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1.
Nature ; 589(7841): 276-280, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-33086375

RESUMEN

Suppressing infections of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) will probably require the rapid identification and isolation of individuals infected with the virus on an ongoing basis. Reverse-transcription polymerase chain reaction (RT-PCR) tests are accurate but costly, which makes the regular testing of every individual expensive. These costs are a challenge for all countries around the world, but particularly for low-to-middle-income countries. Cost reductions can be achieved by pooling (or combining) subsamples and testing them in groups1-7. A balance must be struck between increasing the group size and retaining test sensitivity, as sample dilution increases the likelihood of false-negative test results for individuals with a low viral load in the sampled region at the time of the test8. Similarly, minimizing the number of tests to reduce costs must be balanced against minimizing the time that testing takes, to reduce the spread of the infection. Here we propose an algorithm for pooling subsamples based on the geometry of a hypercube that, at low prevalence, accurately identifies individuals infected with SARS-CoV-2 in a small number of tests and few rounds of testing. We discuss the optimal group size and explain why, given the highly infectious nature of the disease, largely parallel searches are preferred. We report proof-of-concept experiments in which a positive subsample was detected even when diluted 100-fold with negative subsamples (compared with 30-48-fold dilutions described in previous studies9-11). We quantify the loss of sensitivity due to dilution and discuss how it may be mitigated by the frequent re-testing of groups, for example. With the use of these methods, the cost of mass testing could be reduced by a large factor. At low prevalence, the costs decrease in rough proportion to the prevalence. Field trials of our approach are under way in Rwanda and South Africa. The use of group testing on a massive scale to monitor infection rates closely and continually in a population, along with the rapid and effective isolation of people with SARS-CoV-2 infections, provides a promising pathway towards the long-term control of coronavirus disease 2019 (COVID-19).


Asunto(s)
Prueba de Ácido Nucleico para COVID-19/métodos , COVID-19/epidemiología , COVID-19/virología , Vigilancia de la Población/métodos , SARS-CoV-2/aislamiento & purificación , Algoritmos , COVID-19/diagnóstico , Humanos , Prevalencia , Rwanda/epidemiología , Sensibilidad y Especificidad
2.
Curr Issues Mol Biol ; 45(5): 4359-4374, 2023 May 16.
Artículo en Inglés | MEDLINE | ID: mdl-37232746

RESUMEN

Cancer research in Rwanda is estimated to be less than 1% of the total African cancer research output with limited research on colorectal cancer (CRC). Rwandan patients with CRC are young, with more females being affected than males, and most patients present with advanced disease. Considering the paucity of oncological genetic studies in this population, we investigated the mutational status of CRC tissues, focusing on the Adenomatous polyposis coli (APC), Kirsten rat sarcoma (KRAS), and Homeobox B13 (HOXB13) genes. Our aim was to determine whether there were any differences between Rwandan patients and other populations. To do so, we performed Sanger sequencing of the DNA extracted from formalin-fixed paraffin-embedded adenocarcinoma samples from 54 patients (mean age: 60 years). Most tumors were located in the rectum (83.3%), and 92.6% of the tumors were low-grade. Most patients (70.4%) reported never smoking, and 61.1% of patients had consumed alcohol. We identified 27 variants of APC, including 3 novel mutations (c.4310_4319delAAACACCTCC, c.4463_4470delinsA, and c.4506_4507delT). All three novel mutations are classified as deleterious by MutationTaster2021. We found four synonymous variants (c.330C>A, c.366C>T, c.513T>C, and c.735G>A) of HOXB13. For KRAS, we found six variants (Asp173, Gly13Asp, Gly12Ala, Gly12Asp, Gly12Val, and Gln61His), the last four of which are pathogenic. In conclusion, here we contribute new genetic variation data and provide clinicopathological information pertinent to CRC in Rwanda.

