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: SSR3

Gene summary for SSR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SSR3

Gene ID

6747

Gene namesignal sequence receptor subunit 3
Gene AliasTRAPG
Cytomap3q25.31
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

Q9UNL2


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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
6747SSR3GSM4909285HumanBreastIDC7.36e-427.08e-010.21
6747SSR3GSM4909286HumanBreastIDC1.74e-06-3.17e-010.1081
6747SSR3GSM4909287HumanBreastIDC5.81e-052.77e-010.2057
6747SSR3GSM4909288HumanBreastIDC1.43e-042.22e-010.0988
6747SSR3GSM4909293HumanBreastIDC2.66e-053.05e-010.1581
6747SSR3GSM4909294HumanBreastIDC1.03e-03-2.66e-010.2022
6747SSR3GSM4909296HumanBreastIDC3.19e-115.99e-020.1524
6747SSR3GSM4909297HumanBreastIDC4.66e-16-2.14e-010.1517
6747SSR3GSM4909304HumanBreastIDC1.59e-285.74e-010.1636
6747SSR3GSM4909311HumanBreastIDC7.94e-37-2.97e-010.1534
6747SSR3GSM4909312HumanBreastIDC2.99e-166.34e-020.1552
6747SSR3GSM4909313HumanBreastIDC3.91e-047.14e-020.0391
6747SSR3GSM4909315HumanBreastIDC7.54e-092.53e-010.21
6747SSR3GSM4909319HumanBreastIDC1.02e-52-1.71e-010.1563
6747SSR3GSM4909320HumanBreastIDC4.91e-04-4.30e-010.1575
6747SSR3GSM4909321HumanBreastIDC5.80e-17-2.66e-010.1559
6747SSR3brca2HumanBreastPrecancer9.70e-042.21e-01-0.024
6747SSR3M2HumanBreastIDC2.55e-083.01e-010.21
6747SSR3NCCBC14HumanBreastDCIS6.62e-14-1.18e-010.2021
6747SSR3NCCBC2HumanBreastDCIS2.56e-071.75e-010.1554
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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:00709725BreastPrecancerprotein localization to endoplasmic reticulum15/108074/187231.74e-054.17e-0415
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:007097213BreastIDCprotein localization to endoplasmic reticulum18/143474/187238.58e-062.47e-0418
GO:000660514BreastIDCprotein targeting43/1434314/187231.44e-042.53e-0343
GO:007259413BreastIDCestablishment of protein localization to organelle51/1434422/187237.94e-049.55e-0351
GO:007097222BreastDCISprotein localization to endoplasmic reticulum18/139074/187235.57e-061.60e-0418
GO:000660523BreastDCISprotein targeting43/1390314/187237.17e-051.41e-0343
GO:007259423BreastDCISestablishment of protein localization to organelle51/1390422/187233.91e-045.40e-0351
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00709726CervixCCprotein localization to endoplasmic reticulum21/231174/187231.69e-042.00e-0321
GO:00725995CervixCCestablishment of protein localization to endoplasmic reticulum13/231146/187232.95e-031.94e-0213
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0070972ColorectumADprotein localization to endoplasmic reticulum26/391874/187233.28e-032.40e-0226
GO:00725941ColorectumSERestablishment of protein localization to organelle111/2897422/187234.98e-094.49e-07111
GO:00901501ColorectumSERestablishment of protein localization to membrane68/2897260/187235.55e-062.01e-0468
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
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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
SSR3SNVMissense_Mutationrs148305354c.305N>Ap.Arg102Glnp.R102QQ9UNL2protein_codingtolerated(0.26)benign(0.024)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SSR3SNVMissense_Mutationc.230N>Gp.Tyr77Cysp.Y77CQ9UNL2protein_codingtolerated(0.12)probably_damaging(1)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SSR3SNVMissense_Mutationrs778705186c.167T>Cp.Ile56Thrp.I56TQ9UNL2protein_codingtolerated(0.34)benign(0.005)TCGA-EA-A1QS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SSR3SNVMissense_Mutationrs758900330c.571N>Ap.Ala191Thrp.A191TQ9UNL2protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SSR3SNVMissense_Mutationc.234N>Tp.Lys78Asnp.K78NQ9UNL2protein_codingdeleterious(0.05)probably_damaging(0.932)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SSR3SNVMissense_Mutationc.113N>Cp.Ile38Thrp.I38TQ9UNL2protein_codingdeleterious(0)benign(0.338)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SSR3SNVMissense_Mutationrs779736180c.341N>Ap.Arg114Glnp.R114QQ9UNL2protein_codingtolerated(0.17)possibly_damaging(0.859)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SSR3SNVMissense_Mutationrs772542660c.146N>Ap.Arg49Glnp.R49QQ9UNL2protein_codingtolerated(0.06)benign(0.26)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
SSR3SNVMissense_Mutationrs758900330c.571N>Ap.Ala191Thrp.A191TQ9UNL2protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SSR3SNVMissense_Mutationnovelc.5N>Tp.Ala2Valp.A2VQ9UNL2protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.493)TCGA-AP-A1DV-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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