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: DMAC2L

Gene summary for DMAC2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMAC2L

Gene ID

27109

Gene namedistal membrane arm assembly component 2 like
Gene AliasATP5S
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q99766


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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
27109DMAC2LHTA11_7663_2000001011HumanColorectumSER6.29e-032.31e-010.0131
27109DMAC2LHTA11_10623_2000001011HumanColorectumAD6.46e-073.17e-01-0.0177
27109DMAC2LHTA11_6801_2000001011HumanColorectumSER1.19e-074.15e-010.0171
27109DMAC2LHTA11_10711_2000001011HumanColorectumAD2.49e-102.58e-010.0338
27109DMAC2LHTA11_7696_3000711011HumanColorectumAD4.28e-102.13e-010.0674
27109DMAC2LHTA11_7469_2000001011HumanColorectumAD1.45e-043.74e-01-0.0124
27109DMAC2LHTA11_6818_2000001021HumanColorectumAD1.15e-021.58e-010.0588
27109DMAC2LLZE2THumanEsophagusESCC3.94e-077.37e-010.082
27109DMAC2LLZE4THumanEsophagusESCC6.29e-205.07e-010.0811
27109DMAC2LLZE5THumanEsophagusESCC1.15e-084.66e-010.0514
27109DMAC2LLZE8THumanEsophagusESCC4.41e-021.10e-010.067
27109DMAC2LLZE20THumanEsophagusESCC3.61e-133.51e-010.0662
27109DMAC2LLZE22D1HumanEsophagusHGIN3.26e-021.82e-010.0595
27109DMAC2LLZE22THumanEsophagusESCC1.54e-043.36e-010.068
27109DMAC2LLZE24THumanEsophagusESCC4.28e-255.18e-010.0596
27109DMAC2LLZE21THumanEsophagusESCC6.52e-031.82e-010.0655
27109DMAC2LLZE6THumanEsophagusESCC1.62e-021.39e-010.0845
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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
∗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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0009144ColorectumADpurine nucleoside triphosphate metabolic process43/391888/187235.05e-093.19e-0743
GO:0009205ColorectumADpurine ribonucleoside triphosphate metabolic process39/391882/187236.58e-083.40e-0639
GO:0009141ColorectumADnucleoside triphosphate metabolic process48/3918112/187231.27e-076.02e-0648
GO:0006754ColorectumADATP biosynthetic process30/391857/187231.27e-076.02e-0630
GO:0009145ColorectumADpurine nucleoside triphosphate biosynthetic process34/391869/187231.54e-076.78e-0634
GO:0009199ColorectumADribonucleoside triphosphate metabolic process40/391889/187233.04e-071.21e-0540
GO:0009152ColorectumADpurine ribonucleotide biosynthetic process64/3918169/187233.09e-071.22e-0564
GO:0009206ColorectumADpurine ribonucleoside triphosphate biosynthetic process33/391868/187233.68e-071.43e-0533
GO:0009201ColorectumADribonucleoside triphosphate biosynthetic process34/391874/187231.23e-064.01e-0534
GO:0009260ColorectumADribonucleotide biosynthetic process66/3918182/187231.25e-064.02e-0566
GO:0009142ColorectumADnucleoside triphosphate biosynthetic process37/391885/187232.16e-066.35e-0537
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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
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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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