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: GALM

Gene summary for GALM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALM

Gene ID

130589

Gene namegalactose mutarotase
Gene AliasBLOCK25
Cytomap2p22.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q96C23


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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
130589GALMHTA11_2487_2000001011HumanColorectumSER5.39e-054.21e-01-0.1808
130589GALMHTA11_78_2000001011HumanColorectumAD6.81e-064.94e-01-0.1088
130589GALMHTA11_347_2000001011HumanColorectumAD4.73e-207.40e-01-0.1954
130589GALMHTA11_3361_2000001011HumanColorectumAD4.01e-054.74e-01-0.1207
130589GALMHTA11_83_2000001011HumanColorectumSER2.91e-117.93e-01-0.1526
130589GALMHTA11_696_2000001011HumanColorectumAD1.93e-206.78e-01-0.1464
130589GALMHTA11_866_2000001011HumanColorectumAD6.55e-053.43e-01-0.1001
130589GALMHTA11_1391_2000001011HumanColorectumAD5.19e-126.69e-01-0.059
130589GALMHTA11_2992_2000001011HumanColorectumSER1.76e-025.12e-01-0.1706
130589GALMHTA11_546_2000001011HumanColorectumAD3.18e-045.97e-01-0.0842
130589GALMHTA11_10623_2000001011HumanColorectumAD3.55e-077.23e-01-0.0177
130589GALMHTA11_10711_2000001011HumanColorectumAD5.62e-064.57e-010.0338
130589GALMHTA11_7696_3000711011HumanColorectumAD2.60e-053.24e-010.0674
130589GALMHTA11_99999965104_69814HumanColorectumMSS1.89e-032.35e-010.281
130589GALMA015-C-203HumanColorectumFAP1.07e-03-1.61e-01-0.1294
130589GALMA002-C-205HumanColorectumFAP7.65e-04-1.48e-01-0.1236
130589GALMA015-C-006HumanColorectumFAP3.20e-02-1.97e-01-0.0994
130589GALMA015-C-104HumanColorectumFAP4.17e-04-9.49e-02-0.1899
130589GALMA015-C-002HumanColorectumFAP4.52e-02-1.77e-01-0.0763
130589GALMA002-C-116HumanColorectumFAP3.46e-05-1.02e-01-0.0452
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016052ColorectumADcarbohydrate catabolic process56/3918154/187237.01e-061.73e-0456
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0006006ColorectumADglucose metabolic process62/3918196/187232.76e-043.39e-0362
GO:0019320ColorectumADhexose catabolic process14/391834/187235.86e-033.69e-0214
GO:0006012ColorectumADgalactose metabolic process6/391810/187238.03e-034.73e-026
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00193181ColorectumSERhexose metabolic process56/2897237/187236.19e-048.42e-0356
GO:00059961ColorectumSERmonosaccharide metabolic process59/2897257/187239.65e-041.15e-0259
GO:00160521ColorectumSERcarbohydrate catabolic process38/2897154/187231.92e-031.93e-0238
GO:00060061ColorectumSERglucose metabolic process46/2897196/187232.08e-032.05e-0246
GO:00160522ColorectumMSScarbohydrate catabolic process45/3467154/187237.93e-048.36e-0345
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:00193182ColorectumMSShexose metabolic process63/3467237/187231.32e-031.25e-0263
GO:00059962ColorectumMSSmonosaccharide metabolic process66/3467257/187232.61e-032.06e-0266
GO:00060121ColorectumMSSgalactose metabolic process6/346710/187234.25e-033.04e-026
GO:00060062ColorectumMSSglucose metabolic process51/3467196/187235.67e-033.85e-0251
GO:00160523ColorectumFAPcarbohydrate catabolic process44/2622154/187231.82e-067.42e-0544
GO:00193183ColorectumFAPhexose metabolic process58/2622237/187231.09e-053.08e-0458
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00010ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa000101ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa000102ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa000103ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa000104ColorectumMSSGlycolysis / Gluconeogenesis28/187567/84652.36e-041.81e-031.11e-0328
hsa000105ColorectumMSSGlycolysis / Gluconeogenesis28/187567/84652.36e-041.81e-031.11e-0328
hsa000106ColorectumFAPGlycolysis / Gluconeogenesis24/140467/84651.05e-049.46e-045.76e-0424
hsa00052ColorectumFAPGalactose metabolism12/140432/84653.61e-031.53e-029.29e-0312
hsa000107ColorectumFAPGlycolysis / Gluconeogenesis24/140467/84651.05e-049.46e-045.76e-0424
hsa000521ColorectumFAPGalactose metabolism12/140432/84653.61e-031.53e-029.29e-0312
hsa000109LiverCirrhoticGlycolysis / Gluconeogenesis32/253067/84651.50e-037.80e-034.81e-0332
hsa0001012LiverCirrhoticGlycolysis / Gluconeogenesis32/253067/84651.50e-037.80e-034.81e-0332
hsa0001022LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa0001032LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
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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
GALMSNVMissense_Mutationrs570948999c.812T>Cp.Val271Alap.V271AQ96C23protein_codingdeleterious(0.01)possibly_damaging(0.714)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GALMSNVMissense_Mutationc.158C>Gp.Ser53Trpp.S53WQ96C23protein_codingdeleterious(0.01)possibly_damaging(0.85)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
GALMSNVMissense_Mutationnovelc.409G>Ap.Glu137Lysp.E137KQ96C23protein_codingdeleterious(0)probably_damaging(0.979)TCGA-ZJ-AAX8-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GALMSNVMissense_Mutationc.212A>Gp.Tyr71Cysp.Y71CQ96C23protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALMSNVMissense_Mutationnovelc.20C>Tp.Ala7Valp.A7VQ96C23protein_codingtolerated(0.11)benign(0.001)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GALMSNVMissense_Mutationrs778733977c.667N>Ap.Asp223Asnp.D223NQ96C23protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GALMSNVMissense_Mutationc.959N>Cp.Phe320Serp.F320SQ96C23protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GALMSNVMissense_Mutationc.361C>Tp.Arg121Trpp.R121WQ96C23protein_codingdeleterious(0)possibly_damaging(0.502)TCGA-G4-6321-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilSD
GALMinsertionIn_Frame_Insnovelc.434_435insTGCCATATTTCAATATTTp.Lys145delinsAsnAlaIlePheGlnTyrLeup.K145delinsNAIFQYLQ96C23protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GALMSNVMissense_Mutationnovelc.934N>Tp.Pro312Serp.P312SQ96C23protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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