4.
BMC Med Inform Decis Mak ; 22(1): 214, 2022 08 12.
Artículo en Inglés | MEDLINE | ID: mdl-35962355

RESUMEN

BACKGROUND: Since the outbreak of COVID-19 pandemic in Rwanda, a vast amount of SARS-COV-2/COVID-19-related data have been collected including COVID-19 testing and hospital routine care data. Unfortunately, those data are fragmented in silos with different data structures or formats and cannot be used to improve understanding of the disease, monitor its progress, and generate evidence to guide prevention measures. The objective of this project is to leverage the artificial intelligence (AI) and data science techniques in harmonizing datasets to support Rwandan government needs in monitoring and predicting the COVID-19 burden, including the hospital admissions and overall infection rates. METHODS: The project will gather the existing data including hospital electronic health records (EHRs), the COVID-19 testing data and will link with longitudinal data from community surveys. The open-source tools from Observational Health Data Sciences and Informatics (OHDSI) will be used to harmonize hospital EHRs through the Observational Medical Outcomes Partnership (OMOP) Common Data Model (CDM). The project will also leverage other OHDSI tools for data analytics and network integration, as well as R Studio and Python. The network will include up to 15 health facilities in Rwanda, whose EHR data will be harmonized to OMOP CDM. EXPECTED RESULTS: This study will yield a technical infrastructure where the 15 participating hospitals and health centres will have EHR data in OMOP CDM format on a local Mac Mini ("data node"), together with a set of OHDSI open-source tools. A central server, or portal, will contain a data catalogue of participating sites, as well as the OHDSI tools that are used to define and manage distributed studies. The central server will also integrate the information from the national Covid-19 registry, as well as the results of the community surveys. The ultimate project outcome is the dynamic prediction modelling for COVID-19 pandemic in Rwanda. DISCUSSION: The project is the first on the African continent leveraging AI and implementation of an OMOP CDM based federated data network for data harmonization. Such infrastructure is scalable for other pandemics monitoring, outcomes predictions, and tailored response planning.


Asunto(s)
COVID-19 , SARS-CoV-2 , Inteligencia Artificial , COVID-19/epidemiología , Prueba de COVID-19 , Ciencia de los Datos , Humanos , Pandemias/prevención & control , Rwanda/epidemiología
5.
Am J Med Genet A ; 182(12): 2939-2950, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-32985117

RESUMEN

Rubinstein-Taybi syndrome (RSTS) is an autosomal dominant disorder, caused by loss-of-function variants in CREBBP or EP300. Affected individuals present with distinctive craniofacial features, broad thumbs and/or halluces, and intellectual disability. RSTS phenotype has been well characterized in individuals of European descent but not in other populations. In this study, individuals from diverse populations with RSTS were assessed by clinical examination and facial analysis technology. Clinical data of 38 individuals from 14 different countries were analyzed. The median age was 7 years (age range: 7 months to 47 years), and 63% were females. The most common phenotypic features in all population groups included broad thumbs and/or halluces in 97%, convex nasal ridge in 94%, and arched eyebrows in 92%. Face images of 87 individuals with RSTS (age range: 2 months to 47 years) were collected for evaluation using facial analysis technology. We compared images from 82 individuals with RSTS against 82 age- and sex-matched controls and obtained an area under the receiver operating characteristic curve (AUC) of 0.99 (p < .001), demonstrating excellent discrimination efficacy. The discrimination was, however, poor in the African group (AUC: 0.79; p = .145). Individuals with EP300 variants were more effectively discriminated (AUC: 0.95) compared with those with CREBBP variants (AUC: 0.93). This study shows that clinical examination combined with facial analysis technology may enable earlier and improved diagnosis of RSTS in diverse populations.


Asunto(s)
Proteína p300 Asociada a E1A/genética , Etnicidad/genética , Cara/anomalías , Genética de Población , Mutación , Síndrome de Rubinstein-Taybi/epidemiología , Adolescente , Adulto , Estudios de Casos y Controles , Niño , Preescolar , Estudios de Cohortes , Femenino , Estudios de Asociación Genética , Humanos , Lactante , Agencias Internacionales , Masculino , Persona de Mediana Edad , Pronóstico , Síndrome de Rubinstein-Taybi/genética , Síndrome de Rubinstein-Taybi/patología , Adulto Joven
6.
Am J Med Genet A ; 182(2): 303-313, 2020 02.
Artículo en Inglés | MEDLINE | ID: mdl-31854143

