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Wątor G, Seweryn M, Kapusta P, Świrta J, Wałęga P, Barczyński M, Wołkow PP. Intratumor heterogeneity in colorectal cancer: Distribution of tumor suppressor gene variants with regard to patient lymph node status. Clin Genet 2023; 104:406-417. [PMID: 37339860 DOI: 10.1111/cge.14388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/25/2023] [Accepted: 05/28/2023] [Indexed: 06/22/2023]
Abstract
Intratumor heterogeneity (ITH) results from accumulation of somatic mutations in the fractions of successive cancer cell generations. We aimed to use deep sequencing to investigate ITH in colorectal tumors with particular emphasis on variants in oncogenes (ONC) and tumor suppressor genes (TSG). Samples were collected from 16 patients with colorectal cancer and negative or positive lymph node status (n = 8 each). We deep-sequenced a panel of 56 cancer-related genes in the central and peripheral locations of T3 size primary tumors and healthy mucosa. The central region of T3 tumors has a different frequency profile and composition of genetic variants. This mutation profile is capable of independently discriminating patients with different lymph node status (p = 0.028) in the central region. We noted an increasing number of mutations outside of the central region of the tumor and a higher number of mutations in tumors from node-positive patients. Unexpectedly, in the healthy mucosa, we identified somatic mutations with variant allele frequencies, characteristic not only of heterozygotes and homozygotes but also of other discrete peaks (e.g., around 10%, 20%), suggestive of clonal expansion of certain mutant alleles. We found differences in the distribution of variant allele frequencies in TSGs when comparing node-negative and node-positive tumors (p = 0.029), as well as central and peripheral regions (p = 0.00399). TSGs may play an important role in the escape of the tumor toward metastatic colonization.
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Affiliation(s)
- Gracjan Wątor
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Krakow, Poland
| | - Michał Seweryn
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Krakow, Poland
| | - Przemysław Kapusta
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Krakow, Poland
| | - Jarosław Świrta
- Department of Endocrine Surgery, Third Chair of General Surgery, Jagiellonian University Medical College, Kraków, Poland
| | - Piotr Wałęga
- Department of Endocrine Surgery, Third Chair of General Surgery, Jagiellonian University Medical College, Kraków, Poland
| | - Marcin Barczyński
- Department of Endocrine Surgery, Third Chair of General Surgery, Jagiellonian University Medical College, Kraków, Poland
| | - Paweł P Wołkow
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Krakow, Poland
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Świrta JS, Wątor G, Seweryn M, Kapusta P, Barczyński M, Wołkow P. Expression of micro-ribonucleic acids in thyroid nodules and serum to discriminate between follicular adenoma and cancer in patients with a fine needle aspiration biopsy classified as suspicious for follicular neoplasm: A preliminary study. ADV CLIN EXP MED 2023; 32:997-1007. [PMID: 36897102 DOI: 10.17219/acem/160003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 03/29/2022] [Accepted: 01/28/2023] [Indexed: 03/11/2023]
Abstract
BACKGROUND Approximately 10% of thyroid nodules undergoing fine needle aspiration biopsy (FNAB) receive a suspicious for follicular neoplasm (SFN) classification. Currently, there is no diagnostic tool to preoperatively discriminate between follicular adenoma (FA) and thyroid cancer (TC), and most patients require surgery to exclude malignancy. OBJECTIVES To characterize the micro-ribonucleic acid (miRNA) signature of tumors assessed as SFN and define circulating miRNA patterns to distinguish FA from follicular cancer in patients with thyroid nodules biopsied using FNAB. MATERIAL AND METHODS The study included excised tumor and thyroid tissue samples from 80 consecutive patients collected by a pathologist in the operating theater. The miRNA was isolated from specimens at the Center for Medical Genomics OMICRON, and next-generation sequencing (NGS) was used to obtain target miRNAs. In addition, miRNA expression was detected in serum using polymerase chain reaction (PCR). RESULTS Well-differentiated thyroid cancer (WDTC) samples had significantly higher expression levels of hsa-miR-146b-5p (p = 0.030) and hsa-miR-146b-3p (p = 0.032), while the expression levels of hsa-miR-195-3p were significantly lower (p = 0.032) in WDTC samples compared to FA specimens. The serum of TC patients showed markedly higher expression of the unique miRNA hsa-miR-195-3p (p = 0.039). CONCLUSIONS The overexpression of hsa-miR-146b-5p and hsa-miR-146b-3p, and the downregulation of hsa-miR-195-3p expression could be used as biomarkers to distinguish FA from WDTC in patients with FNAB results classified as Bethesda tier IV. In addition, hsa-miR-195-3p could act as a serum biomarker for differentiating patients with FA from those with WDTC, and preoperative measurement of its expression would help avoid unnecessary surgeries. However, this concept needs further verification in a more substantial prospective study.
