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: ALDOB

Gene summary for ALDOB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDOB

Gene ID

229

Gene namealdolase, fructose-bisphosphate B
Gene AliasALDB
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024R145


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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
229ALDOBHTA11_2487_2000001011HumanColorectumSER2.66e-118.90e-01-0.1808
229ALDOBHTA11_411_2000001011HumanColorectumSER6.98e-041.22e+00-0.2602
229ALDOBHTA11_696_2000001011HumanColorectumAD1.53e-073.62e-01-0.1464
229ALDOBHTA11_1391_2000001011HumanColorectumAD1.43e-065.69e-01-0.059
229ALDOBNAFLD1HumanLiverNAFLD5.25e-101.20e+00-0.04
229ALDOBS41HumanLiverCirrhotic3.12e-161.23e+00-0.0343
229ALDOBS42HumanLiverHCC4.45e-121.28e+00-0.0103
229ALDOBS43HumanLiverCirrhotic1.09e-176.78e-01-0.0187
229ALDOBHCC1_MengHumanLiverHCC6.50e-21-5.35e-010.0246
229ALDOBHCC2_MengHumanLiverHCC3.09e-15-5.28e-010.0107
229ALDOBcirrhotic1HumanLiverCirrhotic6.18e-06-4.15e-010.0202
229ALDOBcirrhotic2HumanLiverCirrhotic7.17e-05-3.61e-010.0201
229ALDOBcirrhotic3HumanLiverCirrhotic1.71e-05-5.02e-010.0215
229ALDOBHCC1HumanLiverHCC1.43e-144.38e+000.5336
229ALDOBHCC2HumanLiverHCC1.41e-425.89e+000.5341
229ALDOBPt13.aHumanLiverHCC2.04e-254.01e-010.021
229ALDOBPt13.bHumanLiverHCC2.75e-433.74e-010.0251
229ALDOBPt14.bHumanLiverHCC7.12e-081.42e-010.018
229ALDOBPt14.dHumanLiverHCC1.62e-03-7.40e-020.0143
229ALDOBS014HumanLiverHCC2.43e-06-5.73e-010.2254
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00060907LiverNAFLDpyruvate metabolic process26/1882106/187231.31e-053.93e-0426
GO:00460317LiverNAFLDADP metabolic process23/188290/187232.00e-055.64e-0423
GO:00091327LiverNAFLDnucleoside diphosphate metabolic process28/1882124/187233.22e-058.40e-0428
GO:00060967LiverNAFLDglycolytic process21/188281/187233.58e-059.07e-0421
GO:00067577LiverNAFLDATP generation from ADP21/188282/187234.37e-051.06e-0321
GO:00160526LiverNAFLDcarbohydrate catabolic process32/1882154/187235.29e-051.21e-0332
GO:00061657LiverNAFLDnucleoside diphosphate phosphorylation22/188299/187232.77e-044.46e-0322
GO:00469397LiverNAFLDnucleotide phosphorylation22/1882101/187233.73e-045.60e-0322
GO:00460347LiverNAFLDATP metabolic process46/1882277/187234.55e-046.69e-0346
GO:00060002LiverNAFLDfructose metabolic process5/188213/187236.58e-034.69e-025
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:004603412LiverCirrhoticATP metabolic process144/4634277/187231.04e-225.02e-20144
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:001969312LiverCirrhoticribose phosphate metabolic process156/4634396/187235.83e-113.23e-09156
GO:000925912LiverCirrhoticribonucleotide metabolic process151/4634385/187231.72e-108.70e-09151
GO:007252112LiverCirrhoticpurine-containing compound metabolic process156/4634416/187233.74e-091.52e-07156
GO:000915012LiverCirrhoticpurine ribonucleotide metabolic process141/4634368/187234.22e-091.70e-07141
GO:000599612LiverCirrhoticmonosaccharide metabolic process104/4634257/187231.74e-086.32e-07104
GO:001931812LiverCirrhotichexose metabolic process97/4634237/187232.67e-089.16e-0797
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa040662ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa000102ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa012302ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa040663ColorectumSERHIF-1 signaling pathway36/1580109/84652.27e-042.15e-031.56e-0336
hsa000103ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa012303ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa0120010LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120011LiverNAFLDCarbon metabolism26/1043115/84651.39e-031.71e-021.38e-0226
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa000109LiverCirrhoticGlycolysis / Gluconeogenesis32/253067/84651.50e-037.80e-034.81e-0332
hsa012304LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
hsa0406612LiverCirrhoticHIF-1 signaling pathway46/2530109/84654.00e-031.59e-029.78e-0346
hsa00030LiverCirrhoticPentose phosphate pathway16/253030/84656.04e-032.12e-021.30e-0216
hsa0120031LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0001012LiverCirrhoticGlycolysis / Gluconeogenesis32/253067/84651.50e-037.80e-034.81e-0332
hsa0123011LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
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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
ALDOBSNVMissense_Mutationc.1043N>Tp.Ser348Phep.S348FP05062protein_codingdeleterious(0.05)benign(0.364)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALDOBSNVMissense_Mutationrs17852652c.487G>Ap.Ala163Thrp.A163TP05062protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALDOBSNVMissense_Mutationc.50N>Tp.Ser17Leup.S17LP05062protein_codingtolerated(0.46)benign(0.046)TCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALDOBSNVMissense_Mutationrs371526091c.992G>Ap.Arg331Glnp.R331QP05062protein_codingdeleterious(0)probably_damaging(0.957)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ALDOBSNVMissense_Mutationrs150407710c.991C>Tp.Arg331Trpp.R331WP05062protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALDOBSNVMissense_Mutationnovelc.829N>Ap.Glu277Lysp.E277KP05062protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALDOBSNVMissense_Mutationc.162N>Tp.Glu54Aspp.E54DP05062protein_codingtolerated(0.1)benign(0.113)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
ALDOBSNVMissense_Mutationc.944N>Cp.Gly315Alap.G315AP05062protein_codingtolerated(0.72)benign(0.001)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ALDOBSNVMissense_Mutationnovelc.482G>Tp.Ser161Ilep.S161IP05062protein_codingtolerated(0.18)benign(0.095)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ALDOBSNVMissense_Mutationc.916N>Ap.Leu306Metp.L306MP05062protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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