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: RSAD1

Gene summary for RSAD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RSAD1

Gene ID

55316

Gene nameradical S-adenosyl methionine domain containing 1
Gene AliasHemW
Cytomap17q21.33
Gene Typeprotein-coding
GO ID

GO:0006725

UniProtAcc

Q9HA92


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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
55316RSAD1LZE4THumanEsophagusESCC3.35e-031.38e-010.0811
55316RSAD1LZE22THumanEsophagusESCC1.18e-033.80e-010.068
55316RSAD1LZE24THumanEsophagusESCC2.83e-164.44e-010.0596
55316RSAD1P2T-EHumanEsophagusESCC3.31e-153.31e-010.1177
55316RSAD1P4T-EHumanEsophagusESCC3.32e-103.52e-010.1323
55316RSAD1P5T-EHumanEsophagusESCC3.80e-132.14e-010.1327
55316RSAD1P8T-EHumanEsophagusESCC6.33e-081.31e-010.0889
55316RSAD1P9T-EHumanEsophagusESCC1.74e-079.37e-020.1131
55316RSAD1P10T-EHumanEsophagusESCC5.91e-153.36e-010.116
55316RSAD1P11T-EHumanEsophagusESCC2.97e-175.50e-010.1426
55316RSAD1P12T-EHumanEsophagusESCC1.24e-235.34e-010.1122
55316RSAD1P15T-EHumanEsophagusESCC3.35e-102.55e-010.1149
55316RSAD1P16T-EHumanEsophagusESCC6.62e-183.86e-010.1153
55316RSAD1P17T-EHumanEsophagusESCC2.79e-062.50e-010.1278
55316RSAD1P19T-EHumanEsophagusESCC6.78e-033.99e-010.1662
55316RSAD1P20T-EHumanEsophagusESCC2.55e-102.95e-010.1124
55316RSAD1P21T-EHumanEsophagusESCC4.67e-132.55e-010.1617
55316RSAD1P22T-EHumanEsophagusESCC9.10e-141.63e-010.1236
55316RSAD1P23T-EHumanEsophagusESCC2.69e-164.33e-010.108
55316RSAD1P24T-EHumanEsophagusESCC1.34e-122.44e-010.1287
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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
∗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:00067791EsophagusESCCporphyrin-containing compound biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00330141EsophagusESCCtetrapyrrole biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
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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
RSAD1SNVMissense_Mutationc.547N>Ap.Glu183Lysp.E183KQ9HA92protein_codingtolerated(0.63)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RSAD1SNVMissense_Mutationrs373296180c.535N>Tp.Arg179Trpp.R179WQ9HA92protein_codingdeleterious(0.04)possibly_damaging(0.625)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RSAD1SNVMissense_Mutationc.340N>Cp.Glu114Glnp.E114QQ9HA92protein_codingdeleterious(0.02)benign(0.342)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RSAD1SNVMissense_Mutationnovelc.864N>Cp.Trp288Cysp.W288CQ9HA92protein_codingdeleterious(0.02)benign(0.258)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RSAD1insertionFrame_Shift_Insnovelc.533_534insCCCTGACTGGGp.Arg179ProfsTer20p.R179Pfs*20Q9HA92protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RSAD1insertionNonsense_Mutationnovelc.708_709insAGAGAAACAAATATGGACAAATGGTGAATCAAGATGAAGGTTTTTp.Leu236_Phe237insArgGluThrAsnMetAspLysTrpTerIleLysMetLysValPhep.L236_F237insRETNMDKW*IKMKVFQ9HA92protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RSAD1SNVMissense_Mutationnovelc.305G>Tp.Ser102Ilep.S102IQ9HA92protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RSAD1SNVMissense_Mutationrs144457267c.694N>Tp.Arg232Trpp.R232WQ9HA92protein_codingdeleterious(0)probably_damaging(0.982)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RSAD1SNVMissense_Mutationrs375119650c.1028N>Ap.Arg343Hisp.R343HQ9HA92protein_codingdeleterious(0.04)benign(0.379)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RSAD1SNVMissense_Mutationc.1230N>Tp.Trp410Cysp.W410CQ9HA92protein_codingtolerated(0.19)probably_damaging(0.998)TCGA-AA-A022-01Colorectumcolon 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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