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: SSB

Gene summary for SSB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SSB

Gene ID

6741

Gene namesmall RNA binding exonuclease protection factor La
Gene AliasLARP3
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000956

UniProtAcc

P05455


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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
6741SSBCA_HPV_1HumanCervixCC1.95e-06-7.50e-020.0264
6741SSBCCI_1HumanCervixCC2.89e-07-5.70e-010.528
6741SSBCCI_2HumanCervixCC1.35e-03-4.83e-010.5249
6741SSBCCI_3HumanCervixCC2.35e-07-5.14e-010.516
6741SSBCCII_1HumanCervixCC3.96e-16-5.94e-010.3249
6741SSBsample3HumanCervixCC2.70e-03-2.60e-010.1387
6741SSBL1HumanCervixCC1.82e-09-3.65e-010.0802
6741SSBT1HumanCervixCC4.04e-05-3.02e-010.0918
6741SSBT3HumanCervixCC1.46e-02-2.63e-010.1389
6741SSBAEH-subject1HumanEndometriumAEH2.29e-18-5.09e-01-0.3059
6741SSBAEH-subject2HumanEndometriumAEH1.32e-21-5.38e-01-0.2525
6741SSBAEH-subject3HumanEndometriumAEH6.38e-16-3.80e-01-0.2576
6741SSBAEH-subject4HumanEndometriumAEH8.29e-06-3.56e-01-0.2657
6741SSBAEH-subject5HumanEndometriumAEH3.25e-12-4.34e-01-0.2953
6741SSBEEC-subject1HumanEndometriumEEC4.96e-16-4.13e-01-0.2682
6741SSBEEC-subject2HumanEndometriumEEC3.66e-24-5.05e-01-0.2607
6741SSBEEC-subject3HumanEndometriumEEC4.89e-53-5.03e-01-0.2525
6741SSBEEC-subject4HumanEndometriumEEC7.89e-10-2.88e-01-0.2571
6741SSBEEC-subject5HumanEndometriumEEC2.53e-08-2.98e-01-0.249
6741SSBGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.93e-33-2.89e-01-0.1869
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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
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
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:00457403BreastPrecancerpositive regulation of DNA replication8/108040/187231.76e-031.74e-028
GO:20012529BreastPrecancerpositive regulation of chromosome organization12/108082/187232.51e-032.29e-0212
GO:200125212BreastIDCpositive regulation of chromosome organization15/143482/187231.28e-031.35e-0215
GO:00330445BreastIDCregulation of chromosome organization26/1434187/187232.22e-032.06e-0226
GO:00457401BreastIDCpositive regulation of DNA replication9/143440/187232.76e-032.42e-029
GO:200125221BreastDCISpositive regulation of chromosome organization15/139082/187239.37e-041.06e-0215
GO:003304412BreastDCISregulation of chromosome organization26/1390187/187231.44e-031.47e-0226
GO:00457402BreastDCISpositive regulation of DNA replication9/139040/187232.23e-032.04e-029
GO:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00009567CervixCCnuclear-transcribed mRNA catabolic process30/2311112/187232.60e-054.37e-0430
GO:00512368CervixCCestablishment of RNA localization39/2311166/187234.76e-057.25e-0439
GO:00506578CervixCCnucleic acid transport38/2311163/187237.06e-059.85e-0438
GO:00506588CervixCCRNA transport38/2311163/187237.06e-059.85e-0438
GO:000640310CervixCCRNA localization43/2311201/187232.00e-042.29e-0343
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
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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
SSBSNVMissense_Mutationc.925N>Ap.Glu309Lysp.E309KP05455protein_codingtolerated(0.07)benign(0.106)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SSBSNVMissense_Mutationc.638N>Ap.Ala213Glup.A213EP05455protein_codingtolerated(1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SSBdeletionFrame_Shift_Delnovelc.54delNp.His19IlefsTer18p.H19Ifs*18P05455protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SSBSNVMissense_Mutationrs201142063c.676C>Gp.Leu226Valp.L226VP05455protein_codingtolerated(0.09)benign(0.017)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SSBSNVMissense_Mutationc.1048N>Cp.Ser350Prop.S350PP05455protein_codingtolerated(0.29)benign(0.003)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
SSBSNVMissense_Mutationnovelc.787N>Tp.Asp263Tyrp.D263YP05455protein_codingdeleterious(0)probably_damaging(0.916)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SSBSNVMissense_Mutationc.290N>Cp.Leu97Prop.L97PP05455protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
SSBSNVMissense_Mutationc.1039N>Ap.Gln347Lysp.Q347KP05455protein_codingtolerated(0.37)benign(0.007)TCGA-AG-3882-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SSBSNVMissense_Mutationnovelc.452N>Cp.Lys151Thrp.K151TP05455protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SSBSNVMissense_Mutationc.587N>Tp.Arg196Ilep.R196IP05455protein_codingdeleterious(0)possibly_damaging(0.572)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<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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