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: LGALS7

Gene summary for LGALS7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LGALS7

Gene ID

3963

Gene namegalectin 7
Gene AliasGAL7
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

P47929


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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
3963LGALS7CA_HPV_1HumanCervixCC1.91e-09-2.73e-010.0264
3963LGALS7CA_HPV_3HumanCervixCC4.16e-05-2.47e-010.0414
3963LGALS7HSIL_HPV_1HumanCervixHSIL_HPV7.11e-03-1.53e-010.0116
3963LGALS7CCII_1HumanCervixCC8.34e-03-2.73e-010.3249
3963LGALS7TumorHumanCervixCC5.89e-195.98e-010.1241
3963LGALS7sample3HumanCervixCC2.85e-113.77e-010.1387
3963LGALS7H2HumanCervixHSIL_HPV5.96e-05-2.32e-010.0632
3963LGALS7L1HumanCervixCC1.39e-239.87e-010.0802
3963LGALS7T3HumanCervixCC6.20e-123.96e-010.1389
3963LGALS7LZE4THumanEsophagusESCC7.27e-04-2.24e-010.0811
3963LGALS7LZE20THumanEsophagusESCC2.38e-091.52e+000.0662
3963LGALS7LZE22THumanEsophagusESCC1.49e-061.24e+000.068
3963LGALS7LZE24THumanEsophagusESCC5.89e-068.08e-010.0596
3963LGALS7LZE21THumanEsophagusESCC3.28e-093.29e+000.0655
3963LGALS7P1T-EHumanEsophagusESCC1.78e-071.40e+000.0875
3963LGALS7P4T-EHumanEsophagusESCC1.62e-191.19e+000.1323
3963LGALS7P5T-EHumanEsophagusESCC2.95e-501.83e+000.1327
3963LGALS7P9T-EHumanEsophagusESCC1.42e-422.34e+000.1131
3963LGALS7P10T-EHumanEsophagusESCC4.57e-139.55e-010.116
3963LGALS7P11T-EHumanEsophagusESCC1.56e-073.12e+000.1426
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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
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
∗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:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:004209816Oral cavityOSCCT cell proliferation100/7305199/187237.93e-044.27e-03100
GO:00071629Oral cavityOSCCnegative regulation of cell adhesion145/7305303/187239.95e-045.18e-03145
GO:00466333Oral cavityOSCCalpha-beta T cell proliferation24/730538/187232.21e-031.00e-0224
GO:00466403Oral cavityOSCCregulation of alpha-beta T cell proliferation22/730535/187233.65e-031.51e-0222
GO:0046642Oral cavityOSCCnegative regulation of alpha-beta T cell proliferation10/730513/187236.32e-032.35e-0210
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:0035739Oral cavityOSCCCD4-positive, alpha-beta T cell proliferation9/730512/187231.27e-024.24e-029
GO:2000561Oral cavityOSCCregulation of CD4-positive, alpha-beta T cell proliferation9/730512/187231.27e-024.24e-029
GO:00224086Oral cavityOSCCnegative regulation of cell-cell adhesion92/7305196/187231.41e-024.64e-0292
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
GO:000268315Oral cavityLPnegative regulation of immune system process130/4623434/187236.70e-033.90e-02130
GO:004211023Oral cavityEOLPT cell activation111/2218487/187234.67e-128.17e-10111
GO:000715917Oral cavityEOLPleukocyte cell-cell adhesion86/2218371/187235.01e-104.11e-0886
GO:005086316Oral cavityEOLPregulation of T cell activation76/2218329/187235.96e-093.11e-0776
GO:190303716Oral cavityEOLPregulation of leukocyte cell-cell adhesion77/2218336/187236.89e-093.53e-0777
GO:000268323Oral cavityEOLPnegative regulation of immune system process91/2218434/187233.12e-081.24e-0691
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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
LGALS7SNVMissense_Mutationnovelc.215N>Ap.Arg72Hisp.R72HP47929protein_codingtolerated(0.16)benign(0.009)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
LGALS7SNVMissense_Mutationnovelc.96N>Cp.Arg32Serp.R32SP47929protein_codingtolerated(0.05)possibly_damaging(0.476)TCGA-DD-A1EL-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
LGALS7SNVMissense_Mutationnovelc.235N>Tp.Val79Phep.V79FP47929protein_codingtolerated(0.17)benign(0.158)TCGA-K7-A6G5-01Liverliver hepatocellular carcinomaMale>=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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