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Ghorbel M, Baklouti-Gargouri S, Keskes R, Sellami A, McElreavy K, Ammar-Keskes L. Y-chromosome haplogroups and Azoospermia Factor (AZF) analysis in Tunisian infertile male. HUM FERTIL 2023; 26:1238-1247. [PMID: 36591797 DOI: 10.1080/14647273.2022.2163194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Accepted: 07/01/2022] [Indexed: 01/03/2023]
Abstract
The aim of the present study was to clarify the implication of Y chromosome genetic variations and haplogroups in Tunisian infertile men. A total of 27 Y-chromosomal binary markers partial microdeletions (gr/gr, b1/b3 and b2/b3) and copy number variation of DAZ and CDY genes in the AZFc region were analysed in 131 Tunisian infertile men with spermatogenic failure and severe reduced sperm concentrations and in 85 normospermic men as controls. Eleven different haplogroups in the overall population study (E3b2; J1J*, E1, E3b*, F, G, K, P/Q, R*, R1* and R1a1) were found. Interestingly, the J1J* haplogroup was significantly more frequent in azoo/oligospermic patients than in normospermic men (35.1% and 22.3%, respectively (p value = 0.04)). Results showed also that patients without DAZ/CDY1 copies loss and without partial microdeletions belonged to the R1 haplogroup. The relative high frequencies of two haplogroups, E3b2 (35.1%) and J (30%) was confirmed in Tunisia. We reported in the present study and for the first time, that J1J* haplogroup may confer a risk factor for infertility in the Tunisian population and we suggested that R1 haplogroup may ensure certain stability to Y-chromosome in Tunisian men.
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Affiliation(s)
- Myriam Ghorbel
- Faculty of Medicine, Laboratory of Human Molecular Genetics, Universite de Sfax Faculte de Medecine de Sfax, Sfax, Tunisia
| | - Siwar Baklouti-Gargouri
- Faculty of Medicine, Laboratory of Human Molecular Genetics, Universite de Sfax Faculte de Medecine de Sfax, Sfax, Tunisia
| | - Rim Keskes
- Faculty of Medicine, Laboratory of Human Molecular Genetics, Universite de Sfax Faculte de Medecine de Sfax, Sfax, Tunisia
| | - Afifa Sellami
- Faculty of Medicine, Laboratory of Histology & Embryology, Universite de Sfax Faculte de Medecine de Sfax, Sfax, Tunisia
| | - Ken McElreavy
- Human Developmental Genetics Unit, Institut Pasteur, Paris, France
| | - Leila Ammar-Keskes
- Faculty of Medicine, Laboratory of Human Molecular Genetics, Universite de Sfax Faculte de Medecine de Sfax, Sfax, Tunisia
- Faculty of Medicine, Laboratory of Histology & Embryology, Universite de Sfax Faculte de Medecine de Sfax, Sfax, Tunisia
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Eaaswarkhanth M, Pathak AK, Ongaro L, Montinaro F, Hebbar P, Alsmadi O, Metspalu M, Al-Mulla F, Thanaraj TA. Unraveling a fine-scale high genetic heterogeneity and recent continental connections of an Arabian Peninsula population. Eur J Hum Genet 2021; 30:307-319. [PMID: 33753911 PMCID: PMC8904638 DOI: 10.1038/s41431-021-00861-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Revised: 02/09/2021] [Accepted: 03/03/2021] [Indexed: 11/19/2022] Open
Abstract
Recent studies have showed the diverse genetic architecture of the highly consanguineous populations inhabiting the Arabian Peninsula. Consanguinity coupled with heterogeneity is complex and makes it difficult to understand the bases of population-specific genetic diseases in the region. Therefore, comprehensive genetic characterization of the populations at the finest scale is warranted. Here, we revisit the genetic structure of the Kuwait population by analyzing genome-wide single nucleotide polymorphisms data from 583 Kuwaiti individuals sorted into three subgroups. We envisage a diverse demographic genetic history among the three subgroups based on drift and allelic sharing with modern and ancient individuals. Furthermore, our comprehensive haplotype-based analyses disclose a high genetic heterogeneity among the Kuwaiti populations. We infer the major sources of ancestry within the newly defined groups; one with an obvious predominance of sub-Saharan/Western Africa mostly comprising Kuwait-B individuals, and other with West Eurasia including Kuwait-P and Kuwait-S individuals. Overall, our results recapitulate the historical population movements and reaffirm the genetic imprints of the legacy of continental trading in the region. Such deciphering of fine-scale population structure and their regional genetic heterogeneity would provide clues to the uncharted areas of disease-gene discovery and related associations in populations inhabiting the Arabian Peninsula.
