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: SSBP1

Gene summary for SSBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SSBP1

Gene ID

6742

Gene namesingle stranded DNA binding protein 1
Gene AliasMt-SSB
Cytomap7q34
Gene Typeprotein-coding
GO ID

GO:0006260

UniProtAcc

A4D1U3


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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
6742SSBP1GSM4909282HumanBreastIDC3.60e-063.12e-01-0.0288
6742SSBP1GSM4909285HumanBreastIDC1.06e-124.38e-010.21
6742SSBP1GSM4909286HumanBreastIDC5.61e-071.52e-010.1081
6742SSBP1GSM4909288HumanBreastIDC6.60e-074.55e-010.0988
6742SSBP1GSM4909293HumanBreastIDC1.59e-042.35e-010.1581
6742SSBP1GSM4909294HumanBreastIDC9.99e-103.09e-010.2022
6742SSBP1GSM4909296HumanBreastIDC9.44e-082.41e-020.1524
6742SSBP1GSM4909297HumanBreastIDC4.37e-14-2.48e-010.1517
6742SSBP1GSM4909308HumanBreastIDC2.28e-022.44e-010.158
6742SSBP1GSM4909311HumanBreastIDC1.25e-34-3.84e-010.1534
6742SSBP1GSM4909312HumanBreastIDC1.32e-11-2.54e-010.1552
6742SSBP1GSM4909313HumanBreastIDC5.70e-05-2.79e-010.0391
6742SSBP1GSM4909315HumanBreastIDC2.07e-417.85e-010.21
6742SSBP1GSM4909316HumanBreastIDC5.35e-227.28e-010.21
6742SSBP1GSM4909317HumanBreastIDC3.19e-063.37e-010.1355
6742SSBP1GSM4909319HumanBreastIDC1.89e-39-3.93e-010.1563
6742SSBP1GSM4909320HumanBreastIDC1.50e-04-2.30e-010.1575
6742SSBP1GSM4909321HumanBreastIDC1.08e-14-2.21e-010.1559
6742SSBP1brca1HumanBreastPrecancer6.03e-397.22e-01-0.0338
6742SSBP1brca2HumanBreastPrecancer7.74e-154.55e-01-0.024
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00457404CervixCCpositive regulation of DNA replication12/231140/187232.44e-031.71e-0212
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00323923CervixCCDNA geometric change21/231190/187232.71e-031.85e-0221
GO:20012522ColorectumMSSpositive regulation of chromosome organization33/346782/187233.72e-061.07e-0433
GO:00705842ColorectumMSSmitochondrion morphogenesis12/346721/187238.83e-051.41e-0312
GO:00330441ColorectumMSSregulation of chromosome organization55/3467187/187231.86e-042.63e-0355
GO:00323921ColorectumMSSDNA geometric change29/346790/187231.26e-031.20e-0229
GO:0032508ColorectumMSSDNA duplex unwinding25/346784/187238.27e-034.99e-0225
GO:20012524ColorectumFAPpositive regulation of chromosome organization26/262282/187233.21e-057.20e-0426
GO:00330442ColorectumFAPregulation of chromosome organization46/2622187/187237.41e-051.36e-0346
GO:00705843ColorectumFAPmitochondrion morphogenesis9/262221/187231.22e-031.14e-029
GO:20012525ColorectumCRCpositive regulation of chromosome organization21/207882/187231.82e-043.20e-0321
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa034304EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0343011EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa03430Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa034301Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
hsa030302Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
hsa034302Oral cavityLPMismatch repair12/241823/84651.43e-024.59e-022.96e-0212
hsa030303Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
hsa034303Oral cavityLPMismatch repair12/241823/84651.43e-024.59e-022.96e-0212
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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
SSBP1SNVMissense_Mutationnovelc.311N>Gp.Lys104Argp.K104RQ04837protein_codingdeleterious(0.03)possibly_damaging(0.872)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
SSBP1SNVMissense_Mutationc.320G>Ap.Arg107Glnp.R107QQ04837protein_codingtolerated(0.06)benign(0.282)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SSBP1SNVMissense_Mutationrs774947843c.94C>Tp.Arg32Cysp.R32CQ04837protein_codingdeleterious(0.03)probably_damaging(0.969)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SSBP1SNVMissense_Mutationc.250T>Cp.Trp84Argp.W84RQ04837protein_codingtolerated(0.11)probably_damaging(1)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SSBP1SNVMissense_Mutationc.128N>Ap.Pro43Hisp.P43HQ04837protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SSBP1SNVMissense_Mutationc.314N>Tp.Gly105Valp.G105VQ04837protein_codingdeleterious(0)probably_damaging(0.963)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SSBP1SNVMissense_Mutationrs760601343c.271C>Tp.Arg91Trpp.R91WQ04837protein_codingtolerated(0.07)possibly_damaging(0.907)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SSBP1SNVMissense_Mutationc.320N>Ap.Arg107Glnp.R107QQ04837protein_codingtolerated(0.06)benign(0.282)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SSBP1SNVMissense_Mutationnovelc.86C>Tp.Ser29Phep.S29FQ04837protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SSBP1SNVMissense_Mutationrs767820643c.31C>Tp.Arg11Cysp.R11CQ04837protein_codingdeleterious(0.04)benign(0.003)TCGA-AP-A056-01Endometriumuterine 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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