RESUMEN

Turner syndrome (TS) is a common multiple congenital anomaly syndrome resulting from complete or partial absence of the second X chromosome. In this study, we explore the phenotype of TS in diverse populations using clinical examination and facial analysis technology. Clinical data from 78 individuals and images from 108 individuals with TS from 19 different countries were analyzed. Individuals were grouped into categories of African descent (African), Asian, Latin American, Caucasian (European descent), and Middle Eastern. The most common phenotype features across all population groups were short stature (86%), cubitus valgus (76%), and low posterior hairline 70%. Two facial analysis technology experiments were conducted: TS versus general population and TS versus Noonan syndrome. Across all ethnicities, facial analysis was accurate in diagnosing TS from frontal facial images as measured by the area under the curve (AUC). An AUC of 0.903 (p < .001) was found for TS versus general population controls and 0.925 (p < .001) for TS versus individuals with Noonan syndrome. In summary, we present consistent clinical findings from global populations with TS and additionally demonstrate that facial analysis technology can accurately distinguish TS from the general population and Noonan syndrome.


Asunto(s)
Anomalías Múltiples/epidemiología , Cara/anomalías , Síndrome de Noonan/epidemiología , Síndrome de Turner/epidemiología , Anomalías Múltiples/diagnóstico , Anomalías Múltiples/genética , Anomalías Múltiples/fisiopatología , Adolescente , Adulto , Pueblo Asiatico/genética , Niño , Preescolar , Cromosomas Humanos X/genética , Cara/patología , Reconocimiento Facial , Femenino , Hispánicos o Latinos/genética , Humanos , Lactante , Recién Nacido , Masculino , Persona de Mediana Edad , Síndrome de Noonan/diagnóstico , Síndrome de Noonan/genética , Síndrome de Noonan/fisiopatología , Fenotipo , Vigilancia de la Población , Síndrome de Turner/diagnóstico , Síndrome de Turner/genética , Síndrome de Turner/fisiopatología , Población Blanca/genética , Adulto Joven
7.
Am J Med Genet A ; 179(2): 150-158, 2019 02.
Artículo en Inglés | MEDLINE | ID: mdl-30614194

RESUMEN

Cornelia de Lange syndrome (CdLS) is a dominant multisystemic malformation syndrome due to mutations in five genes-NIPBL, SMC1A, HDAC8, SMC3, and RAD21. The characteristic facial dysmorphisms include microcephaly, arched eyebrows, synophrys, short nose with depressed bridge and anteverted nares, long philtrum, thin lips, micrognathia, and hypertrichosis. Most affected individuals have intellectual disability, growth deficiency, and upper limb anomalies. This study looked at individuals from diverse populations with both clinical and molecularly confirmed diagnoses of CdLS by facial analysis technology. Clinical data and images from 246 individuals with CdLS were obtained from 15 countries. This cohort included 49% female patients and ages ranged from infancy to 37 years. Individuals were grouped into ancestry categories of African descent, Asian, Latin American, Middle Eastern, and Caucasian. Across these populations, 14 features showed a statistically significant difference. The most common facial features found in all ancestry groups included synophrys, short nose with anteverted nares, and a long philtrum with thin vermillion of the upper lip. Using facial analysis technology we compared 246 individuals with CdLS to 246 gender/age matched controls and found that sensitivity was equal or greater than 95% for all groups. Specificity was equal or greater than 91%. In conclusion, we present consistent clinical findings from global populations with CdLS while demonstrating how facial analysis technology can be a tool to support accurate diagnoses in the clinical setting. This work, along with prior studies in this arena, will assist in earlier detection, recognition, and treatment of CdLS worldwide.