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Affiliation(s)
| | - Ajai K Pathak
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia.,Department of Evolutionary Biology, Institute of Molecular and Cell Biology, Tartu, Estonia
| | - Linda Ongaro
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia.,Department of Evolutionary Biology, Institute of Molecular and Cell Biology, Tartu, Estonia
| | - Francesco Montinaro
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia.,Department of Biology-Genetics, University of Bari, Bari, Italy
| | - Prashantha Hebbar
- Department of Genetics and Bioinformatics, Dasman Diabetes Institute, Dasman, Kuwait
| | - Osama Alsmadi
- Department of Genetics and Bioinformatics, Dasman Diabetes Institute, Dasman, Kuwait.,Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center, Amman, Jordan
| | - Mait Metspalu
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Fahd Al-Mulla
- Department of Genetics and Bioinformatics, Dasman Diabetes Institute, Dasman, Kuwait.
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Haidar M, Abbas FA, Alsaleh H, Haddrill PR. Population genetics and forensic utility of 23 autosomal PowerPlex Fusion 6C STR loci in the Kuwaiti population. Sci Rep 2021; 11:1865. [PMID: 33479300 PMCID: PMC7820400 DOI: 10.1038/s41598-021-81425-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 12/16/2020] [Indexed: 12/02/2022] Open
Abstract
This study evaluates the forensic utility of 23 autosomal short tandem repeat markers in 400 samples from the Kuwaiti population, of which four markers (D10S1248, D22S1045, D2S441 and SE33) are reported for the first time for Kuwait. All the markers were shown to exhibit no deviation from Hardy–Weinberg equilibrium, nor any linkage disequilibrium between and within loci, indicating that these loci are inherited independently, and their allele frequencies can be used to estimate match probabilities in the Kuwaiti population. The low combined match probability of 7.37 × 10–30 and the high paternity indices generated by these loci demonstrate the usefulness of the PowerPlex Fusion 6C kit for human identification in this population, as well as to strengthen the power of paternity testing. Off-ladder alleles were seen at several loci, and these were identified by examining their underlying nucleotide sequences. Principal component analysis (PCA) and STRUCTURE showed no genetic structure within the Kuwaiti population. However, PCA revealed a correlation between geographic and genetic distance. Finally, phylogenetic trees demonstrated a close relationship between Kuwaitis and Middle Easterners at a global level, and a recent common ancestry for Kuwait with its northern neighbours of Iraq and Iran, at a regional level.
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Affiliation(s)
- Mahdi Haidar
- Centre for Forensic Science, Department of Pure and Applied Chemistry, University of Strathclyde, 204 George Street, Glasgow, G1 1XW, Scotland, UK. .,Kuwait Identification DNA Laboratory (KIDL), General Department of Criminal Evidence, Ministry of Interior, Kuwait City, Kuwait.