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Affiliation(s)
| | - Gracjan Wątor
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Michał Seweryn
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Przemysław Kapusta
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Marcin Barczyński
- Department of Endocrine Surgery, Third Chair of General Surgery, Jagiellonian University Medical College, Kraków, Poland
| | - Paweł Wołkow
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
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Wątor G, Kołton-Wróż M, Wołkow P, Bełch Ł, Chłosta P, Szpor J, Klimkowska A, Nejman K, Józkowicz A, Piechota-Polańczyk A, Okoń K. No differences in miRNA expression in the stroma of ERG+ and ERG- prostate cancers. POL J PATHOL 2023; 74:265-270. [PMID: 38477088 DOI: 10.5114/pjp.2023.134304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/14/2024] Open
Abstract
Prostate cancer (PC) is one of the most common cancers in males. A significant proportion of PCs bear TMPRSS2-ETS translocation and overexpress ERG transcription factor, allowing classification into ERG+ and ERG- groups, which differ in several features including the tumor microenvironment. The aim of the study was to verify whether they differ in expression of the miRNA in the microenvironment. The material consisted of 150 radical prostatectomies. Immunohistochemistry (IHC) for ERG was done using a routine method. FISH for TMPRSS2-ETS translocation was done with a ZytoLight SPEC ERG/TMPRSS2 TriCheck Probe. From each case, a representative section was selected, and tumor and non-tumor were microdissected with the LMD7000 device. RNA was isolated using the RNeasy Mini Kit system (Qiagen) and miRNA libraries were prepared with the NEBNext Multiplex Small RNA Library Prep Set for Illumina and their sequencing was performed on the NexSeq 500. Statistical analysis was done with Statistica and R software. When analyzing the expression of miRNAs some differences could be seen, but after correction for multiple comparisons was applied, these were found to be non- significant.
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Affiliation(s)
- Gracjan Wątor
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Maria Kołton-Wróż
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Paweł Wołkow
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Łukasz Bełch
- Department of Urology, Jagiellonian University Medical College, Kraków, Poland
| | - Piotr Chłosta
- Department of Urology, Jagiellonian University Medical College, Kraków, Poland
| | - Joanna Szpor
- Department of Pathomorphology, Jagiellonian University Medical College, Kraków, Poland
- Department of Pathomorphology, University Hospital in Kraków, Kraków, Poland
| | | | - Katarzyna Nejman
- Department of Pathomorphology, Jagiellonian University Medical College, Kraków, Poland
- Department of Pathomorphology, University Hospital in Kraków, Kraków, Poland
| | - Alicja Józkowicz
- Department of Medical Biotechnology, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Kraków, Poland
| | - Aleksandra Piechota-Polańczyk
- Department of Medical Biotechnology, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Kraków, Poland
| | - Krzysztof Okoń
- Department of Pathomorphology, Jagiellonian University Medical College, Kraków, Poland
- Department of Pathomorphology, University Hospital in Kraków, Kraków, Poland
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Czogała W, Czogała M, Strojny W, Wątor G, Wołkow P, Wójcik M, Bik Multanowski M, Tomasik P, Wędrychowicz A, Kowalczyk W, Miklusiak K, Łazarczyk A, Hałubiec P, Skoczeń S. Methylation and Expression of FTO and PLAG1 Genes in Childhood Obesity: Insight into Anthropometric Parameters and Glucose-Lipid Metabolism. Nutrients 2021; 13:1683. [PMID: 34063412 PMCID: PMC8155878 DOI: 10.3390/nu13051683] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Revised: 04/23/2021] [Accepted: 05/11/2021] [Indexed: 12/18/2022] Open
Abstract
The occurrence of childhood obesity is influenced by both genetic and epigenetic factors. FTO (FTO alpha-ketoglutarate dependent dioxygenase) is a gene of well-established connection with adiposity, while a protooncogene PLAG1 (PLAG1 zinc finger) has been only recently linked to this condition. We performed a cross-sectional study on a cohort of 16 obese (aged 6.6-17.7) and 10 healthy (aged 11.4-16.9) children. The aim was to evaluate the relationship between methylation and expression of the aforementioned genes and the presence of obesity as well as alterations in anthropometric measurements (including waist circumference (WC), body fat (BF_kg) and body fat percent (BF_%)), metabolic parameters (lipid profile, blood glucose and insulin levels, presence of insulin resistance) and blood pressure. Expression and methylation were measured in peripheral blood mononuclear cells using a microarray technique and a method based on restriction enzymes, respectively. Multiple regression models were constructed to adjust for the possible influence of age and sex on the investigated associations. We showed significantly increased expression of the FTO gene in obese children and in patients with documented insulin resistance. Higher FTO expression was also associated with an increase in WC, BF_kg, and BF_% as well as higher fasting concentration of free fatty acids (FFA). FTO methylation correlated positively with WC and BF_kg. Increase in PLAG1 expression was associated with higher BF%. Our results indicate that the FTO gene is likely to play an important role in the development of childhood adiposity together with coexisting impairment of glucose-lipid metabolism.
