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: BDH1

Gene summary for BDH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BDH1

Gene ID

622

Gene name3-hydroxybutyrate dehydrogenase 1
Gene AliasBDH
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q02338


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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
622BDH1LZE2THumanEsophagusESCC1.11e-025.45e-010.082
622BDH1LZE4THumanEsophagusESCC1.56e-101.64e-010.0811
622BDH1LZE7THumanEsophagusESCC1.75e-054.28e-010.0667
622BDH1LZE21D1HumanEsophagusHGIN1.22e-032.87e-010.0632
622BDH1LZE22D1HumanEsophagusHGIN3.56e-092.02e-010.0595
622BDH1LZE24THumanEsophagusESCC1.07e-155.17e-010.0596
622BDH1LZE21THumanEsophagusESCC5.04e-096.84e-010.0655
622BDH1P1T-EHumanEsophagusESCC1.57e-064.78e-010.0875
622BDH1P2T-EHumanEsophagusESCC1.73e-469.65e-010.1177
622BDH1P4T-EHumanEsophagusESCC5.56e-401.03e+000.1323
622BDH1P5T-EHumanEsophagusESCC2.09e-103.13e-030.1327
622BDH1P8T-EHumanEsophagusESCC5.42e-213.50e-010.0889
622BDH1P9T-EHumanEsophagusESCC3.54e-245.95e-010.1131
622BDH1P10T-EHumanEsophagusESCC5.84e-316.75e-010.116
622BDH1P11T-EHumanEsophagusESCC3.36e-063.46e-010.1426
622BDH1P12T-EHumanEsophagusESCC5.37e-153.25e-010.1122
622BDH1P15T-EHumanEsophagusESCC1.01e-172.93e-010.1149
622BDH1P16T-EHumanEsophagusESCC1.44e-306.22e-010.1153
622BDH1P17T-EHumanEsophagusESCC7.05e-072.07e-010.1278
622BDH1P19T-EHumanEsophagusESCC2.33e-027.06e-010.1662
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00650LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa006501LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa006502LiverCirrhoticButanoate metabolism15/253027/84654.71e-031.74e-021.07e-0215
hsa006503LiverCirrhoticButanoate metabolism15/253027/84654.71e-031.74e-021.07e-0215
hsa006504LiverHCCButanoate metabolism19/402027/84651.37e-023.33e-021.85e-0219
hsa006505LiverHCCButanoate metabolism19/402027/84651.37e-023.33e-021.85e-0219
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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
BDH1SNVMissense_Mutationc.890N>Ap.Pro297Hisp.P297HQ02338protein_codingdeleterious(0)possibly_damaging(0.572)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
BDH1SNVMissense_Mutationc.751N>Ap.Glu251Lysp.E251KQ02338protein_codingdeleterious(0.03)possibly_damaging(0.542)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BDH1SNVMissense_Mutationc.14N>Ap.Arg5Hisp.R5HQ02338protein_codingdeleterious_low_confidence(0.03)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BDH1SNVMissense_Mutationc.298N>Ap.Asp100Asnp.D100NQ02338protein_codingtolerated(0.09)benign(0.179)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
BDH1SNVMissense_Mutationrs201775401c.551G>Ap.Arg184Glnp.R184QQ02338protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BDH1SNVMissense_Mutationnovelc.617C>Tp.Ser206Phep.S206FQ02338protein_codingdeleterious(0)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BDH1SNVMissense_Mutationc.751N>Ap.Glu251Lysp.E251KQ02338protein_codingdeleterious(0.03)possibly_damaging(0.542)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BDH1SNVMissense_Mutationc.469N>Gp.Ser157Glyp.S157GQ02338protein_codingdeleterious(0.03)probably_damaging(0.964)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
BDH1SNVMissense_Mutationc.16N>Ap.Leu6Ilep.L6IQ02338protein_codingtolerated_low_confidence(0.13)benign(0.115)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
BDH1SNVMissense_Mutationrs778493168c.395N>Gp.Lys132Argp.K132RQ02338protein_codingtolerated(0.17)benign(0.02)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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