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: SRSF7

Gene summary for SRSF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SRSF7

Gene ID

6432

Gene nameserine and arginine rich splicing factor 7
Gene Alias9G8
Cytomap2p22.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q16629


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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
6432SRSF7GSM4909277HumanBreastPrecancer2.29e-075.65e-010.0177
6432SRSF7GSM4909285HumanBreastIDC4.90e-062.91e-010.21
6432SRSF7GSM4909286HumanBreastIDC1.43e-04-1.45e-010.1081
6432SRSF7GSM4909294HumanBreastIDC3.25e-02-2.79e-010.2022
6432SRSF7GSM4909296HumanBreastIDC1.25e-10-4.22e-010.1524
6432SRSF7GSM4909297HumanBreastIDC2.96e-15-8.76e-020.1517
6432SRSF7GSM4909301HumanBreastIDC1.13e-05-4.35e-010.1577
6432SRSF7GSM4909308HumanBreastIDC1.03e-02-1.30e-010.158
6432SRSF7GSM4909311HumanBreastIDC1.26e-35-6.93e-010.1534
6432SRSF7GSM4909312HumanBreastIDC5.63e-06-2.86e-010.1552
6432SRSF7GSM4909313HumanBreastIDC1.71e-05-4.32e-010.0391
6432SRSF7GSM4909317HumanBreastIDC1.31e-043.05e-010.1355
6432SRSF7GSM4909319HumanBreastIDC1.32e-37-5.38e-010.1563
6432SRSF7GSM4909320HumanBreastIDC2.91e-04-4.23e-010.1575
6432SRSF7GSM4909321HumanBreastIDC7.40e-07-1.28e-010.1559
6432SRSF7brca2HumanBreastPrecancer1.34e-078.40e-02-0.024
6432SRSF7brca10HumanBreastPrecancer1.11e-13-6.09e-01-0.0029
6432SRSF7NCCBC14HumanBreastDCIS4.37e-06-2.05e-010.2021
6432SRSF7NCCBC5HumanBreastDCIS5.76e-07-6.46e-020.2046
6432SRSF7P1HumanBreastIDC2.92e-22-6.83e-020.1527
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:00480249BreastPrecancerregulation of mRNA splicing, via spliceosome22/1080101/187235.29e-083.18e-0622
GO:19033118BreastPrecancerregulation of mRNA metabolic process38/1080288/187231.63e-065.97e-0538
GO:00506848BreastPrecancerregulation of mRNA processing23/1080137/187233.49e-061.13e-0423
GO:00331199BreastPrecancernegative regulation of RNA splicing9/108025/187236.03e-061.72e-049
GO:19033129BreastPrecancernegative regulation of mRNA metabolic process16/108092/187236.70e-051.35e-0316
GO:00480255BreastPrecancernegative regulation of mRNA splicing, via spliceosome6/108020/187236.99e-048.43e-036
GO:00064039BreastPrecancerRNA localization23/1080201/187231.34e-031.41e-0223
GO:19908303BreastPrecancercellular response to leukemia inhibitory factor13/108094/187232.83e-032.49e-0213
GO:19908233BreastPrecancerresponse to leukemia inhibitory factor13/108095/187233.11e-032.64e-0213
GO:00506865BreastPrecancernegative regulation of mRNA processing6/108029/187235.49e-034.01e-026
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:004348414BreastIDCregulation of RNA splicing36/1434148/187233.32e-103.77e-0836
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0501423BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0501433BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0501443BreastDCISAmyotrophic lateral sclerosis101/846364/84657.14e-232.88e-212.12e-21101
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0501453BreastDCISAmyotrophic lateral sclerosis101/846364/84657.14e-232.88e-212.12e-21101
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0501418CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0501419CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0501444CervixN_HPVAmyotrophic lateral sclerosis41/349364/84653.11e-091.06e-078.26e-0841
hsa0501454CervixN_HPVAmyotrophic lateral sclerosis41/349364/84653.11e-091.06e-078.26e-0841
hsa0501420EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa030409EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa05014110EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
hsa0304014EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
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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
SRSF7insertionFrame_Shift_Insnovelc.281_282insTATAGATp.Pro95IlefsTer9p.P95Ifs*9Q16629protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SRSF7insertionFrame_Shift_Insnovelc.280_281insATCTAGATGCAGCGATCGGp.Pro94HisfsTer14p.P94Hfs*14Q16629protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SRSF7insertionFrame_Shift_Insnovelc.85_86insCAAATTCCAGCCTTGTGGGGp.Arg29ThrfsTer16p.R29Tfs*16Q16629protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
SRSF7SNVMissense_Mutationrs770532615c.629N>Ap.Arg210Glnp.R210QQ16629protein_codingdeleterious(0.03)benign(0)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SRSF7SNVMissense_Mutationc.86G>Tp.Arg29Metp.R29MQ16629protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SRSF7SNVMissense_Mutationrs375213460c.560N>Tp.Ser187Leup.S187LQ16629protein_codingtolerated_low_confidence(0.27)possibly_damaging(0.885)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SRSF7SNVMissense_Mutationnovelc.191T>Cp.Val64Alap.V64AQ16629protein_codingdeleterious(0.02)possibly_damaging(0.842)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SRSF7SNVMissense_Mutationc.659N>Tp.Arg220Ilep.R220IQ16629protein_codingdeleterious(0)probably_damaging(0.944)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SRSF7SNVMissense_Mutationnovelc.263N>Ap.Arg88Lysp.R88KQ16629protein_codingtolerated(0.36)benign(0.057)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SRSF7SNVMissense_Mutationrs763176583c.614N>Ap.Arg205Glnp.R205QQ16629protein_codingtolerated(0.33)benign(0.062)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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