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Affiliation(s)
- Wojciech Czogała
- Department of Pediatric Oncology and Hematology, University Children’s Hospital of Krakow, 30-663 Krakow, Poland; (W.C.); (M.C.); (W.S.)
| | - Małgorzata Czogała
- Department of Pediatric Oncology and Hematology, University Children’s Hospital of Krakow, 30-663 Krakow, Poland; (W.C.); (M.C.); (W.S.)
- Department of Pediatric Oncology and Hematology, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland
| | - Wojciech Strojny
- Department of Pediatric Oncology and Hematology, University Children’s Hospital of Krakow, 30-663 Krakow, Poland; (W.C.); (M.C.); (W.S.)
| | - Gracjan Wątor
- Center for Medical Genomics—OMICRON, Jagiellonian University Medical College, 30-663 Krakow, Poland; (G.W.); (P.W.)
| | - Paweł Wołkow
- Center for Medical Genomics—OMICRON, Jagiellonian University Medical College, 30-663 Krakow, Poland; (G.W.); (P.W.)
| | - Małgorzata Wójcik
- Department of Pediatric and Adolescent Endocrinology, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland;
| | - Mirosław Bik Multanowski
- Department of Medical Genetics, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland;
| | - Przemysław Tomasik
- Department of Clinical Biochemistry, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland;
| | - Andrzej Wędrychowicz
- Department of Pediatrics, Gastroenterology and Nutrition, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland;
| | - Wojciech Kowalczyk
- Student Scientific Group of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 30-663 Krakow, Poland; (W.K.); (K.M.); (A.Ł.); (P.H.)
| | - Karol Miklusiak
- Student Scientific Group of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 30-663 Krakow, Poland; (W.K.); (K.M.); (A.Ł.); (P.H.)
| | - Agnieszka Łazarczyk
- Student Scientific Group of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 30-663 Krakow, Poland; (W.K.); (K.M.); (A.Ł.); (P.H.)
| | - Przemysław Hałubiec
- Student Scientific Group of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 30-663 Krakow, Poland; (W.K.); (K.M.); (A.Ł.); (P.H.)
| | - Szymon Skoczeń
- Department of Pediatric Oncology and Hematology, University Children’s Hospital of Krakow, 30-663 Krakow, Poland; (W.C.); (M.C.); (W.S.)
- Department of Pediatric Oncology and Hematology, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland
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Pietrus M, Seweryn M, Kapusta P, Wołkow P, Pityński K, Wątor G. Low Expression of miR-375 and miR-190b Differentiates Grade 3 Patients with Endometrial Cancer. Biomolecules 2021; 11:biom11020274. [PMID: 33668431 PMCID: PMC7918779 DOI: 10.3390/biom11020274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 02/01/2021] [Accepted: 02/04/2021] [Indexed: 12/03/2022] Open
Abstract
Endometrial cancer (EC) is treated according to the stage and prognostic risk factors. Most EC patients are in the early stages and they are treated surgically. However some of them, including those with high grade (grade 3) are in the intermediate and high intermediate prognostic risk groups and may require adjuvant therapy. The goal of the study was to find differences between grades based on an miRNA gene expression profile. Tumor samples from 24 patients with grade 1 (n = 10), 2 (n = 7), and 3 (n = 7) EC were subjected to miRNA profiling using next generation sequencing. The results obtained were validated using the miRNA profile of 407 EC tumors from the external Cancer Genome Atlas (TCGA) cohort. We obtained sets of differentially expressed (DE) miRNAs with the largest amount between G2 to G1 (50 transcripts) and G3 to G1 (40 transcripts) patients. Validation of our results with external data (TCGA) gave us a reasonable gene overlap of which we selected two miRNAs (miR-375 and miR190b) that distinguish the high grade best from the low grade EC. Unsupervised clustering showed a high degree of heterogeneity within grade 2 samples. MiR-375 as well as 190b might be useful to create grading verification test for high grade EC. One of the possible mechanisms that is responsible for the high grade is modulation by virus of host morphology or physiology.
