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: CD99L2

Gene summary for CD99L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD99L2

Gene ID

83692

Gene nameCD99 molecule like 2
Gene AliasCD99B
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q8TCZ2


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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
83692CD99L2LZE2THumanEsophagusESCC7.89e-044.44e-010.082
83692CD99L2LZE7THumanEsophagusESCC2.01e-064.09e-010.0667
83692CD99L2LZE21THumanEsophagusESCC5.19e-032.32e-010.0655
83692CD99L2P2T-EHumanEsophagusESCC8.33e-172.62e-010.1177
83692CD99L2P4T-EHumanEsophagusESCC3.34e-162.01e-010.1323
83692CD99L2P5T-EHumanEsophagusESCC5.36e-069.20e-020.1327
83692CD99L2P8T-EHumanEsophagusESCC1.54e-274.21e-010.0889
83692CD99L2P9T-EHumanEsophagusESCC1.75e-173.40e-010.1131
83692CD99L2P10T-EHumanEsophagusESCC4.61e-172.78e-010.116
83692CD99L2P11T-EHumanEsophagusESCC3.14e-104.57e-010.1426
83692CD99L2P12T-EHumanEsophagusESCC7.40e-223.71e-010.1122
83692CD99L2P15T-EHumanEsophagusESCC3.50e-092.68e-010.1149
83692CD99L2P16T-EHumanEsophagusESCC4.59e-087.67e-020.1153
83692CD99L2P19T-EHumanEsophagusESCC5.23e-043.54e-010.1662
83692CD99L2P20T-EHumanEsophagusESCC6.97e-081.50e-010.1124
83692CD99L2P21T-EHumanEsophagusESCC9.29e-061.17e-010.1617
83692CD99L2P22T-EHumanEsophagusESCC3.55e-295.28e-010.1236
83692CD99L2P23T-EHumanEsophagusESCC1.50e-092.48e-010.108
83692CD99L2P24T-EHumanEsophagusESCC2.33e-121.86e-010.1287
83692CD99L2P26T-EHumanEsophagusESCC1.99e-122.54e-010.1276
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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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0467052LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
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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
CD99CD99L2CD99_CD99L2CD99CervixCC
CD99CD99L2CD99_CD99L2CD99CRCSER
CD99CD99L2CD99_CD99L2CD99HNSCCOSCC
CD99CD99L2CD99_CD99L2CD99LiverHealthy
CD99CD99L2CD99_CD99L2CD99LiverPrecancer
CD99CD99L2CD99_CD99L2CD99LungAAH
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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
CD99L2SNVMissense_Mutationc.82N>Ap.Asp28Asnp.D28NQ8TCZ2protein_codingtolerated(0.26)benign(0)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CD99L2insertionNonsense_Mutationnovelc.203_204insTTAAGCGTAGTGTGGAGTGTGAAACTCTGTCAGTGAACTTTp.Pro69Terp.P69*Q8TCZ2protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD99L2insertionIn_Frame_Insnovelc.456_457insTCTCATTCACTGCTTCTTTCTGAAp.Lys152_Asp153insSerHisSerLeuLeuLeuSerGlup.K152_D153insSHSLLLSEQ8TCZ2protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD99L2insertionNonsense_Mutationnovelc.454_455insTTGACTGGTCTCATTCATGp.Lys152IlefsTer7p.K152Ifs*7Q8TCZ2protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD99L2insertionIn_Frame_Insnovelc.612_613insACGGAAp.Gly204_Ala205insThrGlup.G204_A205insTEQ8TCZ2protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CD99L2SNVMissense_Mutationc.82N>Cp.Asp28Hisp.D28HQ8TCZ2protein_codingdeleterious(0.02)benign(0.206)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CD99L2SNVMissense_Mutationnovelc.379N>Ap.Asp127Asnp.D127NQ8TCZ2protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CD99L2SNVMissense_Mutationc.434G>Ap.Gly145Glup.G145EQ8TCZ2protein_codingtolerated(0.11)possibly_damaging(0.906)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD99L2SNVMissense_Mutationrs146802752c.404N>Ap.Arg135Glnp.R135QQ8TCZ2protein_codingtolerated(0.39)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CD99L2SNVMissense_Mutationrs189223919c.314N>Tp.Thr105Metp.T105MQ8TCZ2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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