| | - Fatimah A Abbas
- Centre for Forensic Science, Department of Pure and Applied Chemistry, University of Strathclyde, 204 George Street, Glasgow, G1 1XW, Scotland, UK.,Kuwait Identification DNA Laboratory (KIDL), General Department of Criminal Evidence, Ministry of Interior, Kuwait City, Kuwait
| | - Hussain Alsaleh
- Centre for Forensic Science, Department of Pure and Applied Chemistry, University of Strathclyde, 204 George Street, Glasgow, G1 1XW, Scotland, UK.,Kuwait Identification DNA Laboratory (KIDL), General Department of Criminal Evidence, Ministry of Interior, Kuwait City, Kuwait
| | - Penelope R Haddrill
- Centre for Forensic Science, Department of Pure and Applied Chemistry, University of Strathclyde, 204 George Street, Glasgow, G1 1XW, Scotland, UK
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Autosomal genetics and Y-chromosome haplogroup L1b-M317 reveal Mount Lebanon Maronites as a persistently non-emigrating population. Eur J Hum Genet 2020; 29:581-592. [PMID: 33273712 DOI: 10.1038/s41431-020-00765-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 10/16/2020] [Accepted: 10/29/2020] [Indexed: 11/08/2022] Open
Abstract
Currently, there are 18 different religious communities living in Lebanon. While evolving primarily within Lebanon, these communities show a level of local isolation as demonstrated previously from their Y-haplogroup distributions. In order to trace the origins and migratory patterns that may have led to the genetic isolation and autosomal clustering in some of these communities we analyzed Y-chromosome STR and SNP sample data from 6327 individuals, in addition to whole genome autosomal sample data from 609 individuals, from Mount Lebanon and other surrounding communities. We observed Y chromosome L1b Levantine STR branching that occurred around 5000 years ago. Autosomal DNA analyses suggest that the North Lebanese Mountain Maronite community possesses an ancestral Fertile Crescent genetic component distinct from other populations in the region. We suggest that the Levantine L1b group split from the Caucasus ancestral group around 7300 years ago and migrated to the Levant. This event was distinct from the earlier expansions from the Caucasus region that contributed to the wider Levantine populations. Differential cultural adaption by populations from the North Lebanese Mountains are clearly aligned with the L1b haplotype STR haplogroup clusters, indicating pre-existing and persistent cultural barriers marked by the transmission of L1b lineages. Our findings highlight the value of uniparental haplogroups and STR haplotype data for elucidating biosocial events among these populations.
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Eaaswarkhanth M, dos Santos ALC, Gokcumen O, Al-Mulla F, Thanaraj TA. Genome-Wide Selection Scan in an Arabian Peninsula Population Identifies a TNKS Haplotype Linked to Metabolic Traits and Hypertension. Genome Biol Evol 2020; 12:77-87. [PMID: 32068798 PMCID: PMC7093833 DOI: 10.1093/gbe/evaa033] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/13/2020] [Indexed: 12/12/2022] Open
Abstract
Despite the extreme and varying environmental conditions prevalent in the Arabian Peninsula, it has experienced several waves of human migrations following the out-of-Africa diaspora. Eventually, the inhabitants of the peninsula region adapted to the hot and dry environment. The adaptation and natural selection that shaped the extant human populations of the Arabian Peninsula region have been scarcely studied. In an attempt to explore natural selection in the region, we analyzed 662,750 variants in 583 Kuwaiti individuals. We searched for regions in the genome that display signatures of positive selection in the Kuwaiti population using an integrative approach in a conservative manner. We highlight a haplotype overlapping TNKS that showed strong signals of positive selection based on the results of the multiple selection tests conducted (integrated Haplotype Score, Cross Population Extended Haplotype Homozygosity, Population Branch Statistics, and log-likelihood ratio scores). Notably, the TNKS haplotype under selection potentially conferred a fitness advantage to the Kuwaiti ancestors for surviving in the harsh environment while posing a major health risk to present-day Kuwaitis.
