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: DNAL1

Gene summary for DNAL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAL1

Gene ID

83544

Gene namedynein axonemal light chain 1
Gene AliasC14orf168
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q4LDG9


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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
83544DNAL1LZE24THumanEsophagusESCC8.79e-082.65e-010.0596
83544DNAL1P2T-EHumanEsophagusESCC1.66e-112.32e-010.1177
83544DNAL1P4T-EHumanEsophagusESCC1.58e-163.78e-010.1323
83544DNAL1P5T-EHumanEsophagusESCC1.66e-041.23e-010.1327
83544DNAL1P8T-EHumanEsophagusESCC7.65e-102.20e-010.0889
83544DNAL1P10T-EHumanEsophagusESCC4.18e-122.15e-010.116
83544DNAL1P11T-EHumanEsophagusESCC1.46e-104.07e-010.1426
83544DNAL1P12T-EHumanEsophagusESCC2.09e-051.94e-010.1122
83544DNAL1P15T-EHumanEsophagusESCC4.64e-173.75e-010.1149
83544DNAL1P16T-EHumanEsophagusESCC6.41e-061.74e-010.1153
83544DNAL1P17T-EHumanEsophagusESCC4.67e-042.49e-010.1278
83544DNAL1P19T-EHumanEsophagusESCC1.04e-053.55e-010.1662
83544DNAL1P20T-EHumanEsophagusESCC4.77e-041.51e-010.1124
83544DNAL1P21T-EHumanEsophagusESCC2.21e-091.82e-010.1617
83544DNAL1P22T-EHumanEsophagusESCC2.42e-102.25e-010.1236
83544DNAL1P23T-EHumanEsophagusESCC1.16e-061.65e-010.108
83544DNAL1P24T-EHumanEsophagusESCC5.18e-051.52e-010.1287
83544DNAL1P26T-EHumanEsophagusESCC3.42e-091.52e-010.1276
83544DNAL1P27T-EHumanEsophagusESCC1.99e-102.94e-010.1055
83544DNAL1P28T-EHumanEsophagusESCC3.60e-051.16e-010.1149
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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
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa05016112Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
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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
DNAL1SNVMissense_Mutationc.226N>Gp.Ser76Alap.S76AQ4LDG9protein_codingdeleterious(0.03)possibly_damaging(0.576)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNAL1SNVMissense_Mutationc.86N>Cp.Lys29Thrp.K29TQ4LDG9protein_codingtolerated(0.32)benign(0.355)TCGA-C8-A134-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DNAL1SNVMissense_Mutationrs387907021c.449A>Gp.Asn150Serp.N150SQ4LDG9protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A228-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DNAL1SNVMissense_Mutationc.218N>Tp.Arg73Metp.R73MQ4LDG9protein_codingdeleterious(0)possibly_damaging(0.75)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAL1SNVMissense_Mutationc.536N>Ap.Thr179Asnp.T179NQ4LDG9protein_codingtolerated(0.48)benign(0.005)TCGA-EI-6509-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
DNAL1SNVMissense_Mutationnovelc.512N>Tp.Pro171Leup.P171LQ4LDG9protein_codingdeleterious(0.03)possibly_damaging(0.493)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DNAL1SNVMissense_Mutationc.249N>Tp.Lys83Asnp.K83NQ4LDG9protein_codingdeleterious(0)possibly_damaging(0.788)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DNAL1SNVMissense_Mutationnovelc.64C>Tp.Pro22Serp.P22SQ4LDG9protein_codingtolerated(0.14)benign(0.009)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
DNAL1SNVMissense_Mutationc.362A>Gp.Tyr121Cysp.Y121CQ4LDG9protein_codingdeleterious(0)probably_damaging(0.954)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
DNAL1SNVMissense_Mutationnovelc.227N>Ap.Ser76Tyrp.S76YQ4LDG9protein_codingdeleterious(0)probably_damaging(0.914)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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