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: DMXL1

Gene summary for DMXL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMXL1

Gene ID

1657

Gene nameDmx like 1
Gene AliasDMXL1
Cytomap5q23.1
Gene Typeprotein-coding
GO ID

GO:0006873

UniProtAcc

B2RWN7


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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
1657DMXL1CCI_2HumanCervixCC5.81e-101.16e+000.5249
1657DMXL1CCI_3HumanCervixCC6.54e-087.22e-010.516
1657DMXL1HTA11_3410_2000001011HumanColorectumAD5.24e-21-6.83e-010.0155
1657DMXL1HTA11_2487_2000001011HumanColorectumSER4.69e-03-4.29e-01-0.1808
1657DMXL1HTA11_3361_2000001011HumanColorectumAD3.16e-06-5.17e-01-0.1207
1657DMXL1HTA11_83_2000001011HumanColorectumSER9.15e-03-4.52e-01-0.1526
1657DMXL1HTA11_696_2000001011HumanColorectumAD6.31e-04-4.06e-01-0.1464
1657DMXL1HTA11_866_2000001011HumanColorectumAD1.73e-02-4.05e-01-0.1001
1657DMXL1HTA11_1391_2000001011HumanColorectumAD1.08e-05-4.59e-01-0.059
1657DMXL1HTA11_5212_2000001011HumanColorectumAD7.26e-03-5.46e-01-0.2061
1657DMXL1HTA11_866_3004761011HumanColorectumAD5.63e-11-5.33e-010.096
1657DMXL1HTA11_10623_2000001011HumanColorectumAD2.04e-02-5.65e-01-0.0177
1657DMXL1HTA11_10711_2000001011HumanColorectumAD7.55e-05-4.59e-010.0338
1657DMXL1HTA11_7696_3000711011HumanColorectumAD1.90e-07-5.09e-010.0674
1657DMXL1HTA11_6818_2000001021HumanColorectumAD6.87e-04-4.08e-010.0588
1657DMXL1HTA11_99999970781_79442HumanColorectumMSS2.32e-16-5.67e-010.294
1657DMXL1HTA11_99999971662_82457HumanColorectumMSS3.08e-02-3.57e-010.3859
1657DMXL1HTA11_99999973899_84307HumanColorectumMSS2.14e-05-5.38e-010.2585
1657DMXL1HTA11_99999974143_84620HumanColorectumMSS6.86e-05-4.11e-010.3005
1657DMXL1F007HumanColorectumFAP1.24e-06-4.67e-010.1176
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:0030004ColorectumADcellular monovalent inorganic cation homeostasis36/3918103/187236.80e-046.95e-0336
GO:0030641ColorectumADregulation of cellular pH29/391881/187231.42e-031.22e-0229
GO:0051453ColorectumADregulation of intracellular pH26/391875/187234.04e-032.82e-0226
GO:0006885ColorectumADregulation of pH30/391891/187234.95e-033.32e-0230
GO:0055067ColorectumADmonovalent inorganic cation homeostasis45/3918151/187236.19e-033.88e-0245
GO:00300041ColorectumSERcellular monovalent inorganic cation homeostasis31/2897103/187231.31e-042.66e-0331
GO:00306411ColorectumSERregulation of cellular pH24/289781/187239.20e-041.11e-0224
GO:00550671ColorectumSERmonovalent inorganic cation homeostasis37/2897151/187232.48e-032.33e-0237
GO:00514531ColorectumSERregulation of intracellular pH21/289775/187233.97e-033.26e-0221
GO:00068851ColorectumSERregulation of pH24/289791/187235.03e-033.88e-0224
GO:00300042ColorectumMSScellular monovalent inorganic cation homeostasis31/3467103/187232.94e-032.27e-0231
GO:00306412ColorectumMSSregulation of cellular pH25/346781/187234.97e-033.46e-0225
GO:00300043ColorectumFAPcellular monovalent inorganic cation homeostasis28/2622103/187233.23e-044.15e-0328
GO:00514532ColorectumFAPregulation of intracellular pH22/262275/187234.38e-045.21e-0322
GO:00306413ColorectumFAPregulation of cellular pH22/262281/187231.37e-031.24e-0222
GO:00550672ColorectumFAPmonovalent inorganic cation homeostasis35/2622151/187231.58e-031.40e-0235
GO:00068852ColorectumFAPregulation of pH23/262291/187233.00e-032.27e-0223
GO:00514533ColorectumCRCregulation of intracellular pH17/207875/187233.04e-032.71e-0217
GO:00300044ColorectumCRCcellular monovalent inorganic cation homeostasis21/2078103/187234.15e-033.40e-0221
GO:00306414ColorectumCRCregulation of cellular pH17/207881/187236.93e-034.85e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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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
DMXL1SNVMissense_Mutationnovelc.5837N>Gp.Ser1946Cysp.S1946Cprotein_codingdeleterious(0)probably_damaging(0.991)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
DMXL1SNVMissense_Mutationnovelc.2126N>Tp.Arg709Metp.R709Mprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DMXL1SNVMissense_Mutationc.7163A>Gp.Lys2388Argp.K2388Rprotein_codingtolerated(0.27)benign(0.001)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
DMXL1SNVMissense_Mutationc.3946N>Tp.His1316Tyrp.H1316Yprotein_codingdeleterious(0)benign(0.069)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DMXL1SNVMissense_Mutationc.6446N>Ap.Ser2149Tyrp.S2149Yprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DMXL1SNVMissense_Mutationnovelc.7333N>Gp.Gln2445Glup.Q2445Eprotein_codingtolerated(0.75)benign(0.009)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
DMXL1SNVMissense_Mutationc.8442G>Cp.Met2814Ilep.M2814Iprotein_codingtolerated(0.86)benign(0.007)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DMXL1SNVMissense_Mutationc.8554N>Cp.Tyr2852Hisp.Y2852Hprotein_codingdeleterious(0)probably_damaging(0.982)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DMXL1SNVMissense_Mutationnovelc.535G>Tp.Asp179Tyrp.D179Yprotein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DMXL1SNVMissense_Mutationc.1321N>Ap.Asp441Asnp.D441Nprotein_codingtolerated(0.06)possibly_damaging(0.52)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
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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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