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Affiliation(s)
| | - Andre Luiz Campelo dos Santos
- Department of Biological Sciences, State University of New York at Buffalo, Buffalo
- Department of Archeology, Federal University of Pernambuco, Recife, Brazil
| | - Omer Gokcumen
- Department of Biological Sciences, State University of New York at Buffalo, Buffalo
| | - Fahd Al-Mulla
- Department of Genetics and Bioinformatics, Dasman Diabetes Institute, Kuwait City, Kuwait
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Hao WQ, Liu J, Jiang L, Han JP, Wang L, Li JL, Ma Q, Liu C, Wang HJ, Li CX. Exploring the ancestry differentiation and inference capacity of the 28-plex AISNPs. Int J Legal Med 2018; 133:975-982. [PMID: 29882060 DOI: 10.1007/s00414-018-1863-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2017] [Accepted: 05/14/2018] [Indexed: 01/05/2023]
Abstract
Inferring an unknown DNA's ancestry using a set of ancestry-informative single nucleotide polymorphisms (SNPs) in forensic science is useful to provide investigative leads. This is especially true when there is no DNA database match or specified suspect. Thus, a set of SNPs with highly robust and balanced differential power is strongly demanded in forensic science. In addition, it is also necessary to build a genotyping database for estimating the ancestry of an individual or an unknown DNA. For the differentiation of Africans, Europeans, East Asians, Native Americans, and Oceanians, the Global Nano set that includes just 31 SNPs was developed by de la Puente et al. Its ability for differentiation and balance was evaluated using the genotype data of the 1000 Genomes Phase III project and the Stanford University HGDP-CEPH. Just 402 samples were genotyped and analyzed as a reference set based on statistical methods. To validate the differentiating capacity using more samples, we developed a single-tube 28-plex SNP assay in which the SNPs were chosen from the 31 allelic loci of the Global AIMs Nano set. Three tri-allelic SNPs used to differentiate mixed-source DNA contribute little to population differentiation and were excluded here. Then, 998 individuals from 21 populations were typed, and these genotypes were combined with the genotype data obtained from 1000 Genomes Phase III and the Stanford University HGDP-CEPH (3090 total samples,43 populations) to estimate the power of this multiplex assay and build a database for the further inference of an individual or an unknown DNA sample in forensic practice.
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Affiliation(s)
- Wei-Qi Hao
- Institute of Forensic Medicine, Southern Medical University, Guangzhou, 510515, Guangdong, China
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
| | - Jing Liu
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
| | - Li Jiang
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
| | - Jun-Ping Han
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
- Technology Department of Chaoyang Sub-bureau, Beijing Public Security Bureau, Beijing, 100102, China
| | - Ling Wang
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
| | - Jiu-Ling Li
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
| | - Quan Ma
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China
| | - Chao Liu
- Institute of Forensic Medicine, Southern Medical University, Guangzhou, 510515, Guangdong, China.
- Guangdong Province Key Laboratory of Forensic Genetics, Guangzhou Forensic Science Institute, Guangzhou, 510030, Guangdong, China.
| | - Hui-Jun Wang
- Institute of Forensic Medicine, Southern Medical University, Guangzhou, 510515, Guangdong, China.
| | - Cai-Xia Li
- Beijing Engineering Research Center of Crime Scene Evidence Examination, National Engineering Laboratory for Forensic Science, Institute of Forensic Science, Beijing, 100038, People's Republic of China.
