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: SAMD9L

Gene summary for SAMD9L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAMD9L

Gene ID

219285

Gene namesterile alpha motif domain containing 9 like
Gene AliasATXPC
Cytomap7q21.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q8IVG5


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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
219285SAMD9LLZE20THumanEsophagusESCC1.23e-074.05e-010.0662
219285SAMD9LLZE24THumanEsophagusESCC3.89e-135.14e-010.0596
219285SAMD9LLZE6THumanEsophagusESCC7.85e-031.84e-010.0845
219285SAMD9LP1T-EHumanEsophagusESCC7.11e-032.91e-010.0875
219285SAMD9LP2T-EHumanEsophagusESCC6.71e-224.45e-010.1177
219285SAMD9LP5T-EHumanEsophagusESCC2.10e-047.25e-020.1327
219285SAMD9LP8T-EHumanEsophagusESCC7.57e-184.06e-010.0889
219285SAMD9LP9T-EHumanEsophagusESCC1.16e-051.85e-010.1131
219285SAMD9LP11T-EHumanEsophagusESCC2.78e-105.46e-010.1426
219285SAMD9LP20T-EHumanEsophagusESCC1.15e-083.43e-010.1124
219285SAMD9LP21T-EHumanEsophagusESCC6.14e-072.19e-010.1617
219285SAMD9LP23T-EHumanEsophagusESCC1.07e-093.13e-010.108
219285SAMD9LP24T-EHumanEsophagusESCC4.29e-082.13e-010.1287
219285SAMD9LP26T-EHumanEsophagusESCC1.52e-029.21e-020.1276
219285SAMD9LP27T-EHumanEsophagusESCC3.90e-028.13e-020.1055
219285SAMD9LP32T-EHumanEsophagusESCC1.11e-051.54e-010.1666
219285SAMD9LP36T-EHumanEsophagusESCC3.06e-104.68e-010.1187
219285SAMD9LP37T-EHumanEsophagusESCC3.66e-062.04e-010.1371
219285SAMD9LP40T-EHumanEsophagusESCC5.80e-062.47e-010.109
219285SAMD9LP47T-EHumanEsophagusESCC2.30e-071.46e-010.1067
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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
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
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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
SAMD9LSNVMissense_Mutationc.988N>Cp.Asp330Hisp.D330HQ8IVG5protein_codingdeleterious(0.04)benign(0.386)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SAMD9LSNVMissense_Mutationnovelc.801N>Cp.Met267Ilep.M267IQ8IVG5protein_codingtolerated(0.39)probably_damaging(0.91)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SAMD9LSNVMissense_Mutationc.3230G>Tp.Arg1077Leup.R1077LQ8IVG5protein_codingdeleterious(0)possibly_damaging(0.706)TCGA-A2-A0SU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SAMD9LSNVMissense_Mutationc.1432N>Gp.Thr478Alap.T478AQ8IVG5protein_codingtolerated(0.56)benign(0.001)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SAMD9LSNVMissense_Mutationc.358N>Cp.Asp120Hisp.D120HQ8IVG5protein_codingtolerated(0.12)possibly_damaging(0.464)TCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SAMD9LSNVMissense_Mutationc.963N>Gp.Phe321Leup.F321LQ8IVG5protein_codingdeleterious(0)benign(0.11)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SAMD9LSNVMissense_Mutationc.2872N>Cp.Glu958Glnp.E958QQ8IVG5protein_codingdeleterious(0.01)possibly_damaging(0.488)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SAMD9LSNVMissense_Mutationc.1948N>Cp.Glu650Glnp.E650QQ8IVG5protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SAMD9LSNVMissense_Mutationrs746980471c.853C>Tp.Arg285Trpp.R285WQ8IVG5protein_codingdeleterious(0)benign(0.047)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SAMD9LSNVMissense_Mutationnovelc.2221N>Tp.His741Tyrp.H741YQ8IVG5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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