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: LGALS1

Gene summary for LGALS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LGALS1

Gene ID

3956

Gene namegalectin 1
Gene AliasGAL1
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

P09382


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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
3956LGALS1GSM4909281HumanBreastIDC6.11e-549.81e-010.21
3956LGALS1GSM4909282HumanBreastIDC1.82e-085.09e-01-0.0288
3956LGALS1GSM4909285HumanBreastIDC1.96e-377.73e-010.21
3956LGALS1GSM4909286HumanBreastIDC6.66e-07-4.32e-010.1081
3956LGALS1GSM4909287HumanBreastIDC7.07e-217.06e-010.2057
3956LGALS1GSM4909290HumanBreastIDC3.03e-095.91e-010.2096
3956LGALS1GSM4909293HumanBreastIDC4.86e-26-6.84e-010.1581
3956LGALS1GSM4909294HumanBreastIDC5.75e-20-6.30e-010.2022
3956LGALS1GSM4909295HumanBreastIDC8.72e-065.89e-010.0898
3956LGALS1GSM4909296HumanBreastIDC1.77e-529.28e-010.1524
3956LGALS1GSM4909297HumanBreastIDC9.27e-276.25e-010.1517
3956LGALS1GSM4909298HumanBreastIDC9.67e-053.02e-010.1551
3956LGALS1GSM4909299HumanBreastIDC1.10e-156.60e-010.035
3956LGALS1GSM4909302HumanBreastIDC2.76e-247.22e-010.1545
3956LGALS1GSM4909303HumanBreastIDC5.29e-04-5.28e-010.0438
3956LGALS1GSM4909304HumanBreastIDC4.38e-477.72e-010.1636
3956LGALS1GSM4909307HumanBreastIDC1.49e-196.41e-010.1569
3956LGALS1GSM4909308HumanBreastIDC6.01e-104.84e-010.158
3956LGALS1GSM4909309HumanBreastIDC2.13e-277.76e-010.0483
3956LGALS1GSM4909311HumanBreastIDC1.83e-16-9.43e-020.1534
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
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:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00224099CervixCCpositive regulation of cell-cell adhesion61/2311284/187239.30e-062.11e-0461
GO:19030397CervixCCpositive regulation of leukocyte cell-cell adhesion53/2311239/187231.37e-052.74e-0453
GO:00508708CervixCCpositive regulation of T cell activation49/2311216/187231.51e-052.97e-0449
GO:003410910CervixCChomotypic cell-cell adhesion26/231190/187232.12e-053.82e-0426
GO:00108122CervixCCnegative regulation of cell-substrate adhesion21/231168/187234.35e-056.66e-0421
GO:00431228CervixCCregulation of I-kappaB kinase/NF-kappaB signaling53/2311249/187234.50e-056.87e-0453
GO:000974310CervixCCresponse to carbohydrate53/2311253/187237.02e-059.85e-0453
GO:005079210CervixCCregulation of viral process38/2311164/187238.12e-051.10e-0338
GO:003428410CervixCCresponse to monosaccharide48/2311225/187239.48e-051.25e-0348
GO:00072497CervixCCI-kappaB kinase/NF-kappaB signaling56/2311281/187231.81e-042.12e-0356
GO:000974610CervixCCresponse to hexose45/2311219/187233.73e-043.86e-0345
GO:190390010CervixCCregulation of viral life cycle33/2311148/187234.86e-044.76e-0333
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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
LGALS1SNVMissense_Mutationc.307G>Tp.Asp103Tyrp.D103YP09382protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LGALS1SNVMissense_Mutationrs113281514c.8N>Tp.Cys3Phep.C3FP09382protein_codingtolerated(0.07)benign(0.165)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
LGALS1SNVMissense_Mutationc.62N>Ap.Arg21Glnp.R21QP09382protein_codingtolerated(0.16)benign(0.007)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
LGALS1SNVMissense_Mutationnovelc.259N>Cp.Glu87Glnp.E87QP09382protein_codingtolerated(0.05)benign(0.131)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
LGALS1SNVMissense_Mutationnovelc.55N>Gp.Arg19Glyp.R19GP09382protein_codingtolerated(0.23)benign(0.189)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LGALS1SNVMissense_Mutationc.316G>Ap.Glu106Lysp.E106KP09382protein_codingdeleterious(0.04)benign(0.113)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LGALS1SNVMissense_Mutationc.128G>Ap.Cys43Tyrp.C43YP09382protein_codingtolerated(0.16)possibly_damaging(0.897)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LGALS1SNVMissense_Mutationrs111700736c.146N>Ap.Arg49Hisp.R49HP09382protein_codingdeleterious(0.04)possibly_damaging(0.754)TCGA-AX-A0IU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinSD
LGALS1SNVMissense_Mutationnovelc.355N>Gp.Asn119Aspp.N119DP09382protein_codingtolerated(0.71)benign(0.005)TCGA-95-7567-01Lunglung adenocarcinomaMale<65I/IIChemotherapycisplatinSD
LGALS1SNVMissense_Mutationnovelc.299A>Gp.Lys100Argp.K100RP09382protein_codingtolerated(0.11)benign(0.005)TCGA-66-2778-01Lunglung squamous cell carcinomaFemale>=65III/IVChemotherapycisplatinCR
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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
3956LGALS1KINASE, DRUGGABLE GENOMEUS8703720, Reference Compound 2
3956LGALS1KINASE, DRUGGABLE GENOMEUS8703720, 15
3956LGALS1KINASE, DRUGGABLE GENOMEUS8703720, Reference Compound 1
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