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7
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Manco L, Albuquerque J, Sousa MF, Martiniano R, de Oliveira RC, Marques S, Gomes V, Amorim A, Alvarez L, Prata MJ. The Eastern side of the Westernmost Europeans: Insights from subclades within Y-chromosome haplogroup J-M304. Am J Hum Biol 2017; 30. [PMID: 29193490 DOI: 10.1002/ajhb.23082] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2017] [Revised: 09/22/2017] [Accepted: 11/05/2017] [Indexed: 11/09/2022] Open
Abstract
OBJECTIVES We examined internal lineages and haplotype diversity in Portuguese samples belonging to J-M304 to improve the spatial and temporal understanding of the introduction of this haplogroup in Iberia, using the available knowledge about the phylogeography of its main branches, J1-M267 and J2-M172. METHODS A total of 110 males of Portuguese descent were analyzed for 17 Y-chromosome bi-allelic markers and seven Y-chromosome short tandem repeats (Y-STR) loci. RESULTS Among J1-M267 individuals (n = 36), five different sub-haplogroups were identified, with the most common being J1a2b2-L147.1 (∼72%), which encompassed the majority of representatives of the J1a2b-P58 subclade. One sample belonged to the rare J1a1-M365.1 lineage and presented a core Y-STR haplotype consistent with the Iberian settlement during the fifth century by the Alans, a people of Iranian heritage. The analysis of J2-M172 Portuguese males (n = 74) enabled the detection of the two main subclades at very dissimilar frequencies, J2a-M410 (∼80%) and J2b-M12 (∼20%), among which the most common branches were J2a1(xJ2a1b,h)-L26 (22.9%), J2a1b(xJ2a1b1)-M67 (20.3%), J2a1h-L24 (27%), and J2b2-M241 (20.3%). CONCLUSIONS While previous inferences based on modern haplogroup J Y-chromosomes implicated a main Neolithic dissemination, here we propose a later arrival of J lineages into Iberia using a combination of novel Portuguese Y-chromosomal data and recent evidence from ancient DNA. Our analysis suggests that a substantial tranche of J1-M267 lineages was likely carried into the Iberian Peninsula as a consequence of the trans-Mediterranean contacts during the first millennium BC, while most of the J2-M172 lineages may be associated with post-Neolithic population movements within Europe.
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Affiliation(s)
- Licínio Manco
- Research Centre for Anthropology and Health (CIAS), University of Coimbra, Coimbra, Portugal.,Department of Life Sciences, University of Coimbra, Coimbra, Portugal
| | - Joana Albuquerque
- Research Centre for Anthropology and Health (CIAS), University of Coimbra, Coimbra, Portugal
| | - Maria Francisca Sousa
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal
| | - Rui Martiniano
- The Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambs CB10 1SA, United Kingdom
| | | | - Sofia Marques
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal.,Instituto de Investigação e Inovação em Saúde (i3S), Universidade do Porto, Porto, Portugal
| | - Verónica Gomes
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal.,Instituto de Investigação e Inovação em Saúde (i3S), Universidade do Porto, Porto, Portugal
| | - António Amorim
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal.,Instituto de Investigação e Inovação em Saúde (i3S), Universidade do Porto, Porto, Portugal.,Department of Biology, Faculty of Sciences of the University of Porto (FCUP), Porto, Portugal
| | - Luís Alvarez
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal.,Instituto de Investigação e Inovação em Saúde (i3S), Universidade do Porto, Porto, Portugal
| | - Maria João Prata
- Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP), Porto, Portugal.,Instituto de Investigação e Inovação em Saúde (i3S), Universidade do Porto, Porto, Portugal.,Department of Biology, Faculty of Sciences of the University of Porto (FCUP), Porto, Portugal
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Ben El Haj R, Salmi A, Regragui W, Moussa A, Bouslam N, Tibar H, Benomar A, Yahyaoui M, Bouhouche A. Evidence for prehistoric origins of the G2019S mutation in the North African Berber population. PLoS One 2017; 12:e0181335. [PMID: 28723952 PMCID: PMC5517005 DOI: 10.1371/journal.pone.0181335] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2017] [Accepted: 06/29/2017] [Indexed: 11/22/2022] Open
