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: ALDOC

Gene summary for ALDOC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDOC

Gene ID

230

Gene namealdolase, fructose-bisphosphate C
Gene AliasALDC
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024QZ64


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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
230ALDOCLZE4THumanEsophagusESCC5.16e-062.62e-010.0811
230ALDOCLZE8THumanEsophagusESCC9.50e-031.19e-010.067
230ALDOCLZE24THumanEsophagusESCC1.45e-021.12e-010.0596
230ALDOCLZE6THumanEsophagusESCC4.63e-022.44e-010.0845
230ALDOCP4T-EHumanEsophagusESCC8.51e-287.31e-010.1323
230ALDOCP5T-EHumanEsophagusESCC4.78e-163.63e-010.1327
230ALDOCP10T-EHumanEsophagusESCC1.96e-142.73e-010.116
230ALDOCP11T-EHumanEsophagusESCC2.63e-042.43e-010.1426
230ALDOCP12T-EHumanEsophagusESCC2.33e-021.32e-010.1122
230ALDOCP15T-EHumanEsophagusESCC6.18e-225.15e-010.1149
230ALDOCP16T-EHumanEsophagusESCC2.76e-122.53e-010.1153
230ALDOCP17T-EHumanEsophagusESCC1.03e-073.78e-010.1278
230ALDOCP20T-EHumanEsophagusESCC8.87e-061.47e-010.1124
230ALDOCP21T-EHumanEsophagusESCC2.85e-255.78e-010.1617
230ALDOCP24T-EHumanEsophagusESCC1.16e-031.29e-010.1287
230ALDOCP26T-EHumanEsophagusESCC9.54e-255.53e-010.1276
230ALDOCP27T-EHumanEsophagusESCC9.16e-132.71e-010.1055
230ALDOCP28T-EHumanEsophagusESCC7.40e-113.14e-010.1149
230ALDOCP30T-EHumanEsophagusESCC1.39e-021.52e-010.137
230ALDOCP31T-EHumanEsophagusESCC2.44e-091.71e-010.1251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:000918520EsophagusESCCribonucleoside diphosphate metabolic process66/8552106/187234.21e-042.39e-0366
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:000913520EsophagusESCCpurine nucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:000917920EsophagusESCCpurine ribonucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:004693919EsophagusESCCnucleotide phosphorylation61/8552101/187232.03e-039.08e-0361
GO:004603119EsophagusESCCADP metabolic process55/855290/187232.27e-039.99e-0355
GO:000609019EsophagusESCCpyruvate metabolic process63/8552106/187232.98e-031.24e-0263
GO:000616519EsophagusESCCnucleoside diphosphate phosphorylation59/855299/187233.65e-031.49e-0259
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0001016EsophagusESCCGlycolysis / Gluconeogenesis42/420567/84652.15e-024.78e-022.45e-0242
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0001017EsophagusESCCGlycolysis / Gluconeogenesis42/420567/84652.15e-024.78e-022.45e-0242
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0123021LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa0406622LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0001022LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa000302LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0123031LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa0406632LiverHCCHIF-1 signaling pathway70/4020109/84652.96e-041.36e-037.57e-0470
hsa0001032LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa000303LiverHCCPentose phosphate pathway21/402030/84651.06e-022.71e-021.51e-0221
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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
ALDOCSNVMissense_Mutationc.65N>Ap.Arg22Glnp.R22QP09972protein_codingtolerated(0.33)benign(0.03)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALDOCSNVMissense_Mutationc.626T>Cp.Val209Alap.V209AP09972protein_codingdeleterious(0.02)probably_damaging(0.924)TCGA-D8-A1JT-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ALDOCSNVMissense_Mutationnovelc.719N>Ap.Cys240Tyrp.C240YP09972protein_codingtolerated(0.06)possibly_damaging(0.472)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ALDOCSNVMissense_Mutationrs762828594c.992N>Ap.Arg331Glnp.R331QP09972protein_codingdeleterious(0)probably_damaging(0.923)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDOCSNVMissense_Mutationrs749373286c.589N>Tp.His197Tyrp.H197YP09972protein_codingdeleterious(0)probably_damaging(0.937)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDOCSNVMissense_Mutationc.7N>Gp.His3Aspp.H3DP09972protein_codingdeleterious(0.05)benign(0.074)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ALDOCSNVMissense_Mutationrs747367976c.517C>Tp.Arg173Cysp.R173CP09972protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-AA-3831-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ALDOCSNVMissense_Mutationrs775893117c.98C>Tp.Ala33Valp.A33VP09972protein_codingdeleterious(0.04)probably_damaging(0.919)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ALDOCSNVMissense_Mutationrs765845189c.776N>Ap.Arg259Hisp.R259HP09972protein_codingdeleterious(0.02)benign(0.415)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ALDOCSNVMissense_Mutationrs145665688c.773N>Ap.Arg258Hisp.R258HP09972protein_codingtolerated(0.13)benign(0.211)TCGA-AG-A011-01Colorectumrectum adenocarcinomaMale>=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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