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: LEPROT

Gene summary for LEPROT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LEPROT

Gene ID

54741

Gene nameleptin receptor overlapping transcript
Gene AliasLEPR
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A087X0N2


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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
54741LEPROTCA_HPV_1HumanCervixCC4.34e-08-2.96e-010.0264
54741LEPROTCCI_1HumanCervixCC1.11e-08-5.13e-010.528
54741LEPROTCCI_2HumanCervixCC6.44e-08-5.13e-010.5249
54741LEPROTCCI_3HumanCervixCC9.21e-12-5.13e-010.516
54741LEPROTCCII_1HumanCervixCC1.79e-16-5.13e-010.3249
54741LEPROTsample1HumanCervixCC2.49e-02-3.05e-010.0959
54741LEPROTT1HumanCervixCC1.78e-09-3.71e-010.0918
54741LEPROTHTA11_3410_2000001011HumanColorectumAD1.92e-091.93e-010.0155
54741LEPROTHTA11_2487_2000001011HumanColorectumSER1.16e-133.64e-01-0.1808
54741LEPROTHTA11_1938_2000001011HumanColorectumAD2.05e-205.36e-01-0.0811
54741LEPROTHTA11_78_2000001011HumanColorectumAD1.18e-195.27e-01-0.1088
54741LEPROTHTA11_347_2000001011HumanColorectumAD1.72e-427.70e-01-0.1954
54741LEPROTHTA11_411_2000001011HumanColorectumSER4.42e-106.00e-01-0.2602
54741LEPROTHTA11_2112_2000001011HumanColorectumSER1.50e-043.07e-01-0.2196
54741LEPROTHTA11_3361_2000001011HumanColorectumAD7.49e-103.60e-01-0.1207
54741LEPROTHTA11_83_2000001011HumanColorectumSER7.80e-113.71e-01-0.1526
54741LEPROTHTA11_696_2000001011HumanColorectumAD1.44e-193.65e-01-0.1464
54741LEPROTHTA11_866_2000001011HumanColorectumAD1.73e-122.55e-01-0.1001
54741LEPROTHTA11_1391_2000001011HumanColorectumAD5.12e-184.47e-01-0.059
54741LEPROTHTA11_2992_2000001011HumanColorectumSER1.51e-042.87e-01-0.1706
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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
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
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
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:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00903167CervixCCpositive regulation of intracellular protein transport41/2311160/187233.24e-068.80e-0541
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00331579CervixCCregulation of intracellular protein transport52/2311229/187238.16e-061.88e-0452
GO:00705859CervixCCprotein localization to mitochondrion33/2311125/187231.46e-052.90e-0433
GO:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:00323889CervixCCpositive regulation of intracellular transport46/2311202/187232.45e-054.24e-0446
GO:00726559CervixCCestablishment of protein localization to mitochondrion31/2311120/187234.13e-056.36e-0431
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00713757CervixCCcellular response to peptide hormone stimulus57/2311290/187232.32e-042.59e-0357
GO:00066269CervixCCprotein targeting to mitochondrion25/2311100/187233.80e-043.89e-0325
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:19037475CervixCCregulation of establishment of protein localization to mitochondrion15/231150/187237.36e-046.60e-0315
GO:19032144CervixCCregulation of protein targeting to mitochondrion13/231144/187231.90e-031.40e-0213
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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
LEPROTdeletionFrame_Shift_Delnovelc.165delCp.Ile56SerfsTer47p.I56Sfs*47protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LEPROTdeletionFrame_Shift_Delnovelc.87delTp.Met31CysfsTer6p.M31Cfs*6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
LEPROTSNVMissense_Mutationnovelc.373N>Gp.Phe125Valp.F125Vprotein_codingdeleterious(0)probably_damaging(0.955)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LEPROTinsertionFrame_Shift_Insnovelc.70dupGp.Ala24GlyfsTer44p.A24Gfs*44protein_codingTCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LEPROTSNVMissense_Mutationc.254N>Ap.Gly85Glup.G85Eprotein_codingdeleterious(0)probably_damaging(0.984)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LEPROTSNVMissense_Mutationnovelc.346N>Ap.Ala116Thrp.A116Tprotein_codingtolerated(0.56)benign(0.031)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LEPROTSNVMissense_Mutationnovelc.373N>Cp.Phe125Leup.F125Lprotein_codingdeleterious(0.02)probably_damaging(0.928)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
LEPROTSNVMissense_Mutationnovelc.358N>Ap.Leu120Ilep.L120Iprotein_codingtolerated(0.37)benign(0.073)TCGA-53-7626-01Lunglung adenocarcinomaFemale>=65I/IIUnspecificCisplatinPD
LEPROTSNVMissense_Mutationnovelc.151N>Tp.His51Tyrp.H51Yprotein_codingtolerated(1)benign(0)TCGA-86-7954-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycarboplatinCR
LEPROTSNVMissense_Mutationnovelc.121G>Tp.Val41Phep.V41Fprotein_codingdeleterious(0.05)possibly_damaging(0.881)TCGA-97-7941-01Lunglung adenocarcinomaFemale>=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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