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Wang F, Liang D, Li Y, Ma S. Prior information-assisted integrative analysis of multiple datasets. Bioinformatics 2023; 39:btad452. [PMID: 37490475 PMCID: PMC10400378 DOI: 10.1093/bioinformatics/btad452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 05/13/2023] [Accepted: 07/24/2023] [Indexed: 07/27/2023] Open
Abstract
MOTIVATION Analyzing genetic data to identify markers and construct predictive models is of great interest in biomedical research. However, limited by cost and sample availability, genetic studies often suffer from the "small sample size, high dimensionality" problem. To tackle this problem, an integrative analysis that collectively analyzes multiple datasets with compatible designs is often conducted. For regularizing estimation and selecting relevant variables, penalization and other regularization techniques are routinely adopted. "Blindly" searching over a vast number of variables may not be efficient. RESULTS We propose incorporating prior information to assist integrative analysis of multiple genetic datasets. To obtain accurate prior information, we adopt a convolutional neural network with an active learning strategy to label textual information from previous studies. Then the extracted prior information is incorporated using a group LASSO-based technique. We conducted a series of simulation studies that demonstrated the satisfactory performance of the proposed method. Finally, data on skin cutaneous melanoma are analyzed to establish practical utility. AVAILABILITY AND IMPLEMENTATION Code is available at https://github.com/ldz7/PAIA. The data that support the findings in this article are openly available in TCGA (The Cancer Genome Atlas) at https://portal.gdc.cancer.gov/.
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Affiliation(s)
- Feifei Wang
- Center for Applied Statistics, Renmin University of China, Beijing 100872, China
- School of Statistics, Renmin University of China, Beijing 100872, China
- Institute for Data Science in Health, Renmin University of China, Beijing 100872, China
| | - Dongzuo Liang
- School of Statistics, Renmin University of China, Beijing 100872, China
- RSS and China-Re Life Joint Lab on Public Health and Risk Management, Renmin University of China, Beijing 100872, China
| | - Yang Li
- Center for Applied Statistics, Renmin University of China, Beijing 100872, China
- School of Statistics, Renmin University of China, Beijing 100872, China
- RSS and China-Re Life Joint Lab on Public Health and Risk Management, Renmin University of China, Beijing 100872, China
| | - Shuangge Ma
- Department of Biostatistics, Yale University, New Haven, CT 06520, United States
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Pissa M, Helkkula T, Appelqvist F, Silander G, Borg Å, Pettersson J, Lapins J, Nielsen K, Höiom V, Helgadottir H. CDKN2A genetic testing in melanoma-prone families in Sweden in the years 2015-2020: implications for novel national recommendations. Acta Oncol 2021; 60:888-896. [PMID: 33945383 DOI: 10.1080/0284186x.2021.1914346] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Background: Inherited pathogenic variants (PVs) in the CDKN2A gene are among the strongest known risk factors for cutaneous melanoma. Carriers are at high risks to develop multiple primary melanomas and other cancers, in particular pancreatic cancer. In this study, the CDKN2A testing, carried out in Sweden in the years 2015-2020, was evaluated.Materials and methods: Included families had (1) three or more cases of melanoma and/or pancreatic cancer, (2) two melanomas in first-degree relatives, the youngest case <55 years or (3) individuals with three or more multiple primary melanomas, the first before the age of 55 years, and no other affected family members. The included families had at least one affected member that had been tested for CDKN2A PVs.Results: In total, 403 families were included, whereof 913 family members had been diagnosed with cutaneous melanoma and 129 with pancreatic cancer, 33 (8.2%) were found to have PVs in CDKN2A. Frequencies ranged from 0.9% in families with only two melanomas to 43.2% in families with three or more melanoma cases and pancreatic cancer (p < 0.001). The frequency of PVs ranged from 2.1% to 16.5% in families where the youngest case was ≥55 years or <35 years (p = 0.040). In families with or without CDKN2A PVs, 37.6% and 10.0% had melanoma cases that had died from melanoma, respectively (p < 0.001).Discussion: Significant differences were seen in the frequencies of CDKN2A PVs, dependent on numbers or age at diagnosis of melanomas and diagnoses of pancreatic cancers in the family. Further, melanoma cases belonging to families that tested positive for CDKN2A PVs had a significantly higher mortality. To summarize, the current evaluation shows that, with adequately selected criteria to guide genetic testing, CDKN2A PVs are identified at significant frequencies. Identification of carrier families is of importance to ensure that members are enrolled in a preventive surveillance program.
