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: SAMD4B

Gene summary for SAMD4B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAMD4B

Gene ID

55095

Gene namesterile alpha motif domain containing 4B
Gene AliasSMGB
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

M0QZ22


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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
55095SAMD4BLZE4THumanEsophagusESCC1.29e-03-3.68e-020.0811
55095SAMD4BLZE7THumanEsophagusESCC4.84e-062.77e-010.0667
55095SAMD4BLZE8THumanEsophagusESCC2.96e-151.28e-010.067
55095SAMD4BLZE22D1HumanEsophagusHGIN1.05e-02-3.64e-020.0595
55095SAMD4BLZE22THumanEsophagusESCC7.60e-052.67e-010.068
55095SAMD4BLZE24THumanEsophagusESCC5.31e-183.02e-010.0596
55095SAMD4BLZE21THumanEsophagusESCC8.29e-041.23e-010.0655
55095SAMD4BP1T-EHumanEsophagusESCC1.29e-036.27e-010.0875
55095SAMD4BP2T-EHumanEsophagusESCC1.92e-221.86e-010.1177
55095SAMD4BP4T-EHumanEsophagusESCC6.46e-091.64e-010.1323
55095SAMD4BP5T-EHumanEsophagusESCC1.69e-193.19e-020.1327
55095SAMD4BP8T-EHumanEsophagusESCC1.18e-335.75e-010.0889
55095SAMD4BP9T-EHumanEsophagusESCC7.04e-131.45e-010.1131
55095SAMD4BP10T-EHumanEsophagusESCC9.82e-233.26e-010.116
55095SAMD4BP11T-EHumanEsophagusESCC1.99e-134.75e-010.1426
55095SAMD4BP12T-EHumanEsophagusESCC6.43e-131.06e-010.1122
55095SAMD4BP15T-EHumanEsophagusESCC4.80e-112.26e-010.1149
55095SAMD4BP16T-EHumanEsophagusESCC7.15e-126.18e-020.1153
55095SAMD4BP17T-EHumanEsophagusESCC1.38e-042.97e-010.1278
55095SAMD4BP19T-EHumanEsophagusESCC1.66e-042.92e-010.1662
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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
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:190331323Oral cavityEOLPpositive regulation of mRNA metabolic process40/2218118/187232.69e-102.45e-0840
GO:003465523Oral cavityEOLPnucleobase-containing compound catabolic process89/2218407/187235.47e-092.92e-0789
GO:004670023Oral cavityEOLPheterocycle catabolic process93/2218445/187232.61e-081.08e-0693
GO:004427023Oral cavityEOLPcellular nitrogen compound catabolic process92/2218451/187231.01e-073.45e-0692
GO:000095623Oral cavityEOLPnuclear-transcribed mRNA catabolic process33/2218112/187234.21e-071.19e-0533
GO:006101423Oral cavityEOLPpositive regulation of mRNA catabolic process28/221887/187234.26e-071.19e-0528
GO:001943923Oral cavityEOLParomatic compound catabolic process92/2218467/187235.23e-071.40e-0592
GO:190136123Oral cavityEOLPorganic cyclic compound catabolic process95/2218495/187231.15e-062.80e-0595
GO:005077915Oral cavityEOLPRNA destabilization27/221888/187231.95e-064.47e-0527
GO:006115715Oral cavityEOLPmRNA destabilization26/221884/187232.50e-065.54e-0526
GO:001714813Oral cavityEOLPnegative regulation of translation54/2218245/187234.15e-068.72e-0554
GO:003424913Oral cavityEOLPnegative regulation of cellular amide metabolic process58/2218273/187236.23e-061.22e-0458
GO:00002899Oral cavityEOLPnuclear-transcribed mRNA poly(A) tail shortening12/221829/187235.51e-057.04e-0412
GO:000028815Oral cavityEOLPnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay17/221856/187231.74e-041.80e-0317
GO:190331133Oral cavityNEOLPregulation of mRNA metabolic process91/2005288/187232.65e-227.88e-1991
GO:000989633Oral cavityNEOLPpositive regulation of catabolic process111/2005492/187231.19e-144.72e-12111
GO:003133133Oral cavityNEOLPpositive regulation of cellular catabolic process97/2005427/187233.77e-131.07e-1097
GO:000640232Oral cavityNEOLPmRNA catabolic process62/2005232/187235.51e-129.91e-1062
GO:000641734Oral cavityNEOLPregulation of translation97/2005468/187239.94e-111.05e-0897
GO:006101332Oral cavityNEOLPregulation of mRNA catabolic process45/2005166/187232.67e-091.64e-0745
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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
SAMD4BSNVMissense_Mutationnovelc.844G>Ap.Glu282Lysp.E282KQ5PRF9protein_codingtolerated(0.11)probably_damaging(0.956)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SAMD4BinsertionNonsense_Mutationnovelc.1873_1874insTCTCCTTTGAGAATTGAAGATTGGAGAACTGTTTTGAGTGGACAGTp.Gly625ValfsTer6p.G625Vfs*6Q5PRF9protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SAMD4BSNVMissense_Mutationnovelc.2023C>Ap.Leu675Metp.L675MQ5PRF9protein_codingdeleterious(0)probably_damaging(0.99)TCGA-ZJ-AAXT-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SAMD4BSNVMissense_Mutationnovelc.1133N>Cp.Asn378Thrp.N378TQ5PRF9protein_codingtolerated(0.45)possibly_damaging(0.678)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SAMD4BSNVMissense_Mutationrs774597687c.601N>Ap.Val201Metp.V201MQ5PRF9protein_codingtolerated(0.26)benign(0.006)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
SAMD4BSNVMissense_Mutationnovelc.1680N>Gp.Ile560Metp.I560MQ5PRF9protein_codingdeleterious(0.02)benign(0.118)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SAMD4BSNVMissense_Mutationc.1637G>Tp.Arg546Leup.R546LQ5PRF9protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SAMD4BSNVMissense_Mutationnovelc.2048C>Tp.Ala683Valp.A683VQ5PRF9protein_codingdeleterious(0)probably_damaging(0.968)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SAMD4BSNVMissense_Mutationc.1340N>Gp.Tyr447Cysp.Y447CQ5PRF9protein_codingtolerated(0.17)benign(0.171)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SAMD4BSNVMissense_Mutationnovelc.1680N>Gp.Ile560Metp.I560MQ5PRF9protein_codingdeleterious(0.02)benign(0.118)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=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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