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: SLAIN2

Gene summary for SLAIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLAIN2

Gene ID

57606

Gene nameSLAIN motif family member 2
Gene AliasKIAA1458
Cytomap4p11
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024R9T6


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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
57606SLAIN2P9T-EHumanEsophagusESCC7.42e-172.34e-010.1131
57606SLAIN2P10T-EHumanEsophagusESCC8.01e-112.09e-010.116
57606SLAIN2P11T-EHumanEsophagusESCC4.83e-167.39e-010.1426
57606SLAIN2P12T-EHumanEsophagusESCC1.88e-253.90e-010.1122
57606SLAIN2P15T-EHumanEsophagusESCC1.59e-213.45e-010.1149
57606SLAIN2P16T-EHumanEsophagusESCC2.25e-212.42e-010.1153
57606SLAIN2P17T-EHumanEsophagusESCC4.89e-072.56e-010.1278
57606SLAIN2P19T-EHumanEsophagusESCC2.86e-127.54e-010.1662
57606SLAIN2P20T-EHumanEsophagusESCC1.69e-081.63e-010.1124
57606SLAIN2P21T-EHumanEsophagusESCC5.46e-274.54e-010.1617
57606SLAIN2P22T-EHumanEsophagusESCC5.79e-131.16e-010.1236
57606SLAIN2P23T-EHumanEsophagusESCC3.55e-234.43e-010.108
57606SLAIN2P24T-EHumanEsophagusESCC1.60e-223.65e-010.1287
57606SLAIN2P26T-EHumanEsophagusESCC2.08e-377.05e-010.1276
57606SLAIN2P27T-EHumanEsophagusESCC1.27e-273.65e-010.1055
57606SLAIN2P28T-EHumanEsophagusESCC5.51e-416.61e-010.1149
57606SLAIN2P30T-EHumanEsophagusESCC1.39e-218.00e-010.137
57606SLAIN2P31T-EHumanEsophagusESCC3.60e-254.85e-010.1251
57606SLAIN2P32T-EHumanEsophagusESCC3.82e-234.41e-010.1666
57606SLAIN2P36T-EHumanEsophagusESCC1.34e-175.23e-010.1187
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:1902903ColorectumADregulation of supramolecular fiber organization139/3918383/187232.01e-123.19e-10139
GO:0032271ColorectumADregulation of protein polymerization94/3918233/187231.01e-111.29e-0994
GO:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:1902905ColorectumADpositive regulation of supramolecular fiber organization85/3918209/187235.95e-116.33e-0985
GO:0051495ColorectumADpositive regulation of cytoskeleton organization89/3918226/187231.61e-101.56e-0889
GO:0032273ColorectumADpositive regulation of protein polymerization62/3918138/187231.94e-101.76e-0862
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0070507ColorectumADregulation of microtubule cytoskeleton organization44/3918148/187237.05e-034.31e-0244
GO:19029032ColorectumMSSregulation of supramolecular fiber organization121/3467383/187233.63e-103.28e-08121
GO:00322712ColorectumMSSregulation of protein polymerization83/3467233/187233.99e-103.49e-0883
GO:00432542ColorectumMSSregulation of protein-containing complex assembly130/3467428/187231.38e-091.03e-07130
GO:19029052ColorectumMSSpositive regulation of supramolecular fiber organization75/3467209/187231.89e-091.35e-0775
GO:00313342ColorectumMSSpositive regulation of protein-containing complex assembly82/3467237/187232.49e-091.75e-0782
GO:00512582ColorectumMSSprotein polymerization97/3467297/187232.98e-092.07e-0797
GO:00322732ColorectumMSSpositive regulation of protein polymerization55/3467138/187233.84e-092.55e-0755
GO:00514952ColorectumMSSpositive regulation of cytoskeleton organization78/3467226/187236.86e-094.32e-0778
GO:00432544ColorectumFAPregulation of protein-containing complex assembly101/2622428/187235.18e-084.07e-06101
GO:19029034ColorectumFAPregulation of supramolecular fiber organization92/2622383/187238.48e-085.77e-0692
GO:00322714ColorectumFAPregulation of protein polymerization62/2622233/187232.64e-071.53e-0562
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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
SLAIN2SNVMissense_Mutationc.488N>Cp.Val163Alap.V163AQ9P270protein_codingdeleterious(0.03)benign(0.121)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLAIN2insertionNonsense_Mutationnovelc.1662_1663insATTTTCAAATATTGAACCAACCTTGCATCTTGGAATAAATCCTCCTTAp.Leu554_Ala555insIlePheLysTyrTerThrAsnLeuAlaSerTrpAsnLysSerSerLeup.L554_A555insIFKY*TNLASWNKSSLQ9P270protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLAIN2SNVMissense_Mutationnovelc.154G>Ap.Ala52Thrp.A52TQ9P270protein_codingtolerated(0.14)benign(0.005)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SLAIN2SNVMissense_Mutationrs750212863c.1094G>Ap.Arg365Glnp.R365QQ9P270protein_codingtolerated(0.06)probably_damaging(0.996)TCGA-AA-3870-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
SLAIN2SNVMissense_Mutationrs774856780c.1337N>Ap.Arg446Hisp.R446HQ9P270protein_codingdeleterious(0)benign(0.058)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLAIN2SNVMissense_Mutationc.1613N>Tp.Arg538Ilep.R538IQ9P270protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLAIN2SNVMissense_Mutationrs866212190c.1055N>Tp.Pro352Leup.P352LQ9P270protein_codingtolerated(0.09)probably_damaging(0.998)TCGA-EI-6884-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5SD
SLAIN2SNVMissense_Mutationnovelc.1052G>Ap.Arg351Glnp.R351QQ9P270protein_codingtolerated(0.1)possibly_damaging(0.744)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
SLAIN2SNVMissense_Mutationnovelc.552G>Tp.Gln184Hisp.Q184HQ9P270protein_codingtolerated(0.13)benign(0.007)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLAIN2insertionNonsense_Mutationnovelc.1148_1149insGTGAp.Ser383ArgfsTer2p.S383Rfs*2Q9P270protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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