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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00420988CervixCCT cell proliferation49/2311199/187231.32e-064.49e-0549
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00421297CervixCCregulation of T cell proliferation43/2311171/187233.21e-068.77e-0543
GO:00706637CervixCCregulation of leukocyte proliferation55/2311245/187236.51e-061.56e-0455
GO:00506705CervixCCregulation of lymphocyte proliferation51/2311225/187231.05e-052.32e-0451
GO:0051250CervixCCnegative regulation of lymphocyte activation39/2311157/187231.23e-052.57e-0439
GO:00329444CervixCCregulation of mononuclear cell proliferation51/2311227/187231.36e-052.73e-0451
GO:00706617CervixCCleukocyte proliferation65/2311318/187232.56e-054.32e-0465
GO:0002695CervixCCnegative regulation of leukocyte activation43/2311187/187233.47e-055.60e-0443
GO:00466516CervixCClymphocyte proliferation59/2311288/187235.53e-058.10e-0459
GO:0050868CervixCCnegative regulation of T cell activation31/2311122/187235.81e-058.46e-0431
GO:00329435CervixCCmononuclear cell proliferation59/2311291/187237.51e-051.03e-0359
GO:1903038CervixCCnegative regulation of leukocyte cell-cell adhesion33/2311141/187231.90e-042.21e-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
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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