Asunto(s)
Anomalías Múltiples/genética , Proteínas de Ciclo Celular/genética , Síndrome de Cornelia de Lange/genética , Discapacidad Intelectual/genética , Anomalías Múltiples/epidemiología , Anomalías Múltiples/fisiopatología , Adolescente , Adulto , Niño , Preescolar , Proteoglicanos Tipo Condroitín Sulfato/genética , Proteínas Cromosómicas no Histona/genética , Síndrome de Cornelia de Lange/epidemiología , Síndrome de Cornelia de Lange/fisiopatología , Cara/fisiopatología , Femenino , Humanos , Procesamiento de Imagen Asistido por Computador , Lactante , Recién Nacido , Discapacidad Intelectual/epidemiología , Discapacidad Intelectual/fisiopatología , Masculino , Mutación , Fenotipo , Grupos Raciales/genética , Adulto Joven
9.
Am J Med Genet A ; 173(9): 2323-2334, 2017 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-28748642

RESUMEN

Noonan syndrome (NS) is a common genetic syndrome associated with gain of function variants in genes in the Ras/MAPK pathway. The phenotype of NS has been well characterized in populations of European descent with less attention given to other groups. In this study, individuals from diverse populations with NS were evaluated clinically and by facial analysis technology. Clinical data and images from 125 individuals with NS were obtained from 20 countries with an average age of 8 years and female composition of 46%. Individuals were grouped into categories of African descent (African), Asian, Latin American, and additional/other. Across these different population groups, NS was phenotypically similar with only 2 of 21 clinical elements showing a statistically significant difference. The most common clinical characteristics found in all population groups included widely spaced eyes and low-set ears in 80% or greater of participants, short stature in more than 70%, and pulmonary stenosis in roughly half of study individuals. Using facial analysis technology, we compared 161 Caucasian, African, Asian, and Latin American individuals with NS with 161 gender and age matched controls and found that sensitivity was equal to or greater than 94% for all groups, and specificity was equal to or greater than 90%. In summary, we present consistent clinical findings from global populations with NS and additionally demonstrate how facial analysis technology can support clinicians in making accurate NS diagnoses. This work will assist in earlier detection and in increasing recognition of NS throughout the world.


Asunto(s)
Cara/fisiopatología , Genética de Población , Síndrome de Noonan/genética , Pueblo Asiatico , Población Negra/genética , Niño , Femenino , Humanos , Masculino , Quinasas de Proteína Quinasa Activadas por Mitógenos/genética , Síndrome de Noonan/fisiopatología , Transducción de Señal , Población Blanca/genética , Proteínas ras/genética
10.
Am J Med Genet A ; 173(1): 42-53, 2017 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-27991738

RESUMEN

Down syndrome is the most common cause of cognitive impairment and presents clinically with universally recognizable signs and symptoms. In this study, we focus on exam findings and digital facial analysis technology in individuals with Down syndrome in diverse populations. Photos and clinical information were collected on 65 individuals from 13 countries, 56.9% were male and the average age was 6.6 years (range 1 month to 26 years; SD = 6.6 years). Subjective findings showed that clinical features were different across ethnicities (Africans, Asians, and Latin Americans), including brachycephaly, ear anomalies, clinodactyly, sandal gap, and abundant neck skin, which were all significantly less frequent in Africans (P < 0.001, P < 0.001, P < 0.001, P < 0.05, and P < 0.05, respectively). Evaluation using a digital facial analysis technology of a larger diverse cohort of newborns to adults (n = 129 cases; n = 132 controls) was able to diagnose Down syndrome with a sensitivity of 0.961, specificity of 0.924, and accuracy of 0.943. Only the angles at medial canthus and ala of the nose were common significant findings amongst different ethnicities (Caucasians, Africans, and Asians) when compared to ethnically matched controls. The Asian group had the least number of significant digital facial biometrics at 4, compared to Caucasians at 8 and Africans at 7. In conclusion, this study displays the wide variety of findings across different geographic populations in Down syndrome and demonstrates the accuracy and promise of digital facial analysis technology in the diagnosis of Down syndrome internationally. © 2016 Wiley Periodicals, Inc.


