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: RP9

Gene summary for RP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RP9

Gene ID

6100

Gene nameRP9 pre-mRNA splicing factor
Gene AliasPAP-1
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A090N8Z0


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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
6100RP9LZE4THumanEsophagusESCC1.13e-112.52e-010.0811
6100RP9LZE7THumanEsophagusESCC4.79e-022.87e-010.0667
6100RP9LZE22THumanEsophagusESCC1.20e-075.67e-010.068
6100RP9LZE24THumanEsophagusESCC3.43e-063.10e-010.0596
6100RP9LZE21THumanEsophagusESCC1.20e-027.81e-020.0655
6100RP9P1T-EHumanEsophagusESCC3.40e-053.82e-010.0875
6100RP9P2T-EHumanEsophagusESCC5.60e-407.46e-010.1177
6100RP9P4T-EHumanEsophagusESCC2.24e-237.17e-010.1323
6100RP9P5T-EHumanEsophagusESCC7.00e-031.18e-010.1327
6100RP9P8T-EHumanEsophagusESCC1.28e-153.40e-010.0889
6100RP9P9T-EHumanEsophagusESCC4.90e-184.03e-010.1131
6100RP9P10T-EHumanEsophagusESCC2.22e-336.30e-010.116
6100RP9P11T-EHumanEsophagusESCC1.57e-095.35e-010.1426
6100RP9P12T-EHumanEsophagusESCC1.25e-336.53e-010.1122
6100RP9P15T-EHumanEsophagusESCC1.26e-185.17e-010.1149
6100RP9P16T-EHumanEsophagusESCC4.95e-377.67e-010.1153
6100RP9P17T-EHumanEsophagusESCC2.77e-123.68e-010.1278
6100RP9P19T-EHumanEsophagusESCC1.18e-056.40e-010.1662
6100RP9P20T-EHumanEsophagusESCC1.21e-205.38e-010.1124
6100RP9P21T-EHumanEsophagusESCC1.41e-254.83e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
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:00064147BreastPrecancertranslational elongation10/108055/187231.06e-031.18e-0210
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
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:000641724BreastDCISregulation of translation72/1390468/187232.46e-092.17e-0772
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:000641413BreastDCIStranslational elongation10/139055/187236.66e-034.62e-0210
GO:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
RP9SNVMissense_Mutationc.401N>Cp.Arg134Thrp.R134TQ8TA86protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RP9SNVMissense_Mutationc.169C>Ap.Pro57Thrp.P57TQ8TA86protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RP9insertionFrame_Shift_Insnovelc.363_364insAAAAGGATCAATAACAAACGGGp.Phe122LysfsTer24p.F122Kfs*24Q8TA86protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
RP9SNVMissense_Mutationc.319N>Ap.Arg107Serp.R107SQ8TA86protein_codingdeleterious(0)possibly_damaging(0.871)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RP9SNVMissense_Mutationc.283C>Tp.Pro95Serp.P95SQ8TA86protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RP9SNVMissense_Mutationc.365N>Cp.Phe122Serp.F122SQ8TA86protein_codingdeleterious(0)benign(0.173)TCGA-DM-A1D6-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RP9SNVMissense_Mutationc.663N>Cp.Glu221Aspp.E221DQ8TA86protein_codingtolerated_low_confidence(1)benign(0)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RP9SNVMissense_Mutationc.283C>Tp.Pro95Serp.P95SQ8TA86protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RP9SNVMissense_Mutationnovelc.227G>Tp.Gly76Valp.G76VQ8TA86protein_codingdeleterious(0)probably_damaging(0.948)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RP9SNVMissense_Mutationrs760221836c.328C>Tp.Arg110Cysp.R110CQ8TA86protein_codingdeleterious(0.05)benign(0.02)TCGA-AP-A051-01Endometriumuterine 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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