43e-055.22e-0449
GO:00346126LiverCirrhoticresponse to tumor necrosis factor89/4634253/187231.24e-041.22e-0389
GO:00713566LiverCirrhoticcellular response to tumor necrosis factor79/4634229/187235.68e-044.45e-0379
GO:00341132LiverCirrhoticheterotypic cell-cell adhesion25/463461/187233.80e-032.08e-0225
GO:00343411LiverHCCresponse to interferon-gamma82/7958141/187231.25e-041.03e-0382
GO:00713461LiverHCCcellular response to interferon-gamma70/7958118/187231.66e-041.32e-0370
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516920CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa05169110CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0516914LiverCirrhoticEpstein-Barr virus infection80/2530202/84651.80e-038.33e-035.13e-0380
hsa0516915LiverCirrhoticEpstein-Barr virus infection80/2530202/84651.80e-038.33e-035.13e-0380
hsa0516921LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516931LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516928Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa05169113Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa0516929Oral cavityLPEpstein-Barr virus infection106/2418202/84654.30e-139.54e-126.15e-12106
hsa0516936Oral cavityLPEpstein-Barr virus infection106/2418202/84654.30e-139.54e-126.15e-12106
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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
CD58SNVMissense_Mutationrs757111380c.596N>Tp.Ser199Leup.S199LP19256protein_codingtolerated(0.11)benign(0.043)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CD58deletionFrame_Shift_Delnovelc.436delGp.Glu146SerfsTer10p.E146Sfs*10P19256protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CD58SNVMissense_Mutationc.502C>Gp.Arg168Glyp.R168GP19256protein_codingtolerated(0.58)benign(0)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CD58SNVMissense_Mutationc.193G>Cp.Glu65Glnp.E65QP19256protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD58SNVMissense_Mutationc.308A>Gp.Tyr103Cysp.Y103CP19256protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD58SNVMissense_Mutationrs752587623c.99N>Gp.Ile33Metp.I33MP19256protein_codingtolerated(0.18)possibly_damaging(0.64)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CD58SNVMissense_Mutationc.179A>Cp.Lys60Thrp.K60TP19256protein_codingtolerated(0.06)probably_damaging(0.971)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CD58SNVMissense_Mutationc.326N>Cp.Asn109Thrp.N109TP19256protein_codingtolerated(0.15)benign(0.153)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CD58SNVMissense_Mutationc.222N>Gp.Phe74Leup.F74LP19256protein_codingdeleterious(0.01)possibly_damaging(0.823)TCGA-G4-6625-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD58SNVMissense_Mutationnovelc.676A>Cp.Ile226Leup.I226LP19256protein_codingtolerated(0.06)benign(0.086)TCGA-AG-A002-01Colorectumrectum 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
965CD58CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEALBUMINALBUMIN HUMAN8697653
965CD58CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEAlefaceptALEFACEPT
965CD58CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinterferon beta-1b
965CD58CLINICALLY ACTIONABLE, DRUGGABLE GENOME, CELL SURFACEinterferon beta-1a
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