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: ALAD

Gene summary for ALAD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALAD

Gene ID

210

Gene nameaminolevulinate dehydratase
Gene AliasALADH
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

A0A140VJL9


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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
210ALADHTA11_78_2000001011HumanColorectumAD1.55e-022.71e-01-0.1088
210ALADHTA11_347_2000001011HumanColorectumAD3.15e-114.08e-01-0.1954
210ALADHTA11_7469_2000001011HumanColorectumAD2.44e-023.79e-01-0.0124
210ALADLZE4THumanEsophagusESCC6.64e-062.02e-010.0811
210ALADLZE20THumanEsophagusESCC4.32e-051.82e-010.0662
210ALADLZE24THumanEsophagusESCC3.98e-087.81e-020.0596
210ALADP1T-EHumanEsophagusESCC3.31e-031.25e-010.0875
210ALADP2T-EHumanEsophagusESCC1.08e-172.77e-010.1177
210ALADP4T-EHumanEsophagusESCC8.09e-112.49e-010.1323
210ALADP5T-EHumanEsophagusESCC3.69e-141.71e-010.1327
210ALADP8T-EHumanEsophagusESCC2.65e-054.78e-020.0889
210ALADP9T-EHumanEsophagusESCC2.43e-131.23e-010.1131
210ALADP10T-EHumanEsophagusESCC5.84e-143.23e-010.116
210ALADP11T-EHumanEsophagusESCC1.85e-073.10e-010.1426
210ALADP12T-EHumanEsophagusESCC9.88e-121.69e-010.1122
210ALADP15T-EHumanEsophagusESCC1.83e-153.65e-010.1149
210ALADP16T-EHumanEsophagusESCC9.31e-051.14e-010.1153
210ALADP20T-EHumanEsophagusESCC3.92e-041.05e-010.1124
210ALADP21T-EHumanEsophagusESCC7.77e-162.97e-010.1617
210ALADP22T-EHumanEsophagusESCC3.65e-171.23e-010.1236
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:003196018Oral cavityOSCCresponse to corticosteroid86/7305167/187236.79e-043.79e-0386
GO:007124115Oral cavityOSCCcellular response to inorganic substance111/7305226/187231.22e-036.10e-03111
GO:005138418Oral cavityOSCCresponse to glucocorticoid76/7305148/187231.49e-037.15e-0376
GO:00461481Oral cavityOSCCpigment biosynthetic process36/730562/187231.82e-038.57e-0336
GO:00332733Oral cavityOSCCresponse to vitamin50/730593/187232.71e-031.18e-0250
GO:00713535Oral cavityOSCCcellular response to interleukin-421/730533/187233.63e-031.51e-0221
GO:00705427Oral cavityOSCCresponse to fatty acid36/730564/187233.82e-031.57e-0236
GO:00331972Oral cavityOSCCresponse to vitamin E9/730511/187234.85e-031.92e-029
GO:00102882Oral cavityOSCCresponse to lead ion16/730524/187235.63e-032.17e-0216
GO:00148233Oral cavityOSCCresponse to activity41/730576/187235.78e-032.22e-0241
GO:00067831Oral cavityOSCCheme biosynthetic process17/730527/187231.01e-023.49e-0217
GO:007124816Oral cavityOSCCcellular response to metal ion93/7305197/187231.14e-023.85e-0293
GO:00706705Oral cavityOSCCresponse to interleukin-421/730536/187231.46e-024.76e-0221
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0042176110Oral cavityLPregulation of protein catabolic process177/4623391/187233.00e-195.87e-17177
GO:1903362110Oral cavityLPregulation of cellular protein catabolic process119/4623255/187231.52e-141.76e-12119
GO:0006979110Oral cavityLPresponse to oxidative stress181/4623446/187235.74e-146.10e-12181
GO:1903050110Oral cavityLPregulation of proteolysis involved in cellular protein catabolic process101/4623221/187237.00e-125.48e-10101
GO:0061136110Oral cavityLPregulation of proteasomal protein catabolic process89/4623187/187238.05e-126.15e-1089
GO:0009895110Oral cavityLPnegative regulation of catabolic process128/4623320/187238.36e-103.91e-08128
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
ALADSNVMissense_Mutationnovelc.346N>Ap.Leu116Metp.L116MP13716protein_codingdeleterious(0.01)benign(0.197)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALADSNVMissense_Mutationc.358N>Ap.Asp120Asnp.D120NP13716protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ALADSNVMissense_Mutationc.798C>Gp.Asp266Glup.D266EP13716protein_codingtolerated(0.77)benign(0)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALADSNVMissense_Mutationrs761010522c.575C>Tp.Ser192Leup.S192LP13716protein_codingtolerated(0.32)benign(0.007)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ALADSNVMissense_Mutationc.859N>Tp.His287Tyrp.H287YP13716protein_codingtolerated(0.99)benign(0.127)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
ALADSNVMissense_Mutationrs201127458c.626N>Ap.Arg209Glnp.R209QP13716protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
ALADSNVMissense_Mutationrs758622234c.520N>Tp.Arg174Cysp.R174CP13716protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ALADSNVMissense_Mutationrs556307080c.922N>Tp.Arg308Cysp.R308CP13716protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
ALADSNVMissense_Mutationnovelc.884N>Cp.Asp295Alap.D295AP13716protein_codingdeleterious(0.03)benign(0.188)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ALADSNVMissense_Mutationnovelc.727N>Tp.Arg243Trpp.R243WP13716protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<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
210ALADENZYMEAminolevulinic acid hci
210ALADENZYMEPorphobilinogen
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