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: CSF1R

Gene summary for CSF1R

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSF1R

Gene ID

1436

Gene namecolony stimulating factor 1 receptor
Gene AliasBANDDOS
Cytomap5q32
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P07333


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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
1436CSF1RHTA11_3410_2000001011HumanColorectumAD6.15e-143.59e-010.0155
1436CSF1RHTA11_2487_2000001011HumanColorectumSER8.42e-145.73e-01-0.1808
1436CSF1RHTA11_2951_2000001011HumanColorectumAD2.54e-221.30e+000.0216
1436CSF1RHTA11_1938_2000001011HumanColorectumAD4.06e-238.81e-01-0.0811
1436CSF1RHTA11_78_2000001011HumanColorectumAD9.19e-351.07e+00-0.1088
1436CSF1RHTA11_347_2000001011HumanColorectumAD4.57e-421.12e+00-0.1954
1436CSF1RHTA11_411_2000001011HumanColorectumSER1.52e-071.12e+00-0.2602
1436CSF1RHTA11_2112_2000001011HumanColorectumSER2.95e-034.43e-01-0.2196
1436CSF1RHTA11_3361_2000001011HumanColorectumAD1.01e-065.80e-01-0.1207
1436CSF1RHTA11_83_2000001011HumanColorectumSER2.25e-311.16e+00-0.1526
1436CSF1RHTA11_696_2000001011HumanColorectumAD1.17e-417.62e-01-0.1464
1436CSF1RHTA11_866_2000001011HumanColorectumAD6.25e-194.37e-01-0.1001
1436CSF1RHTA11_1391_2000001011HumanColorectumAD1.12e-371.08e+00-0.059
1436CSF1RHTA11_2992_2000001011HumanColorectumSER1.80e-201.07e+00-0.1706
1436CSF1RHTA11_5212_2000001011HumanColorectumAD4.90e-096.10e-01-0.2061
1436CSF1RHTA11_5216_2000001011HumanColorectumSER2.22e-171.24e+00-0.1462
1436CSF1RHTA11_546_2000001011HumanColorectumAD2.10e-189.08e-01-0.0842
1436CSF1RHTA11_9341_2000001011HumanColorectumSER4.33e-046.22e-01-0.00410000000000005
1436CSF1RHTA11_7862_2000001011HumanColorectumAD2.24e-218.81e-01-0.0179
1436CSF1RHTA11_866_3004761011HumanColorectumAD4.54e-461.12e+000.096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0032956ColorectumADregulation of actin cytoskeleton organization127/3918358/187231.03e-101.04e-08127
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0031532ColorectumADactin cytoskeleton reorganization41/3918107/187232.81e-055.28e-0441
GO:0061180ColorectumADmammary gland epithelium development28/391867/187238.74e-051.35e-0328
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0043954ColorectumADcellular component maintenance26/391861/187231.04e-041.56e-0326
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0030224ColorectumADmonocyte differentiation17/391836/187233.79e-044.36e-0317
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0060443ColorectumADmammary gland morphogenesis18/391843/187231.51e-031.27e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040151ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa040152ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa040153ColorectumSERRap1 signaling pathway54/1580210/84656.55e-033.68e-022.67e-0254
hsa040154ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
hsa040155ColorectumMSSRap1 signaling pathway66/1875210/84651.03e-035.94e-033.64e-0366
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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
CSF1CSF1RCSF1_CSF1RCSFBreastDCIS
CSF1CSF1RCSF1_CSF1RCSFCervixADJ
IL34CSF1RIL34_CSF1RCSFCervixCC
CSF1CSF1RCSF1_CSF1RCSFCervixCC
CSF1CSF1RCSF1_CSF1RCSFCervixPrecancer
IL34CSF1RIL34_CSF1RCSFCRCAD
CSF1CSF1RCSF1_CSF1RCSFCRCAD
CSF1CSF1RCSF1_CSF1RCSFCRCADJ
CSF1CSF1RCSF1_CSF1RCSFCRCMSI-H
CSF1CSF1RCSF1_CSF1RCSFCRCSER
CSF1CSF1RCSF1_CSF1RCSFEndometriumADJ
CSF1CSF1RCSF1_CSF1RCSFEndometriumAEH
CSF1CSF1RCSF1_CSF1RCSFEndometriumEEC
CSF1CSF1RCSF1_CSF1RCSFEndometriumHealthy
CSF1CSF1RCSF1_CSF1RCSFHNSCCADJ
IL34CSF1RIL34_CSF1RCSFHNSCCHealthy
IL34CSF1RIL34_CSF1RCSFHNSCCOSCC
CSF1CSF1RCSF1_CSF1RCSFHNSCCOSCC
IL34CSF1RIL34_CSF1RCSFHNSCCPrecancer
CSF1CSF1RCSF1_CSF1RCSFHNSCCPrecancer
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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
CSF1RSNVMissense_Mutationc.1423N>Cp.Glu475Glnp.E475QP07333protein_codingtolerated(0.61)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CSF1RSNVMissense_Mutationc.403G>Cp.Glu135Glnp.E135QP07333protein_codingtolerated(0.39)benign(0.007)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CSF1RinsertionNonsense_Mutationnovelc.209_210insATGAATGATCAGCCTCTCTGAGCTTCCTTp.Ser70ArgfsTer2p.S70Rfs*2P07333protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CSF1RinsertionFrame_Shift_Insnovelc.154_155insTGCTAGCACAGGAGGTGGTCGTGTTCp.Gly52ValfsTer69p.G52Vfs*69P07333protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CSF1RdeletionFrame_Shift_Delnovelc.330delNp.Leu111Terp.L111*P07333protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CSF1RSNVMissense_Mutationnovelc.2009A>Gp.Asp670Glyp.D670GP07333protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSF1RSNVMissense_Mutationnovelc.1679G>Ap.Ser560Asnp.S560NP07333protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSF1RSNVMissense_Mutationnovelc.235A>Gp.Thr79Alap.T79AP07333protein_codingdeleterious(0.01)probably_damaging(0.927)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSF1RSNVMissense_Mutationc.916N>Cp.Glu306Glnp.E306QP07333protein_codingtolerated(0.43)benign(0.157)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CSF1RSNVMissense_Mutationc.1092N>Ap.Phe364Leup.F364LP07333protein_codingtolerated(0.09)benign(0.021)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEinhibitor178102292CEDIRANIB
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEAMG 820
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEinhibitorCHEMBL1567SUNITINIB MALATE
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEinhibitor178102317CHEMBL1908396
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEDOVITINIBDOVITINIB28759044
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEAST-487AST-487
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEDCC-3014
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEinhibitorDASATINIBDASATINIB
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEGW843682XGW843682X
1436CSF1RCLINICALLY ACTIONABLE, KINASE, TYROSINE KINASE, CELL SURFACE, DRUGGABLE GENOMEantibody315661194
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