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Affiliation(s)
- Maria Pissa
- Department of Dermatology and Venereology, Ryhov County Hospital, Jönköping, Sweden
| | - Teo Helkkula
- Department of Clinical Sciences, Division of Dermatology, Lund University Skin Cancer research group, Lund University, Lund, Sweden
- Department of Dermatology, Skåne University Hospital, Lund, Sweden
| | - Frida Appelqvist
- Department of Dermatology, Institute of Clinical Sciences, Sahlgrenska University Hospital, Göteborg, Sweden
| | - Gustav Silander
- Department of Radiation Sciences, Division of Oncology, Umeå University, Umeå, Sweden
| | - Åke Borg
- Division of Oncology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Jenny Pettersson
- Department of Oncology, Ryhov County Hospital, Jönköping, Sweden
| | - Jan Lapins
- Department of Dermatology, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden
| | - Kari Nielsen
- Department of Clinical Sciences, Division of Dermatology, Lund University Skin Cancer research group, Lund University, Lund, Sweden
- Department of Dermatology, Skåne University Hospital, Lund, Sweden
- Department of Dermatology, Helsingborg Hospital, Helsingborg, Sweden
| | - Veronica Höiom
- Department of Oncology and Pathology, Karolinska Institutet and Theme Cancer, Karolinska University Hospital, Stockholm, Sweden
| | - Hildur Helgadottir
- Department of Oncology and Pathology, Karolinska Institutet and Theme Cancer, Karolinska University Hospital, Stockholm, Sweden
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Tovar-Parra D, Gil-Quiñones SR, Nova J, Gutiérrez-Castañeda LD. 3'UTR-CDKN2A and CDK4 Germline Variants Are Associated With Susceptibility to Cutaneous Melanoma. In Vivo 2021; 35:1529-1536. [PMID: 33910831 DOI: 10.21873/invivo.12406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 02/23/2021] [Accepted: 03/25/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND/AIM Genetic variations of the CDKN2A and CDK4 gene have been associated to melanoma development. In the present study we investigated the potential associations of CDKN2A and CDK4 gene variants in a colombian population diagnosed with melanoma. MATERIALS AND METHODS DNA was extracted from whole blood samples from 85 patients diagnosed with cutaneous melanoma and 166 healthy controls. CDKN2A and CDK4 genes were genotyped using a high-resolution melting assay. RESULTS A similar distribution of CDKN2A variants 500C>G and 540C>T was found among cases (12% and 31% respectively) and controls (15% and 31% respectively). The CDKN2A variants were present in 36% of acral lentiginous melanoma and 39.47% of lentigo maligna. The haplotype analysis showed an association with susceptibility in the development of melanoma. CONCLUSION The presence of haplotype 500G/540C in males is associated with an increased risk of melanoma in a colombian population, especially in subjects with a family history of cancer.
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Affiliation(s)
- David Tovar-Parra
- General Dermatology Group, Hospital Universitario Centro Dermatológico Federico Lleras Acosta E.S.E, Bogotá, Colombia
| | - Sebastián Ramiro Gil-Quiñones
- General Dermatology Group, Hospital Universitario Centro Dermatológico Federico Lleras Acosta E.S.E, Bogotá, Colombia
| | - John Nova
- General Dermatology Group, Hospital Universitario Centro Dermatológico Federico Lleras Acosta E.S.E, Bogotá, Colombia
| | - Luz D Gutiérrez-Castañeda
- General Dermatology Group, Hospital Universitario Centro Dermatológico Federico Lleras Acosta E.S.E, Bogotá, Colombia
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Helgadottir H, Isaksson K, Fritz I, Ingvar C, Lapins J, Höiom V, Newton-Bishop J, Olsson H. Multiple Primary Melanoma Incidence Trends Over Five Decades: A Nationwide Population-Based Study. J Natl Cancer Inst 2021; 113:318-328. [PMID: 32577730 PMCID: PMC7936055 DOI: 10.1093/jnci/djaa088] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Revised: 05/12/2020] [Accepted: 06/09/2020] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Over the past decades, many regions have experienced a steady increase in the incidence of cutaneous melanoma. Here, we report on incidence trends for subsequent primary melanoma. METHODS In this nationwide population-based study, patients diagnosed with a first primary cutaneous melanoma reported to the Swedish Cancer Registry were followed for up to 10 years for a diagnosis of subsequent primary melanoma. Patients were grouped with patients diagnosed with first melanoma in the same decade (1960s, 1970s, 1980s, 1990s, and 2000s, respectively). Frequencies, incidence rates (IRs), standardized incidence ratios (SIRs), and 95% confidence intervals (CIs) for second melanomas were calculated. All tests of statistical significance were 2-sided. RESULTS Of patients with melanoma, 54 884 were included and 2469 were diagnosed, within 10 years, with subsequent melanomas. Over the 5 decades, there was a statistically significant steady increase in the frequency, IR, and SIR for second primary melanoma. For example, in the 1960s cohort, less than 1% (IR = 1.0, 95% CI = 0.5 to 1.7, and IR = 1.1, 95% CI = 0.5 to 1.9 per 1000 person-years in women and men, respectively) had second primary melanoma, and this rose to 6.4% (IR = 7.5, 95% CI = 6.8 to 8.3, per 1000 person-years) in the women and 7.9% (IR = 10.3, 95% CI = 9.3 to 11.2, per 1000 person-years) in the men in the 2000s cohort. This rise was seen independent of age, sex, invasiveness, or site of the melanoma. Further, in patients diagnosed with a second melanoma, the frequency of those having more than 2 melanomas increased statistically significantly and was 0.0% in the 1960s and rose to 18.0% in the 2000s (P < .001). CONCLUSIONS This is the first study to evaluate and report on a rising trend for subsequent primary melanoma. Additional primary melanomas worsen the patients' survival, and precautions are needed to turn this steep upgoing trend.
