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: ALDH16A1

Gene summary for ALDH16A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDH16A1

Gene ID

126133

Gene namealdehyde dehydrogenase 16 family member A1
Gene AliasALDH16A1
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q8IZ83


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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
126133ALDH16A1LZE4THumanEsophagusESCC7.00e-031.84e-010.0811
126133ALDH16A1LZE5THumanEsophagusESCC4.46e-035.33e-010.0514
126133ALDH16A1LZE7THumanEsophagusESCC1.83e-063.22e-010.0667
126133ALDH16A1LZE8THumanEsophagusESCC1.74e-061.83e-010.067
126133ALDH16A1LZE20THumanEsophagusESCC8.13e-063.32e-010.0662
126133ALDH16A1LZE22D1HumanEsophagusHGIN9.71e-082.80e-010.0595
126133ALDH16A1LZE22THumanEsophagusESCC5.05e-084.37e-010.068
126133ALDH16A1LZE24THumanEsophagusESCC1.08e-123.74e-010.0596
126133ALDH16A1LZE21THumanEsophagusESCC2.39e-084.21e-010.0655
126133ALDH16A1P1T-EHumanEsophagusESCC2.09e-218.22e-010.0875
126133ALDH16A1P2T-EHumanEsophagusESCC1.25e-264.58e-010.1177
126133ALDH16A1P4T-EHumanEsophagusESCC1.25e-184.74e-010.1323
126133ALDH16A1P5T-EHumanEsophagusESCC1.13e-081.56e-010.1327
126133ALDH16A1P8T-EHumanEsophagusESCC2.07e-488.33e-010.0889
126133ALDH16A1P9T-EHumanEsophagusESCC4.24e-031.67e-010.1131
126133ALDH16A1P10T-EHumanEsophagusESCC4.82e-365.83e-010.116
126133ALDH16A1P11T-EHumanEsophagusESCC4.47e-156.23e-010.1426
126133ALDH16A1P12T-EHumanEsophagusESCC3.50e-539.71e-010.1122
126133ALDH16A1P15T-EHumanEsophagusESCC3.45e-174.43e-010.1149
126133ALDH16A1P16T-EHumanEsophagusESCC7.69e-071.35e-010.1153
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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
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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
ALDH16A1SNVMissense_Mutationc.862G>Tp.Asp288Tyrp.D288YQ8IZ83protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALDH16A1SNVMissense_Mutationrs754754057c.2372C>Tp.Ala791Valp.A791VQ8IZ83protein_codingtolerated(0.38)benign(0.167)TCGA-AC-A3W7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ALDH16A1SNVMissense_Mutationrs781770831c.1001N>Ap.Arg334Glnp.R334QQ8IZ83protein_codingtolerated(0.18)benign(0.267)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALDH16A1insertionNonsense_Mutationnovelc.2283_2284insGTCTCGAACTCCTGACCTCGCGTGATp.Leu762ValfsTer5p.L762Vfs*5Q8IZ83protein_codingTCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ALDH16A1SNVMissense_Mutationnovelc.2074N>Ap.Val692Ilep.V692IQ8IZ83protein_codingtolerated(0.16)possibly_damaging(0.509)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH16A1SNVMissense_Mutationrs779298390c.632C>Ap.Ala211Aspp.A211DQ8IZ83protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ALDH16A1SNVMissense_Mutationrs746123884c.533N>Tp.Ser178Phep.S178FQ8IZ83protein_codingdeleterious(0)probably_damaging(0.976)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ALDH16A1SNVMissense_Mutationnovelc.2338G>Ap.Glu780Lysp.E780KQ8IZ83protein_codingtolerated(0.18)benign(0)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ALDH16A1SNVMissense_Mutationrs768690823c.1382N>Tp.Ser461Leup.S461LQ8IZ83protein_codingdeleterious(0)benign(0.024)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ALDH16A1SNVMissense_Mutationrs140469932c.1717N>Ap.Ala573Thrp.A573TQ8IZ83protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3939-01Colorectumcolon 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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