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: F11R

Gene summary for F11R

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

F11R

Gene ID

50848

Gene nameF11 receptor
Gene AliasCD321
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9Y624


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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
50848F11RCA_HPV_2HumanCervixCC1.25e-062.80e-010.0391
50848F11RCCI_1HumanCervixCC4.54e-025.33e-010.528
50848F11RTumorHumanCervixCC4.05e-245.09e-010.1241
50848F11Rsample1HumanCervixCC2.70e-044.11e-010.0959
50848F11Rsample3HumanCervixCC1.69e-587.73e-010.1387
50848F11RH2HumanCervixHSIL_HPV5.46e-103.67e-010.0632
50848F11RL1HumanCervixCC7.15e-104.98e-010.0802
50848F11RT1HumanCervixCC5.61e-073.51e-010.0918
50848F11RT2HumanCervixCC6.61e-034.22e-010.0709
50848F11RT3HumanCervixCC8.29e-507.45e-010.1389
50848F11RHTA11_2487_2000001011HumanColorectumSER1.17e-075.41e-01-0.1808
50848F11RHTA11_1938_2000001011HumanColorectumAD1.55e-065.22e-01-0.0811
50848F11RHTA11_78_2000001011HumanColorectumAD2.82e-053.47e-01-0.1088
50848F11RHTA11_347_2000001011HumanColorectumAD1.26e-144.78e-01-0.1954
50848F11RHTA11_411_2000001011HumanColorectumSER4.29e-049.02e-01-0.2602
50848F11RHTA11_83_2000001011HumanColorectumSER3.86e-033.98e-01-0.1526
50848F11RHTA11_696_2000001011HumanColorectumAD3.96e-042.67e-01-0.1464
50848F11RHTA11_1391_2000001011HumanColorectumAD3.64e-115.58e-01-0.059
50848F11RHTA11_5212_2000001011HumanColorectumAD5.83e-045.08e-01-0.2061
50848F11RHTA11_866_3004761011HumanColorectumAD8.02e-063.51e-010.096
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:007265910CervixCCprotein localization to plasma membrane73/2311284/187234.95e-106.73e-0873
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:005212610CervixCCmovement in host environment52/2311175/187237.03e-108.76e-0852
GO:004440910CervixCCentry into host47/2311151/187238.45e-101.03e-0747
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:004671810CervixCCviral entry into host cell44/2311144/187235.47e-095.03e-0744
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0467020CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa051207CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa04670110CervixCCLeukocyte transendothelial migration36/1267114/84655.22e-064.83e-052.86e-0536
hsa0512014CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0451421CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0467025CervixHSIL_HPVLeukocyte transendothelial migration16/459114/84654.04e-043.49e-032.82e-0316
hsa0451431CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0467035CervixHSIL_HPVLeukocyte transendothelial migration16/459114/84654.04e-043.49e-032.82e-0316
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa04670ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa046701ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa046702ColorectumSERLeukocyte transendothelial migration37/1580114/84652.77e-042.56e-031.86e-0337
hsa045303ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa046703ColorectumSERLeukocyte transendothelial migration37/1580114/84652.77e-042.56e-031.86e-0337
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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
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMBreastADJ
F11RF11RF11R_F11RJAMBreastADJ
F11RJAM2F11R_JAM2JAMBreastADJ
F11RJAM3F11R_JAM3JAMBreastADJ
JAM2F11RJAM2_F11RJAMBreastADJ
JAM3F11RJAM3_F11RJAMBreastADJ
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMBreastDCIS
F11RF11RF11R_F11RJAMBreastDCIS
F11RJAM2F11R_JAM2JAMBreastDCIS
F11RJAM3F11R_JAM3JAMBreastDCIS
JAM2F11RJAM2_F11RJAMBreastDCIS
JAM3F11RJAM3_F11RJAMBreastDCIS
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMBreastIDC
F11RF11RF11R_F11RJAMBreastIDC
F11RF11RF11R_F11RJAMBreastPrecancer
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMCervixADJ
F11RF11RF11R_F11RJAMCervixADJ
F11RJAM2F11R_JAM2JAMCervixADJ
JAM2F11RJAM2_F11RJAMCervixADJ
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMCervixCC
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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
F11RSNVMissense_Mutationc.282N>Gp.Ile94Metp.I94MQ9Y624protein_codingdeleterious(0)probably_damaging(0.965)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
F11RSNVMissense_Mutationc.593T>Ap.Val198Aspp.V198DQ9Y624protein_codingdeleterious(0.01)benign(0.443)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
F11RSNVMissense_Mutationrs574502480c.554N>Gp.Asn185Serp.N185SQ9Y624protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
F11RinsertionIn_Frame_Insnovelc.838_839insCACp.Tyr280delinsSerHisp.Y280delinsSHQ9Y624protein_codingTCGA-E9-A244-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
F11RSNVMissense_Mutationc.124N>Cp.Glu42Glnp.E42QQ9Y624protein_codingdeleterious(0.04)probably_damaging(0.957)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
F11RSNVMissense_Mutationnovelc.234G>Cp.Lys78Asnp.K78NQ9Y624protein_codingdeleterious(0.01)possibly_damaging(0.743)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
F11RSNVMissense_Mutationc.137T>Cp.Val46Alap.V46AQ9Y624protein_codingtolerated(1)benign(0.028)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
F11RSNVMissense_Mutationrs373771702c.179T>Cp.Val60Alap.V60AQ9Y624protein_codingdeleterious(0)benign(0.351)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
F11RSNVMissense_Mutationnovelc.811A>Cp.Lys271Glnp.K271QQ9Y624protein_codingdeleterious(0.02)possibly_damaging(0.451)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
F11RSNVMissense_Mutationc.662N>Ap.Pro221Hisp.P221HQ9Y624protein_codingdeleterious(0)possibly_damaging(0.709)TCGA-D5-6928-01Colorectumcolon 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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