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: DMAC1

Gene summary for DMAC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMAC1

Gene ID

90871

Gene namedistal membrane arm assembly component 1
Gene AliasC9orf123
Cytomap9p24.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q96GE9


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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
90871DMAC1GSM4909281HumanBreastIDC1.18e-073.67e-010.21
90871DMAC1GSM4909282HumanBreastIDC3.15e-347.05e-01-0.0288
90871DMAC1GSM4909285HumanBreastIDC2.13e-184.94e-010.21
90871DMAC1GSM4909286HumanBreastIDC2.83e-153.18e-010.1081
90871DMAC1GSM4909287HumanBreastIDC3.82e-074.00e-010.2057
90871DMAC1GSM4909289HumanBreastIDC4.56e-024.14e-010.1064
90871DMAC1GSM4909290HumanBreastIDC5.68e-461.01e+000.2096
90871DMAC1GSM4909293HumanBreastIDC5.99e-266.15e-010.1581
90871DMAC1GSM4909298HumanBreastIDC1.65e-042.29e-010.1551
90871DMAC1GSM4909305HumanBreastIDC2.32e-114.65e-010.0436
90871DMAC1GSM4909306HumanBreastIDC3.57e-094.24e-010.1564
90871DMAC1GSM4909307HumanBreastIDC5.60e-033.21e-010.1569
90871DMAC1GSM4909308HumanBreastIDC1.71e-113.79e-010.158
90871DMAC1GSM4909311HumanBreastIDC3.98e-111.29e-010.1534
90871DMAC1GSM4909319HumanBreastIDC1.88e-12-3.14e-020.1563
90871DMAC1GSM4909321HumanBreastIDC1.03e-027.71e-020.1559
90871DMAC1brca1HumanBreastPrecancer3.69e-10-1.89e-01-0.0338
90871DMAC1brca2HumanBreastPrecancer1.78e-08-1.89e-01-0.024
90871DMAC1brca3HumanBreastPrecancer1.79e-07-1.89e-01-0.0263
90871DMAC1DCIS2HumanBreastDCIS1.70e-572.68e-010.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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.

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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:00102578BreastPrecancerNADH dehydrogenase complex assembly19/108057/187231.93e-101.92e-0819
GO:00329818BreastPrecancermitochondrial respiratory chain complex I assembly19/108057/187231.93e-101.92e-0819
GO:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
GO:001025713BreastIDCNADH dehydrogenase complex assembly22/143457/187236.20e-118.80e-0922
GO:003298113BreastIDCmitochondrial respiratory chain complex I assembly22/143457/187236.20e-118.80e-0922
GO:003310813BreastIDCmitochondrial respiratory chain complex assembly28/143493/187231.54e-101.83e-0828
GO:001025723BreastDCISNADH dehydrogenase complex assembly22/139057/187233.38e-115.17e-0922
GO:003298123BreastDCISmitochondrial respiratory chain complex I assembly22/139057/187233.38e-115.17e-0922
GO:003310823BreastDCISmitochondrial respiratory chain complex assembly28/139093/187237.50e-119.43e-0928
GO:0010257ColorectumADNADH dehydrogenase complex assembly34/391857/187232.15e-101.89e-0834
GO:0032981ColorectumADmitochondrial respiratory chain complex I assembly34/391857/187232.15e-101.89e-0834
GO:0033108ColorectumADmitochondrial respiratory chain complex assembly46/391893/187238.95e-106.91e-0846
GO:00102571ColorectumSERNADH dehydrogenase complex assembly30/289757/187237.92e-111.19e-0830
GO:00329811ColorectumSERmitochondrial respiratory chain complex I assembly30/289757/187237.92e-111.19e-0830
GO:00331081ColorectumSERmitochondrial respiratory chain complex assembly39/289793/187238.13e-108.74e-0839
GO:00102572ColorectumMSSNADH dehydrogenase complex assembly33/346757/187234.07e-114.86e-0933
GO:00329812ColorectumMSSmitochondrial respiratory chain complex I assembly33/346757/187234.07e-114.86e-0933
GO:00331082ColorectumMSSmitochondrial respiratory chain complex assembly44/346793/187232.17e-102.09e-0844
GO:003310820EsophagusHGINmitochondrial respiratory chain complex assembly47/258793/187233.15e-178.60e-1547
GO:001025720EsophagusHGINNADH dehydrogenase complex assembly31/258757/187235.89e-138.62e-1131
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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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