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: SMIM22

Gene summary for SMIM22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMIM22

Gene ID

440335

Gene namesmall integral membrane protein 22
Gene AliasCASIMO1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

A0A1U9AC72


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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
440335SMIM22L1HumanCervixCC4.46e-023.24e-010.0802
440335SMIM22T1HumanCervixCC5.31e-144.89e-010.0918
440335SMIM22T2HumanCervixCC4.16e-105.72e-010.0709
440335SMIM22T3HumanCervixCC4.01e-295.75e-010.1389
440335SMIM22HTA11_3410_2000001011HumanColorectumAD5.48e-042.05e-010.0155
440335SMIM22HTA11_2487_2000001011HumanColorectumSER5.01e-321.17e+00-0.1808
440335SMIM22HTA11_1938_2000001011HumanColorectumAD3.34e-095.47e-01-0.0811
440335SMIM22HTA11_78_2000001011HumanColorectumAD2.67e-021.21e-01-0.1088
440335SMIM22HTA11_347_2000001011HumanColorectumAD2.00e-306.96e-01-0.1954
440335SMIM22HTA11_411_2000001011HumanColorectumSER3.34e-131.71e+00-0.2602
440335SMIM22HTA11_2112_2000001011HumanColorectumSER3.63e-211.78e+00-0.2196
440335SMIM22HTA11_3361_2000001011HumanColorectumAD6.94e-167.64e-01-0.1207
440335SMIM22HTA11_83_2000001011HumanColorectumSER1.52e-148.08e-01-0.1526
440335SMIM22HTA11_696_2000001011HumanColorectumAD1.01e-399.98e-01-0.1464
440335SMIM22HTA11_866_2000001011HumanColorectumAD1.29e-104.71e-01-0.1001
440335SMIM22HTA11_1391_2000001011HumanColorectumAD3.65e-309.16e-01-0.059
440335SMIM22HTA11_2992_2000001011HumanColorectumSER1.35e-141.08e+00-0.1706
440335SMIM22HTA11_5212_2000001011HumanColorectumAD7.01e-118.03e-01-0.2061
440335SMIM22HTA11_5216_2000001011HumanColorectumSER1.28e-035.53e-01-0.1462
440335SMIM22HTA11_546_2000001011HumanColorectumAD7.00e-074.87e-01-0.0842
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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
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
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
∗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:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:003297014BreastIDCregulation of actin filament-based process56/1434397/187236.37e-061.99e-0456
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:003295614BreastIDCregulation of actin cytoskeleton organization48/1434358/187231.03e-041.96e-0348
GO:003297024BreastDCISregulation of actin filament-based process56/1390397/187232.50e-068.74e-0556
GO:005123523BreastDCISmaintenance of location47/1390327/187239.55e-062.56e-0447
GO:003295624BreastDCISregulation of actin cytoskeleton organization48/1390358/187234.82e-059.92e-0448
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:003295615CervixHSIL_HPVregulation of actin cytoskeleton organization33/737358/187235.61e-062.09e-0433
GO:003297015CervixHSIL_HPVregulation of actin filament-based process35/737397/187237.87e-062.81e-0435
GO:005123514CervixHSIL_HPVmaintenance of location26/737327/187235.67e-048.04e-0326
GO:005123524CervixN_HPVmaintenance of location33/534327/187233.40e-102.21e-0733
GO:003297025CervixN_HPVregulation of actin filament-based process27/534397/187233.03e-058.02e-0427
GO:003295625CervixN_HPVregulation of actin cytoskeleton organization22/534358/187236.55e-048.42e-0322
GO:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0032956ColorectumADregulation of actin cytoskeleton organization127/3918358/187231.03e-101.04e-08127
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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
SMIM22SNVMissense_Mutationnovelc.203N>Ap.Pro68Hisp.P68HK7EJ46protein_codingdeleterious(0.01)benign(0.056)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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