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: SPIN1

Gene summary for SPIN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPIN1

Gene ID

10927

Gene namespindlin 1
Gene AliasSPIN
Cytomap9q22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R297


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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
10927SPIN1CA_HPV_1HumanCervixCC3.19e-03-1.39e-010.0264
10927SPIN1CCI_2HumanCervixCC6.73e-067.95e-010.5249
10927SPIN1CCI_3HumanCervixCC6.32e-066.27e-010.516
10927SPIN1HTA11_3410_2000001011HumanColorectumAD6.38e-08-4.25e-010.0155
10927SPIN1HTA11_99999974143_84620HumanColorectumMSS1.51e-07-3.61e-010.3005
10927SPIN1A002-C-010HumanColorectumFAP6.44e-03-1.51e-010.242
10927SPIN1A001-C-207HumanColorectumFAP5.06e-03-2.25e-010.1278
10927SPIN1A015-C-203HumanColorectumFAP4.44e-25-2.61e-01-0.1294
10927SPIN1A015-C-204HumanColorectumFAP1.38e-04-2.18e-01-0.0228
10927SPIN1A014-C-040HumanColorectumFAP1.30e-05-5.05e-01-0.1184
10927SPIN1A002-C-201HumanColorectumFAP2.58e-12-3.38e-010.0324
10927SPIN1A002-C-203HumanColorectumFAP1.59e-04-1.98e-010.2786
10927SPIN1A001-C-119HumanColorectumFAP1.81e-04-1.27e-01-0.1557
10927SPIN1A001-C-108HumanColorectumFAP3.53e-16-2.98e-01-0.0272
10927SPIN1A002-C-205HumanColorectumFAP3.44e-19-3.56e-01-0.1236
10927SPIN1A001-C-104HumanColorectumFAP5.48e-07-2.40e-010.0184
10927SPIN1A015-C-005HumanColorectumFAP4.80e-05-2.72e-01-0.0336
10927SPIN1A015-C-006HumanColorectumFAP1.43e-16-5.21e-01-0.0994
10927SPIN1A015-C-106HumanColorectumFAP4.86e-10-2.05e-01-0.0511
10927SPIN1A002-C-114HumanColorectumFAP1.65e-16-2.97e-01-0.1561
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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
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
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:0009303LiverHCCrRNA transcription25/795834/187232.42e-041.81e-0325
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:0098781LiverHCCncRNA transcription33/795856/187239.64e-033.63e-0233
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:00987811Oral cavityOSCCncRNA transcription38/730556/187231.15e-051.18e-0438
GO:003011110Oral cavityOSCCregulation of Wnt signaling pathway165/7305328/187231.87e-051.80e-04165
GO:00093031Oral cavityOSCCrRNA transcription24/730534/187231.89e-041.28e-0324
GO:00301779Oral cavityOSCCpositive regulation of Wnt signaling pathway73/7305140/187231.06e-035.46e-0373
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:001605523Oral cavityEOLPWnt signaling pathway89/2218444/187233.66e-071.06e-0589
GO:019873823Oral cavityEOLPcell-cell signaling by wnt89/2218446/187234.49e-071.25e-0589
GO:003011123Oral cavityEOLPregulation of Wnt signaling pathway67/2218328/187235.11e-061.04e-0467
GO:003017715Oral cavityEOLPpositive regulation of Wnt signaling pathway35/2218140/187231.20e-052.07e-0435
GO:00160559ProstateBPHWnt signaling pathway126/3107444/187232.27e-101.23e-08126
GO:01987389ProstateBPHcell-cell signaling by wnt126/3107446/187233.11e-101.67e-08126
GO:00301119ProstateBPHregulation of Wnt signaling pathway95/3107328/187231.23e-083.99e-0795
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00301778ProstateBPHpositive regulation of Wnt signaling pathway43/3107140/187232.45e-052.93e-0443
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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
SPIN1SNVMissense_Mutationnovelc.486N>Tp.Met162Ilep.M162IQ9Y657protein_codingdeleterious(0.03)benign(0.188)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPIN1SNVMissense_Mutationnovelc.611N>Cp.Arg204Thrp.R204TQ9Y657protein_codingtolerated(0.57)possibly_damaging(0.717)TCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPIN1SNVMissense_Mutationnovelc.226N>Ap.Val76Ilep.V76IQ9Y657protein_codingtolerated(0.24)possibly_damaging(0.723)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SPIN1SNVMissense_Mutationrs201082729c.518N>Gp.Asp173Glyp.D173GQ9Y657protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SPIN1SNVMissense_Mutationc.771N>Gp.Asp257Glup.D257EQ9Y657protein_codingdeleterious(0.01)possibly_damaging(0.49)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SPIN1SNVMissense_Mutationc.500N>Gp.Tyr167Cysp.Y167CQ9Y657protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SPIN1SNVMissense_Mutationrs751098696c.35N>Ap.Arg12Glnp.R12QQ9Y657protein_codingtolerated(0.63)benign(0.001)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SPIN1SNVMissense_Mutationc.432N>Tp.Glu144Aspp.E144DQ9Y657protein_codingtolerated(0.11)benign(0.005)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPIN1SNVMissense_Mutationnovelc.81G>Tp.Met27Ilep.M27IQ9Y657protein_codingtolerated(0.13)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SPIN1SNVMissense_Mutationnovelc.365N>Ap.Arg122Glnp.R122QQ9Y657protein_codingtolerated(1)benign(0.379)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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