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: SAMD9

Gene summary for SAMD9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAMD9

Gene ID

54809

Gene namesterile alpha motif domain containing 9
Gene AliasC7orf5
Cytomap7q21.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q5K651


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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
54809SAMD9LZE4THumanEsophagusESCC1.28e-093.24e-010.0811
54809SAMD9LZE20THumanEsophagusESCC2.60e-096.52e-010.0662
54809SAMD9LZE24THumanEsophagusESCC1.12e-138.47e-010.0596
54809SAMD9P1T-EHumanEsophagusESCC9.94e-054.34e-010.0875
54809SAMD9P2T-EHumanEsophagusESCC5.88e-355.57e-010.1177
54809SAMD9P4T-EHumanEsophagusESCC2.17e-113.57e-010.1323
54809SAMD9P5T-EHumanEsophagusESCC2.73e-264.88e-010.1327
54809SAMD9P8T-EHumanEsophagusESCC2.51e-336.65e-010.0889
54809SAMD9P9T-EHumanEsophagusESCC1.67e-176.11e-010.1131
54809SAMD9P11T-EHumanEsophagusESCC3.40e-211.04e+000.1426
54809SAMD9P12T-EHumanEsophagusESCC1.88e-041.11e-010.1122
54809SAMD9P15T-EHumanEsophagusESCC1.44e-082.86e-010.1149
54809SAMD9P17T-EHumanEsophagusESCC4.47e-151.05e+000.1278
54809SAMD9P20T-EHumanEsophagusESCC1.37e-238.73e-010.1124
54809SAMD9P21T-EHumanEsophagusESCC8.99e-327.27e-010.1617
54809SAMD9P22T-EHumanEsophagusESCC2.48e-061.36e-010.1236
54809SAMD9P23T-EHumanEsophagusESCC2.18e-197.14e-010.108
54809SAMD9P24T-EHumanEsophagusESCC1.23e-194.54e-010.1287
54809SAMD9P26T-EHumanEsophagusESCC1.14e-265.12e-010.1276
54809SAMD9P27T-EHumanEsophagusESCC1.11e-123.28e-010.1055
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00901743EsophagusESCCorganelle membrane fusion73/8552110/187239.29e-068.88e-0573
GO:00069063EsophagusESCCvesicle fusion70/8552106/187231.82e-051.60e-0470
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:004828411LiverHCCorganelle fusion84/7958141/187233.13e-053.20e-0484
GO:00901741LiverHCCorganelle membrane fusion63/7958110/187231.24e-036.85e-0363
GO:00069061LiverHCCvesicle fusion61/7958106/187231.25e-036.90e-0361
GO:0061025LiverHCCmembrane fusion88/7958163/187231.98e-031.00e-0288
GO:00160508Oral cavityOSCCvesicle organization189/7305300/187232.40e-172.14e-15189
GO:00482843Oral cavityOSCCorganelle fusion82/7305141/187233.08e-063.72e-0582
GO:00901742Oral cavityOSCCorganelle membrane fusion63/7305110/187237.75e-056.01e-0463
GO:00069062Oral cavityOSCCvesicle fusion61/7305106/187238.28e-056.35e-0461
GO:00610253Oral cavityOSCCmembrane fusion84/7305163/187237.56e-044.12e-0384
GO:001605015SkincSCCvesicle organization135/4864300/187235.98e-133.44e-11135
GO:00482845SkincSCCorganelle fusion60/4864141/187231.32e-051.67e-0460
GO:00610255SkincSCCmembrane fusion63/4864163/187232.49e-042.03e-0363
GO:00069064SkincSCCvesicle fusion43/4864106/187237.14e-045.03e-0343
GO:00901744SkincSCCorganelle membrane fusion44/4864110/187238.82e-046.07e-0344
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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
SAMD9SNVMissense_Mutationc.1132G>Cp.Glu378Glnp.E378QQ5K651protein_codingdeleterious(0)benign(0.36)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SAMD9SNVMissense_Mutationc.2834G>Ap.Gly945Glup.G945EQ5K651protein_codingtolerated(0.46)benign(0.015)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SAMD9SNVMissense_Mutationc.1577C>Tp.Ser526Leup.S526LQ5K651protein_codingtolerated(0.31)benign(0.077)TCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
SAMD9SNVMissense_Mutationc.218N>Tp.Glu73Valp.E73VQ5K651protein_codingdeleterious(0.01)possibly_damaging(0.742)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SAMD9SNVMissense_Mutationc.2669N>Ap.Thr890Asnp.T890NQ5K651protein_codingtolerated(0.61)benign(0)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
SAMD9SNVMissense_Mutationc.2231N>Gp.Thr744Serp.T744SQ5K651protein_codingtolerated(0.06)possibly_damaging(0.539)TCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SAMD9SNVMissense_Mutationrs779289964c.521G>Ap.Arg174Hisp.R174HQ5K651protein_codingtolerated(0.11)benign(0.013)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SAMD9SNVMissense_Mutationc.3208G>Cp.Val1070Leup.V1070LQ5K651protein_codingtolerated(0.05)possibly_damaging(0.817)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SAMD9SNVMissense_Mutationrs774962440c.4108A>Gp.Thr1370Alap.T1370AQ5K651protein_codingtolerated(0.48)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SAMD9SNVMissense_Mutationc.3413A>Gp.Asn1138Serp.N1138SQ5K651protein_codingtolerated(0.19)benign(0.026)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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