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Affiliation(s)
- Miłosz Pietrus
- Department of Gynecology and Oncology, Jagiellonian University Medical College, 31-501 Krakow, Poland;
| | - Michał Seweryn
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, 31-034 Krakow, Poland; (M.S.); (P.K.); (P.W.)
| | - Przemysław Kapusta
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, 31-034 Krakow, Poland; (M.S.); (P.K.); (P.W.)
| | - Paweł Wołkow
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, 31-034 Krakow, Poland; (M.S.); (P.K.); (P.W.)
- Department of Pharmacology, Jagiellonian University Medical College, 31-531 Krakow, Poland
| | - Kazimierz Pityński
- Department of Gynecology and Oncology, Jagiellonian University Medical College, 31-501 Krakow, Poland;
- Correspondence: (K.P.); (G.W.)
| | - Gracjan Wątor
- Center for Medical Genomics OMICRON, Jagiellonian University Medical College, 31-034 Krakow, Poland; (M.S.); (P.K.); (P.W.)
- Correspondence: (K.P.); (G.W.)
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Radkowski P, Wątor G, Skupien J, Bogdali A, Wołkow P. Analysis of gene expression to predict dynamics of future hypertension incidence in type 2 diabetic patients. BMC Proc 2016; 10:113-117. [PMID: 27980621 PMCID: PMC5133526 DOI: 10.1186/s12919-016-0015-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Background The main focus of the Genetic Analysis Workshop 19 (GAW19) is identification of genes related to the occurrence of hypertension in the cohort of patients with type 2 diabetes mellitus (T2DM). The aim of our study was to predict dynamics of the future hypertension incidence, based on gene expression profiles, systolic and diastolic blood pressure changes in time, sex, baseline age, and cigarette smoking status. We analyzed data made available to GAW19 participants, which included gene expression profiles of peripheral blood mononuclear cells (PBMCs) from the diabetic members of 20 Mexican American families. Methods On the basis of mid blood pressure measurements at several time points, the coefficient of regression (slope) was calculated for each individual. We corrected the slope value in patients treated with antihypertensive medications. Feature preprocessing methods were used to remove highly correlated probes and linear dependencies between them. Subsequently, multiple linear regression model was used to associate gene expression with the regression coefficient calculated for each T2DM patient. Tenfold cross-validation was used to validate the model. We used linear mixed effects model and kinship coefficients to account for the family structure. All calculations were performed in R. Results This analysis allowed us to identify 6 well-annotated genes: RTP4, FXYD6, GDF11, IFNAR1, NOX3, and HLA-DQ2, associated with dynamics of future hypertension incidence. Two of them, IFNAR1 and NOX3 were previously implicated in pathogenesis of hypertension. Conclusions There is no obvious mechanism that links all detected genes with dynamics of hypertension incidence. Identification of possible connection with hypertension needs further investigation.
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Affiliation(s)
- Piotr Radkowski
- Center for Medical Genomics-OMICRON, Jagiellonian University Medical College, Kraków, Poland
| | - Gracjan Wątor
- III Chair of Surgery, Jagiellonian University Medical College, Kraków, Poland
| | - Jan Skupien
- Department of Metabolic Diseases, Jagiellonian University Medical College, Kraków, Poland
| | - Anna Bogdali
- Department of Internal and Agricultural Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Paweł Wołkow
- Center for Medical Genomics-OMICRON, Jagiellonian University Medical College, Kraków, Poland.,Department of Pharmacology, Jagiellonian University Medical College, Kraków, Poland
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Wątor G, Suski M, Borys A, Swirta J, Chronowska E, Barczyński M, Wołkow P. Multi-omics studies of intra-tumour heterogeneity in colorectal cancer. Eur J Cancer 2016. [DOI: 10.1016/s0959-8049(16)61360-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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