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: SBDS

Gene summary for SBDS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SBDS

Gene ID

51119

Gene nameSBDS ribosome maturation factor
Gene AliasCGI-97
Cytomap7q11.21
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A0S2Z5I7


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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
51119SBDSCA_HPV_1HumanCervixCC3.30e-09-1.97e-010.0264
51119SBDSHSIL_HPV_2HumanCervixHSIL_HPV2.67e-03-2.77e-010.0208
51119SBDSCCI_1HumanCervixCC3.22e-02-4.90e-010.528
51119SBDSCCI_3HumanCervixCC1.78e-06-5.39e-010.516
51119SBDSCCII_1HumanCervixCC1.60e-14-5.70e-010.3249
51119SBDSHTA11_78_2000001011HumanColorectumAD2.72e-095.23e-01-0.1088
51119SBDSHTA11_347_2000001011HumanColorectumAD2.27e-064.55e-01-0.1954
51119SBDSHTA11_696_2000001011HumanColorectumAD2.64e-022.73e-01-0.1464
51119SBDSHTA11_866_2000001011HumanColorectumAD3.66e-021.06e-01-0.1001
51119SBDSHTA11_2992_2000001011HumanColorectumSER5.85e-036.53e-01-0.1706
51119SBDSHTA11_99999970781_79442HumanColorectumMSS5.53e-084.21e-010.294
51119SBDSHTA11_99999965104_69814HumanColorectumMSS5.00e-179.61e-010.281
51119SBDSHTA11_99999971662_82457HumanColorectumMSS7.03e-155.07e-010.3859
51119SBDSHTA11_99999974143_84620HumanColorectumMSS9.51e-052.55e-010.3005
51119SBDSA002-C-201HumanColorectumFAP8.62e-04-9.51e-020.0324
51119SBDSAEH-subject1HumanEndometriumAEH1.91e-04-1.90e-01-0.3059
51119SBDSAEH-subject2HumanEndometriumAEH2.90e-09-1.89e-01-0.2525
51119SBDSAEH-subject3HumanEndometriumAEH9.43e-04-2.21e-01-0.2576
51119SBDSEEC-subject1HumanEndometriumEEC6.29e-10-2.56e-01-0.2682
51119SBDSEEC-subject2HumanEndometriumEEC1.25e-08-2.71e-01-0.2607
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:004225510CervixCCribosome assembly25/231161/187231.70e-081.27e-0625
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00022443CervixCChematopoietic progenitor cell differentiation26/2311114/187231.30e-031.03e-0226
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:0031214CervixCCbiomineral tissue development32/2311169/187238.73e-034.48e-0232
GO:00160727CervixCCrRNA metabolic process42/2311236/187239.12e-034.60e-0242
GO:0030282CervixCCbone mineralization24/2311119/187231.00e-024.89e-0224
GO:0110148CervixCCbiomineralization32/2311171/187231.04e-024.97e-0232
GO:004225515CervixHSIL_HPVribosome assembly20/73761/187238.44e-142.03e-1020
GO:002261315CervixHSIL_HPVribonucleoprotein complex biogenesis52/737463/187239.85e-126.81e-0952
GO:004225415CervixHSIL_HPVribosome biogenesis40/737299/187231.25e-116.81e-0940
GO:006032612CervixHSIL_HPVcell chemotaxis36/737310/187236.69e-098.80e-0736
GO:003059512CervixHSIL_HPVleukocyte chemotaxis29/737230/187233.25e-082.70e-0629
GO:005090012CervixHSIL_HPVleukocyte migration38/737369/187236.67e-084.59e-0638
GO:00063647CervixHSIL_HPVrRNA processing27/737225/187232.67e-071.55e-0527
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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
SBDSSNVMissense_Mutationrs747312896c.713A>Gp.Asn238Serp.N238SQ9Y3A5protein_codingtolerated(1)benign(0)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SBDSSNVMissense_Mutationnovelc.491N>Cp.Lys164Thrp.K164TQ9Y3A5protein_codingtolerated(0.72)benign(0.001)TCGA-MA-AA3W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SBDSSNVMissense_Mutationc.98N>Tp.Lys33Ilep.K33IQ9Y3A5protein_codingdeleterious(0)probably_damaging(0.932)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SBDSSNVMissense_Mutationc.506N>Ap.Arg169Hisp.R169HQ9Y3A5protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SBDSSNVMissense_Mutationnovelc.149N>Cp.Val50Alap.V50AQ9Y3A5protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SBDSinsertionIn_Frame_Insnovelc.150_151insATGp.Val50_Leu51insMetp.V50_L51insMQ9Y3A5protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SBDSSNVMissense_Mutationc.428C>Tp.Ser143Leup.S143LQ9Y3A5protein_codingdeleterious(0)benign(0.348)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SBDSSNVMissense_Mutationc.583A>Gp.Lys195Glup.K195EQ9Y3A5protein_codingtolerated(0.74)benign(0.115)TCGA-D1-A17D-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
SBDSSNVMissense_Mutationnovelc.261T>Gp.Ile87Metp.I87MQ9Y3A5protein_codingdeleterious(0)probably_damaging(0.984)TCGA-DF-A2KV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SBDSSNVMissense_Mutationnovelc.397N>Gp.Ile133Valp.I133VQ9Y3A5protein_codingdeleterious(0.04)benign(0.325)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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