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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DMAC2

Gene summary for DMAC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMAC2

Gene ID

55101

Gene namedistal membrane arm assembly component 2
Gene AliasATP5SL
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9NW81


Top

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
55101DMAC2S014HumanLiverHCC2.07e-297.42e-010.2254
55101DMAC2S015HumanLiverHCC1.19e-421.20e+000.2375
55101DMAC2S016HumanLiverHCC2.19e-286.28e-010.2243
55101DMAC2S027HumanLiverHCC9.18e-074.39e-010.2446
55101DMAC2S028HumanLiverHCC1.44e-134.04e-010.2503
55101DMAC2S029HumanLiverHCC5.83e-195.05e-010.2581
55101DMAC2male-WTAHumanThyroidPTC1.25e-051.06e-010.1037
55101DMAC2PTC01HumanThyroidPTC2.71e-091.70e-010.1899
55101DMAC2PTC03HumanThyroidPTC1.79e-021.72e-010.1784
55101DMAC2PTC04HumanThyroidPTC2.43e-031.40e-010.1927
55101DMAC2PTC05HumanThyroidPTC2.87e-072.90e-010.2065
55101DMAC2PTC06HumanThyroidPTC1.18e-112.71e-010.2057
55101DMAC2PTC07HumanThyroidPTC5.11e-122.68e-010.2044
55101DMAC2ATC09HumanThyroidATC1.29e-031.75e-010.2871
55101DMAC2ATC11HumanThyroidATC5.35e-043.68e-010.3386
55101DMAC2ATC12HumanThyroidATC2.56e-041.42e-010.34
55101DMAC2ATC13HumanThyroidATC5.07e-254.49e-010.34
55101DMAC2ATC1HumanThyroidATC2.78e-042.04e-010.2878
55101DMAC2ATC2HumanThyroidATC4.44e-159.53e-010.34
55101DMAC2ATC3HumanThyroidATC6.30e-073.99e-010.338
Page: 1 2 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:190260017EsophagusHGINproton transmembrane transport43/2587157/187235.51e-061.75e-0443
GO:000915219EsophagusHGINpurine ribonucleotide biosynthetic process43/2587169/187233.94e-059.74e-0443
GO:004639019EsophagusHGINribose phosphate biosynthetic process46/2587190/187238.06e-051.79e-0346
GO:007252216EsophagusHGINpurine-containing compound biosynthetic process47/2587200/187231.46e-042.91e-0347
GO:000616416EsophagusHGINpurine nucleotide biosynthetic process45/2587191/187231.87e-043.52e-0345
GO:000926019EsophagusHGINribonucleotide biosynthetic process43/2587182/187232.41e-044.33e-0343
GO:000911720EsophagusHGINnucleotide metabolic process92/2587489/187231.11e-031.36e-0292
GO:00091659EsophagusHGINnucleotide biosynthetic process53/2587254/187231.24e-031.49e-0253
GO:000675320EsophagusHGINnucleoside phosphate metabolic process93/2587497/187231.25e-031.49e-0293
GO:19012939EsophagusHGINnucleoside phosphate biosynthetic process53/2587256/187231.49e-031.73e-0253
GO:000915026EsophagusHGINpurine ribonucleotide metabolic process71/2587368/187232.00e-032.11e-0271
GO:000616325EsophagusHGINpurine nucleotide metabolic process75/2587396/187232.53e-032.51e-0275
GO:001969320EsophagusHGINribose phosphate metabolic process75/2587396/187232.53e-032.51e-0275
GO:007252125EsophagusHGINpurine-containing compound metabolic process78/2587416/187232.78e-032.73e-0278
GO:000925920EsophagusHGINribonucleotide metabolic process71/2587385/187236.25e-034.97e-0271
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0009141111EsophagusESCCnucleoside triphosphate metabolic process78/8552112/187232.36e-073.59e-0678
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 

Top

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
Page: 1