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: ACKR3

Gene summary for ACKR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACKR3

Gene ID

57007

Gene nameatypical chemokine receptor 3
Gene AliasCMKOR1
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P25106


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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
57007ACKR3CCI_3HumanCervixCC1.46e-065.92e-010.516
57007ACKR3TumorHumanCervixCC5.37e-397.64e-010.1241
57007ACKR3sample3HumanCervixCC2.09e-549.60e-010.1387
57007ACKR3T3HumanCervixCC1.02e-549.84e-010.1389
57007ACKR3LZE4THumanEsophagusESCC1.40e-135.45e-010.0811
57007ACKR3LZE8THumanEsophagusESCC1.34e-025.11e-020.067
57007ACKR3LZE24THumanEsophagusESCC2.75e-082.04e-020.0596
57007ACKR3LZE21THumanEsophagusESCC1.18e-041.73e-010.0655
57007ACKR3P5T-EHumanEsophagusESCC8.89e-224.03e-010.1327
57007ACKR3P8T-EHumanEsophagusESCC4.10e-368.15e-010.0889
57007ACKR3P9T-EHumanEsophagusESCC2.54e-042.64e-010.1131
57007ACKR3P10T-EHumanEsophagusESCC3.02e-091.73e-010.116
57007ACKR3P11T-EHumanEsophagusESCC1.88e-063.91e-010.1426
57007ACKR3P12T-EHumanEsophagusESCC6.09e-235.59e-010.1122
57007ACKR3P15T-EHumanEsophagusESCC3.79e-153.59e-010.1149
57007ACKR3P21T-EHumanEsophagusESCC2.41e-103.10e-020.1617
57007ACKR3P22T-EHumanEsophagusESCC2.89e-10-2.66e-020.1236
57007ACKR3P23T-EHumanEsophagusESCC1.56e-023.02e-010.108
57007ACKR3P26T-EHumanEsophagusESCC1.41e-121.54e-010.1276
57007ACKR3P28T-EHumanEsophagusESCC2.46e-07-5.11e-020.1149
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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
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
∗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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:200123410CervixCCnegative regulation of apoptotic signaling pathway56/2311224/187231.39e-076.70e-0656
GO:200124310CervixCCnegative regulation of intrinsic apoptotic signaling pathway28/231198/187231.31e-052.66e-0428
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:20010209CervixCCregulation of response to DNA damage stimulus46/2311219/187231.92e-042.23e-0346
GO:00015704CervixCCvasculogenesis22/231180/187231.97e-042.26e-0322
GO:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00086309CervixCCintrinsic apoptotic signaling pathway in response to DNA damage24/231199/187237.93e-046.99e-0324
GO:19022294CervixCCregulation of intrinsic apoptotic signaling pathway in response to DNA damage12/231136/187238.74e-047.58e-0312
GO:00703714CervixCCERK1 and ERK2 cascade60/2311330/187231.28e-031.02e-0260
GO:00703723CervixCCregulation of ERK1 and ERK2 cascade54/2311309/187235.11e-033.02e-0254
GO:00316236CervixCCreceptor internalization24/2311113/187235.18e-033.05e-0224
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
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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
MIFACKR3MIF_ACKR3MIFBreastADJ
CXCL12ACKR3CXCL12_ACKR3CXCLBreastADJ
MIFACKR3MIF_ACKR3MIFBreastDCIS
CXCL12ACKR3CXCL12_ACKR3CXCLBreastDCIS
MIFACKR3MIF_ACKR3MIFBreastHealthy
CXCL12ACKR3CXCL12_ACKR3CXCLBreastHealthy
CXCL12ACKR3CXCL12_ACKR3CXCLCervixADJ
MIFACKR3MIF_ACKR3MIFCervixADJ
MIFACKR3MIF_ACKR3MIFCervixCC
CXCL12ACKR3CXCL12_ACKR3CXCLCervixCC
CXCL12ACKR3CXCL12_ACKR3CXCLCRCAD
CXCL12ACKR3CXCL12_ACKR3CXCLCRCADJ
CXCL12ACKR3CXCL12_ACKR3CXCLCRCMSI-H
CXCL12ACKR3CXCL12_ACKR3CXCLCRCSER
MIFACKR3MIF_ACKR3MIFEndometriumAEH
CXCL12ACKR3CXCL12_ACKR3CXCLEndometriumAEH
MIFACKR3MIF_ACKR3MIFEndometriumEEC
CXCL12ACKR3CXCL12_ACKR3CXCLEndometriumEEC
MIFACKR3MIF_ACKR3MIFEsophagusESCC
CXCL11ACKR3CXCL11_ACKR3CXCLEsophagusESCC
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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
ACKR3SNVMissense_Mutationc.414G>Tp.Met138Ilep.M138IP25106protein_codingtolerated(0.05)probably_damaging(0.992)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ACKR3SNVMissense_Mutationc.99N>Tp.Met33Ilep.M33IP25106protein_codingtolerated(0.44)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ACKR3SNVMissense_Mutationc.577G>Ap.Glu193Lysp.E193KP25106protein_codingtolerated(0.39)possibly_damaging(0.6)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ACKR3deletionFrame_Shift_Delnovelc.637delGp.Glu213SerfsTer114p.E213Sfs*114P25106protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ACKR3SNVMissense_Mutationc.252N>Cp.Leu84Phep.L84FP25106protein_codingtolerated(0.21)benign(0.019)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACKR3SNVMissense_Mutationnovelc.954N>Gp.Ile318Metp.I318MP25106protein_codingdeleterious(0.02)benign(0.278)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACKR3SNVMissense_Mutationrs200114828c.137N>Tp.Thr46Metp.T46MP25106protein_codingdeleterious(0.02)benign(0.212)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACKR3SNVMissense_Mutationrs747331262c.485N>Ap.Arg162Hisp.R162HP25106protein_codingtolerated(0.07)possibly_damaging(0.873)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACKR3SNVMissense_Mutationc.482N>Ap.Arg161Hisp.R161HP25106protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
ACKR3SNVMissense_Mutationrs200095631c.236C>Tp.Thr79Metp.T79MP25106protein_codingtolerated(0.06)benign(0.04)TCGA-AA-3692-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicPD
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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
57007ACKR3G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEagonist135652600
57007ACKR3G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEagonist135651708
57007ACKR3G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEagonist135649932PLERIXAFOR
57007ACKR3G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEagonist135651881
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