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: SAMD8

Gene summary for SAMD8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAMD8

Gene ID

142891

Gene namesterile alpha motif domain containing 8
Gene AliasHEL-177
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q96LT4


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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
142891SAMD8CCI_1HumanCervixCC3.23e-045.87e-010.528
142891SAMD8CCI_2HumanCervixCC6.48e-046.17e-010.5249
142891SAMD8sample3HumanCervixCC6.98e-051.63e-010.1387
142891SAMD8LZE4THumanEsophagusESCC6.80e-061.84e-010.0811
142891SAMD8LZE8THumanEsophagusESCC3.67e-021.11e-010.067
142891SAMD8LZE20THumanEsophagusESCC3.77e-033.14e-020.0662
142891SAMD8LZE24THumanEsophagusESCC8.96e-101.39e-010.0596
142891SAMD8LZE21THumanEsophagusESCC2.59e-027.34e-020.0655
142891SAMD8P1T-EHumanEsophagusESCC7.78e-052.66e-010.0875
142891SAMD8P2T-EHumanEsophagusESCC6.37e-212.38e-010.1177
142891SAMD8P4T-EHumanEsophagusESCC7.35e-184.87e-010.1323
142891SAMD8P5T-EHumanEsophagusESCC7.13e-163.42e-010.1327
142891SAMD8P8T-EHumanEsophagusESCC1.12e-231.72e-010.0889
142891SAMD8P9T-EHumanEsophagusESCC3.25e-132.05e-010.1131
142891SAMD8P10T-EHumanEsophagusESCC4.35e-145.40e-020.116
142891SAMD8P11T-EHumanEsophagusESCC1.08e-072.69e-010.1426
142891SAMD8P12T-EHumanEsophagusESCC3.69e-193.31e-010.1122
142891SAMD8P15T-EHumanEsophagusESCC7.74e-173.66e-010.1149
142891SAMD8P16T-EHumanEsophagusESCC2.34e-097.82e-020.1153
142891SAMD8P20T-EHumanEsophagusESCC3.59e-152.68e-010.1124
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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
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
∗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:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:00468902LiverHCCregulation of lipid biosynthetic process96/7958171/187232.14e-041.63e-0396
GO:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
GO:0046467LiverHCCmembrane lipid biosynthetic process78/7958142/187231.85e-039.46e-0378
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00086543Oral cavityOSCCphospholipid biosynthetic process130/7305253/187233.96e-053.46e-04130
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
GO:00464672Oral cavityOSCCmembrane lipid biosynthetic process77/7305142/187231.63e-041.13e-0377
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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
SAMD8SNVMissense_Mutationc.683N>Gp.Leu228Argp.L228RQ96LT4protein_codingdeleterious(0)probably_damaging(0.959)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
SAMD8SNVMissense_Mutationnovelc.664N>Gp.His222Aspp.H222DQ96LT4protein_codingdeleterious(0)probably_damaging(0.993)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SAMD8SNVMissense_Mutationrs763665486c.689G>Ap.Arg230Glnp.R230QQ96LT4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SAMD8SNVMissense_Mutationc.587G>Cp.Arg196Thrp.R196TQ96LT4protein_codingtolerated(0.37)possibly_damaging(0.601)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SAMD8SNVMissense_Mutationnovelc.1130G>Cp.Arg377Thrp.R377TQ96LT4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SAMD8SNVMissense_Mutationc.728N>Tp.Arg243Leup.R243LQ96LT4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SAMD8SNVMissense_Mutationrs773128897c.361N>Ap.Gly121Argp.G121RQ96LT4protein_codingtolerated(0.31)benign(0.05)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SAMD8SNVMissense_Mutationc.455N>Tp.Thr152Ilep.T152IQ96LT4protein_codingtolerated(0.08)possibly_damaging(0.854)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SAMD8SNVMissense_Mutationrs763665486c.689N>Ap.Arg230Glnp.R230QQ96LT4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D5-7000-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SAMD8SNVMissense_Mutationc.800N>Ap.Gly267Aspp.G267DQ96LT4protein_codingtolerated(0.18)benign(0.015)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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