Asunto(s)
Síndrome de Down/diagnóstico , Síndrome de Down/epidemiología , Facies , Estudios de Asociación Genética , Fenotipo , Grupos de Población/estadística & datos numéricos , Vigilancia de la Población , Adolescente , Adulto , Biomarcadores , Estudios de Casos y Controles , Niño , Preescolar , Síndrome de Down/genética , Femenino , Humanos , Lactante , Recién Nacido , Masculino , Grupos de Población/genética , Sensibilidad y Especificidad , Adulto Joven
11.
Am J Med Genet A ; 173(4): 879-888, 2017 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-28328118

RESUMEN

22q11.2 deletion syndrome (22q11.2 DS) is the most common microdeletion syndrome and is underdiagnosed in diverse populations. This syndrome has a variable phenotype and affects multiple systems, making early recognition imperative. In this study, individuals from diverse populations with 22q11.2 DS were evaluated clinically and by facial analysis technology. Clinical information from 106 individuals and images from 101 were collected from individuals with 22q11.2 DS from 11 countries; average age was 11.7 and 47% were male. Individuals were grouped into categories of African descent (African), Asian, and Latin American. We found that the phenotype of 22q11.2 DS varied across population groups. Only two findings, congenital heart disease and learning problems, were found in greater than 50% of participants. When comparing the clinical features of 22q11.2 DS in each population, the proportion of individuals within each clinical category was statistically different except for learning problems and ear anomalies (P < 0.05). However, when Africans were removed from analysis, six additional clinical features were found to be independent of ethnicity (P ≥ 0.05). Using facial analysis technology, we compared 156 Caucasians, Africans, Asians, and Latin American individuals with 22q11.2 DS with 156 age and gender matched controls and found that sensitivity and specificity were greater than 96% for all populations. In summary, we present the varied findings from global populations with 22q11.2 DS and demonstrate how facial analysis technology can assist clinicians in making accurate 22q11.2 DS diagnoses. This work will assist in earlier detection and in increasing recognition of 22q11.2 DS throughout the world.


Asunto(s)
Identificación Biométrica/métodos , Síndrome de DiGeorge/diagnóstico , Cardiopatías Congénitas/diagnóstico , Interpretación de Imagen Asistida por Computador/métodos , Discapacidades para el Aprendizaje/diagnóstico , Adolescente , Adulto , Pueblo Asiatico , Población Negra , Niño , Preescolar , Cromosomas Humanos Par 22/química , Síndrome de DiGeorge/etnología , Síndrome de DiGeorge/genética , Síndrome de DiGeorge/patología , Facies , Femenino , Cardiopatías Congénitas/etnología , Cardiopatías Congénitas/genética , Cardiopatías Congénitas/patología , Hispánicos o Latinos , Humanos , Hibridación Fluorescente in Situ , Lactante , Recién Nacido , Discapacidades para el Aprendizaje/etnología , Discapacidades para el Aprendizaje/genética , Discapacidades para el Aprendizaje/fisiopatología , Masculino , Fenotipo , Población Blanca
12.
J Trop Pediatr ; 62(1): 38-45, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26507407

RESUMEN

Global developmental delay (GDD) is defined as a significant delay in two or more developmental domains: gross or fine motor, speech/language, cognitive, social/personal and activities of daily living. Many of these children will go on to be diagnosed with intellectual disability (ID), which is most commonly defined as having an IQ <75 in addition to impairment in adaptive functioning. Cytogenetic studies have been performed in 664 Rwandan pediatric patients presenting GDD/ID and/or multiple congenital abnormalities (MCA). Karyotype analysis was performed in all patients and revealed 260 chromosomal abnormalities. The most frequent chromosomal abnormality was Down syndrome and then Edward syndrome and Patau syndrome. Other identified chromosomal abnormalities included 47,XX,+del(9)(q11), 46,XY,del(13)(q34) and 46,XX,der(22)t(10;22)(p10;p10)mat. In conclusion, our results highlight the high frequency of cytogenetically detectable abnormalities in this series, with implications for the burden on the healthcare. This study demonstrates the importance of cytogenetic analysis in patients with GDD/ID and MCA.


