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:19033134LiverNAFLDpositive regulation of mRNA metabolic process28/1882118/187231.21e-053.70e-0428
GO:00507794LiverNAFLDRNA destabilization23/188288/187231.34e-053.97e-0423
GO:00009564LiverNAFLDnuclear-transcribed mRNA catabolic process26/1882112/187233.68e-059.23e-0426
GO:00171483LiverNAFLDnegative regulation of translation43/1882245/187232.05e-043.56e-0343
GO:00342493LiverNAFLDnegative regulation of cellular amide metabolic process46/1882273/187233.27e-045.04e-0346
GO:00002894LiverNAFLDnuclear-transcribed mRNA poly(A) tail shortening10/188229/187233.42e-045.22e-0310
GO:00002884LiverNAFLDnuclear-transcribed mRNA catabolic process, deadenylation-dependent decay14/188256/187231.03e-031.21e-0214
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:004348721LiverHCCregulation of RNA stability119/7958170/187233.20e-131.71e-11119
GO:000095621LiverHCCnuclear-transcribed mRNA catabolic process84/7958112/187232.54e-121.18e-1084
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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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