Abstract
The most common cause of the monogenic form of Parkinson’s disease known so far is the G2019S mutation of the leucine-rich repeat kinase 2 (LRRK2) gene. Its frequency varies greatly among ethnic groups and geographic regions ranging from less than 0.1% in Asia to 40% in North Africa. This mutation has three distinct haplotypes; haplotype 1 being the oldest and most common. Recent studies have dated haplotype 1 of the G2019S mutation to about 4000 years ago, but it remains controversial whether the mutation has a Near-Eastern or Moroccan-Berber ancestral origin. To decipher this evolutionary history, we genotyped 10 microsatellite markers spanning a region of 11.27 Mb in a total of 57 unrelated Moroccan PD patients carrying the G2019S mutation for which the Berber or Arab origin was established over 3 generations based on spoken language. We estimated the age of the most recent common ancestor for the 36 Arab-speaking and the 15 Berber-speaking G2019S carriers using the likelihood-based method with a mutation rate of 10−4. Data analysis suggests that the shortest haplotype originated in a patient of Berber ethnicity. The common founder was estimated to have lived 159 generations ago (95% CI 116–224) for Arab patients, and 200 generations ago (95% CI 123–348) for Berber patients. Then, 29 native North African males carrying the mutation were assessed for specific uniparental markers by sequencing the Y-chromosome (E-M81, E-M78, and M-267) and mitochondrial DNA (mtDNA) hypervariable regions (HV1 and HV2) to examine paternal and maternal contributions, respectively. Results showed that the autochthonous genetic component reached 76% for mtDNA (Eurasian and north African haplogroups) and 59% for the Y-chromosome (E-M81 and E-M78), suggesting that the G2019S mutation may have arisen in an autochthonous DNA pool. Therefore, we conclude that LRRK2 G2019S mutation most likely originated in a Berber founder who lived at least 5000 years ago (95% CI 3075–8700).
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Affiliation(s)
- Rafiqua Ben El Haj
- Research Team in Neurology and Neurogenetics, Genomics Center of Human Pathologies, Medical School and Pharmacy, Mohammed V University, Rabat, Morocco
| | - Ayyoub Salmi
- Laboratory of Information and Communication Technologies, National School of Applied Sciences, Abdelmalek Essaadi University, Tanger, Morocco
| | - Wafa Regragui
- Research Team in Neurology and Neurogenetics, Genomics Center of Human Pathologies, Medical School and Pharmacy, Mohammed V University, Rabat, Morocco
- Department of Neurology and Neurogenetics, Specialties Hospital, IBN Sina University Hospital Center, Rabat, Morocco
| | - Ahmed Moussa
- Laboratory of Information and Communication Technologies, National School of Applied Sciences, Abdelmalek Essaadi University, Tanger, Morocco
| | - Naima Bouslam
- Department of Neurology and Neurogenetics, Specialties Hospital, IBN Sina University Hospital Center, Rabat, Morocco
| | - Houyam Tibar
- Research Team in Neurology and Neurogenetics, Genomics Center of Human Pathologies, Medical School and Pharmacy, Mohammed V University, Rabat, Morocco
- Department of Neurology and Neurogenetics, Specialties Hospital, IBN Sina University Hospital Center, Rabat, Morocco
| | - Ali Benomar
- Research Team in Neurology and Neurogenetics, Genomics Center of Human Pathologies, Medical School and Pharmacy, Mohammed V University, Rabat, Morocco
- Department of Neurology and Neurogenetics, Specialties Hospital, IBN Sina University Hospital Center, Rabat, Morocco
| | - Mohamed Yahyaoui
- Research Team in Neurology and Neurogenetics, Genomics Center of Human Pathologies, Medical School and Pharmacy, Mohammed V University, Rabat, Morocco
- Department of Neurology and Neurogenetics, Specialties Hospital, IBN Sina University Hospital Center, Rabat, Morocco
| | - Ahmed Bouhouche
- Research Team in Neurology and Neurogenetics, Genomics Center of Human Pathologies, Medical School and Pharmacy, Mohammed V University, Rabat, Morocco
- Department of Neurology and Neurogenetics, Specialties Hospital, IBN Sina University Hospital Center, Rabat, Morocco
- * E-mail:
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