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: CRLF3

Gene summary for CRLF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRLF3

Gene ID

51379

Gene namecytokine receptor like factor 3
Gene AliasCREME-9
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q8IUI8


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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
51379CRLF3LZE4THumanEsophagusESCC7.67e-091.94e-010.0811
51379CRLF3LZE7THumanEsophagusESCC3.71e-043.03e-010.0667
51379CRLF3LZE24THumanEsophagusESCC4.88e-132.82e-010.0596
51379CRLF3LZE6THumanEsophagusESCC1.68e-053.07e-010.0845
51379CRLF3P1T-EHumanEsophagusESCC9.78e-031.75e-010.0875
51379CRLF3P2T-EHumanEsophagusESCC7.36e-192.26e-010.1177
51379CRLF3P4T-EHumanEsophagusESCC2.90e-152.38e-010.1323
51379CRLF3P5T-EHumanEsophagusESCC8.45e-132.02e-010.1327
51379CRLF3P8T-EHumanEsophagusESCC3.73e-181.27e-010.0889
51379CRLF3P9T-EHumanEsophagusESCC1.32e-111.67e-010.1131
51379CRLF3P10T-EHumanEsophagusESCC4.94e-137.23e-020.116
51379CRLF3P11T-EHumanEsophagusESCC4.38e-083.15e-010.1426
51379CRLF3P12T-EHumanEsophagusESCC8.50e-172.41e-010.1122
51379CRLF3P15T-EHumanEsophagusESCC3.10e-173.18e-010.1149
51379CRLF3P16T-EHumanEsophagusESCC6.05e-091.94e-010.1153
51379CRLF3P17T-EHumanEsophagusESCC2.38e-052.82e-010.1278
51379CRLF3P19T-EHumanEsophagusESCC2.26e-022.97e-010.1662
51379CRLF3P20T-EHumanEsophagusESCC1.26e-131.97e-010.1124
51379CRLF3P21T-EHumanEsophagusESCC1.39e-163.59e-010.1617
51379CRLF3P22T-EHumanEsophagusESCC2.73e-122.25e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
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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
CRLF3SNVMissense_Mutationnovelc.1186N>Ap.Glu396Lysp.E396KQ8IUI8protein_codingdeleterious_low_confidence(0.04)benign(0.082)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CRLF3SNVMissense_Mutationnovelc.1036N>Gp.Leu346Valp.L346VQ8IUI8protein_codingdeleterious(0.01)possibly_damaging(0.853)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CRLF3SNVMissense_Mutationc.590T>Cp.Val197Alap.V197AQ8IUI8protein_codingtolerated(0.1)benign(0.187)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CRLF3insertionNonsense_Mutationnovelc.1190_1191insACTTTAATATGTAAAAATAATTGTCTTCTATGCCACCCTACAGATTCTp.Gly397_Gly398insLeuTerTyrValLysIleIleValPheTyrAlaThrLeuGlnIleLeup.G397_G398insL*YVKIIVFYATLQILQ8IUI8protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CRLF3insertionIn_Frame_Insnovelc.438_439insGGCTGGAGTGCAGCGATGCAACCTCCGACCTCAGGTGATCTGCCCp.Val146_Pro147insGlyTrpSerAlaAlaMetGlnProProThrSerGlyAspLeuProp.V146_P147insGWSAAMQPPTSGDLPQ8IUI8protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
CRLF3SNVMissense_Mutationc.1299C>Gp.Phe433Leup.F433LQ8IUI8protein_codingtolerated(0.21)benign(0.015)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
CRLF3SNVMissense_Mutationc.1234N>Ap.Glu412Lysp.E412KQ8IUI8protein_codingdeleterious(0.04)possibly_damaging(0.523)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CRLF3SNVMissense_Mutationc.343N>Gp.Ile115Valp.I115VQ8IUI8protein_codingtolerated(0.38)benign(0)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRLF3SNVMissense_Mutationc.628N>Tp.Asp210Tyrp.D210YQ8IUI8protein_codingdeleterious(0)possibly_damaging(0.605)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CRLF3SNVMissense_Mutationc.628N>Tp.Asp210Tyrp.D210YQ8IUI8protein_codingdeleterious(0)possibly_damaging(0.605)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
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