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Affiliation(s)
- Hildur Helgadottir
- Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden
- Theme Cancer, Karolinska University Hospital, Stockholm, Sweden
| | - Karolin Isaksson
- Department of Clinical Sciences Lund, Surgery, Lund University, Lund, Sweden
- Department of Surgery, Central Hospital Kristianstad, Kristianstad, Sweden
| | - Ildiko Fritz
- Department of Cancer Epidemiology, Clinical Sciences, Lund University, Lund, Sweden
| | - Christian Ingvar
- Department of Clinical Sciences Lund, Surgery, Lund University, Lund, Sweden
| | - Jan Lapins
- Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden
- Theme Cancer, Karolinska University Hospital, Stockholm, Sweden
| | - Veronica Höiom
- Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden
- Theme Cancer, Karolinska University Hospital, Stockholm, Sweden
| | - Julia Newton-Bishop
- Section of Epidemiology and Biostatistics, Institute of Medical Research at St James’s, University of Leeds, Leeds, UK
| | - Håkan Olsson
- Department of Cancer Epidemiology, Clinical Sciences, Lund University, Lund, Sweden
- Department of Oncology, Clinical Sciences, Lund University, Lund, Sweden
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Bui AN, LeBoeuf NR, Nambudiri VE. Skin cancer risk in CHEK2 mutation carriers. J Eur Acad Dermatol Venereol 2020; 35:353-359. [PMID: 32531112 DOI: 10.1111/jdv.16729] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 05/11/2020] [Indexed: 12/20/2022]
Abstract
CHEK2 mutations have been linked with an increased risk of breast cancer. A unique challenge for oncodermatologists and oncologists is in the monitoring and counselling of patients regarding skin cancer risk due to CHEK2 mutation carrier status. In this review, we highlight current information in the literature on the risk of melanoma and non-melanoma skin cancers in CHEK2 mutation carriers. On the molecular level, CHEK2 is a cell cycle regulator that has been linked to cancer pathogenesis, though evidence from clinical studies regarding skin cancer risk has been inconsistent and conflicting. For melanoma, one study has demonstrated a statistically significant twofold risk of melanoma in individuals with CHEK2 mutations, particularly the CHEK2*1100delC variant. Five other studies did not show an association. For non-melanoma skin cancer, fewer data exist, with one prevalence study of CHEK2 mutations in a cohort of patients with basal cell carcinomas. Although there are currently no known studies of CHEK2 and cutaneous squamous cell carcinoma (SCC), data from other disciplines associating CHEK2 with head and neck SCCs are emerging. Overall, while there is currently not enough evidence to make conclusive statements regarding increased risk of melanoma and non-melanoma skin cancers in CHEK2 carriers, a molecular mechanism associating the mutation with cutaneous malignancy pathogenesis is evident, and further work is needed. Patient with CHEK2 mutations may benefit from screening dermatologic examinations with particular attention to skin cancers.
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Affiliation(s)
- A N Bui
- Harvard Medical School, Boston, MA, USA
| | - N R LeBoeuf
- Department of Dermatology, Brigham and Women's Hospital, Boston, MA, USA.,Center for Cutaneous Oncology, Dana-Farber/Brigham and Women's Cancer Center, Boston, MA, USA
| | - V E Nambudiri
- Department of Dermatology, Brigham and Women's Hospital, Boston, MA, USA.,Center for Cutaneous Oncology, Dana-Farber/Brigham and Women's Cancer Center, Boston, MA, USA
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