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: CYSTM1

Gene summary for CYSTM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYSTM1

Gene ID

84418

Gene namecysteine rich transmembrane module containing 1
Gene AliasC5orf32
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9H1C7


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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
84418CYSTM1HTA11_3410_2000001011HumanColorectumAD1.12e-02-2.02e-010.0155
84418CYSTM1HTA11_2487_2000001011HumanColorectumSER1.48e-111.10e+00-0.1808
84418CYSTM1HTA11_1938_2000001011HumanColorectumAD4.98e-056.92e-01-0.0811
84418CYSTM1HTA11_347_2000001011HumanColorectumAD1.50e-126.60e-01-0.1954
84418CYSTM1HTA11_411_2000001011HumanColorectumSER6.62e-111.74e+00-0.2602
84418CYSTM1HTA11_2112_2000001011HumanColorectumSER1.42e-039.81e-01-0.2196
84418CYSTM1HTA11_83_2000001011HumanColorectumSER4.06e-025.84e-01-0.1526
84418CYSTM1HTA11_696_2000001011HumanColorectumAD1.22e-055.61e-01-0.1464
84418CYSTM1HTA11_5212_2000001011HumanColorectumAD4.44e-067.91e-01-0.2061
84418CYSTM1HTA11_6801_2000001011HumanColorectumSER3.19e-068.45e-010.0171
84418CYSTM1HTA11_7469_2000001011HumanColorectumAD9.83e-037.90e-01-0.0124
84418CYSTM1F007HumanColorectumFAP2.64e-02-3.25e-010.1176
84418CYSTM1A015-C-203HumanColorectumFAP2.25e-22-3.90e-01-0.1294
84418CYSTM1A015-C-204HumanColorectumFAP4.51e-04-2.73e-01-0.0228
84418CYSTM1A014-C-040HumanColorectumFAP5.19e-03-4.56e-01-0.1184
84418CYSTM1A002-C-201HumanColorectumFAP3.37e-06-2.46e-010.0324
84418CYSTM1A001-C-119HumanColorectumFAP1.39e-03-3.24e-01-0.1557
84418CYSTM1A001-C-108HumanColorectumFAP7.11e-15-3.40e-01-0.0272
84418CYSTM1A002-C-205HumanColorectumFAP2.33e-14-4.08e-01-0.1236
84418CYSTM1A015-C-006HumanColorectumFAP2.80e-07-3.47e-01-0.0994
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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
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
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
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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
CYSTM1SNVMissense_Mutationc.10G>Cp.Glu4Glnp.E4QQ9H1C7protein_codingtolerated_low_confidence(0.22)benign(0.054)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
CYSTM1SNVMissense_Mutationc.17N>Ap.Pro6Hisp.P6HQ9H1C7protein_codingdeleterious_low_confidence(0)possibly_damaging(0.737)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CYSTM1SNVMissense_Mutationnovelc.47N>Tp.Ala16Valp.A16VQ9H1C7protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.968)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CYSTM1SNVMissense_Mutationrs200380290c.148N>Ap.Gly50Serp.G50SQ9H1C7protein_codingtolerated_low_confidence(0.09)probably_damaging(0.999)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CYSTM1SNVMissense_Mutationnovelc.124C>Ap.Pro42Thrp.P42TQ9H1C7protein_codingtolerated_low_confidence(0.1)probably_damaging(0.998)TCGA-EY-A5W2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CYSTM1SNVMissense_Mutationrs200380290c.148G>Ap.Gly50Serp.G50SQ9H1C7protein_codingtolerated_low_confidence(0.09)probably_damaging(0.999)TCGA-FI-A2D4-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
CYSTM1SNVMissense_Mutationnovelc.78N>Cp.Met26Ilep.M26IQ9H1C7protein_codingtolerated_low_confidence(0.39)benign(0)TCGA-O2-A52V-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
CYSTM1SNVMissense_Mutationc.168N>Tp.Gln56Hisp.Q56HQ9H1C7protein_codingtolerated_low_confidence(0.08)possibly_damaging(0.601)TCGA-HU-A4H4-01Stomachstomach adenocarcinomaFemale<65I/IIChemotherapyts-1CR
CYSTM1SNVMissense_Mutationnovelc.170N>Cp.Glu57Alap.E57AQ9H1C7protein_codingtolerated_low_confidence(0.1)benign(0.287)TCGA-VQ-A8PP-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
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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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