Asunto(s)
Anomalías Múltiples/genética , Aberraciones Cromosómicas , Análisis Citogenético/métodos , Discapacidades del Desarrollo/genética , Discapacidad Intelectual/genética , Anomalías Múltiples/etiología , Actividades Cotidianas , Adolescente , Niño , Preescolar , Trastornos de los Cromosomas/diagnóstico , Trastornos de los Cromosomas/genética , Cromosomas Humanos Par 13/genética , Cromosomas Humanos Par 18/genética , Discapacidades del Desarrollo/etiología , Síndrome de Down/diagnóstico , Síndrome de Down/genética , Femenino , Humanos , Discapacidad Intelectual/etiología , Cariotipificación , Masculino , Rwanda , Trisomía/diagnóstico , Trisomía/genética , Síndrome de la Trisomía 13 , Síndrome de la Trisomía 18
14.
BMC Med Genet ; 15: 79, 2014 Jul 12.
Artículo en Inglés | MEDLINE | ID: mdl-25016475

RESUMEN

BACKGROUND: Array-CGH is considered as the first-tier investigation used to identify copy number variations. Right now, there is no available data about the genetic etiology of patients with development delay/intellectual disability and congenital malformation in East Africa. METHODS: Array comparative genomic hybridization was performed in 50 Rwandan patients with development delay/intellectual disability and multiple congenital abnormalities, using the Agilent's 180 K microarray platform. RESULTS: Fourteen patients (28%) had a global development delay whereas 36 (72%) patients presented intellectual disability. All patients presented multiple congenital abnormalities. Clinically significant copy number variations were found in 13 patients (26%). Size of CNVs ranged from 0,9 Mb to 34 Mb. Six patients had CNVs associated with known syndromes, whereas 7 patients presented rare genomic imbalances. CONCLUSION: This study showed that CNVs are present in African population and show the importance to implement genetic testing in East-African countries.


Asunto(s)
Anomalías Múltiples/genética , Hibridación Genómica Comparativa/métodos , Discapacidades del Desarrollo/genética , Discapacidad Intelectual/genética , Adolescente , Niño , Preescolar , Variaciones en el Número de Copia de ADN , Femenino , Variación Genética , Humanos , Masculino , Rwanda
15.
J Trop Pediatr ; 60(2): 112-7, 2014 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-24213305

RESUMEN

Duchenne and Becker muscular dystrophies are the most common clinical forms of muscular dystrophies. They are genetically X-linked diseases caused by a mutation in the dystrophin (DMD) gene. A genetic diagnosis was carried out in six Rwandan patients presenting a phenotype of Duchenne and Becker muscular dystrophies and six asymptomatic female carrier relatives using multiplex ligation-dependent probe amplification (MLPA). Our results revealed deletion of the exons 48-51 in one patient, an inherited deletion of the exons 8-21 in two brothers and a de novo deletion of the exons 46-50 in the fourth patient. No copy number variation was found in two patients. Only one female carrier presented exon deletion in the DMD gene. This is the first cohort of genetic analysis in Rwandan patients affected by Duchenne and Becker muscular dystrophies. This report confirmed that MLPA assay can be easily implemented in low-income countries.


Asunto(s)
Variaciones en el Número de Copia de ADN/genética , Análisis Mutacional de ADN/métodos , Distrofina/genética , Exones/genética , Reacción en Cadena de la Polimerasa Multiplex/métodos , Distrofia Muscular de Duchenne/genética , Adolescente , Niño , Preescolar , Femenino , Eliminación de Gen , Pruebas Genéticas , Humanos , Masculino , Distrofia Muscular de Duchenne/diagnóstico , Mutación/genética , Fenotipo , Rwanda
16.
medRxiv ; 2024 Mar 08.
Artículo en Inglés | MEDLINE | ID: mdl-37503210

RESUMEN

Dysmorphologists sometimes encounter challenges in recognizing disorders due to phenotypic variability influenced by factors such as age and ethnicity. Moreover, the performance of Next Generation Phenotyping Tools such as GestaltMatcher is dependent on the diversity of the training set. Therefore, we developed GestaltMatcher Database (GMDB) - a global reference for the phenotypic variability of rare diseases that complies with the FAIR-principles. We curated dysmorphic patient images and metadata from 2,224 publications, transforming GMDB into an online dynamic case report journal. To encourage clinicians worldwide to contribute, each case can receive a Digital Object Identifier (DOI), making it a citable micro-publication. This resulted in a collection of 2,312 unpublished images, partly with longitudinal data. We have compiled a collection of 10,189 frontal images from 7,695 patients representing 683 disorders. The web interface enables gene- and phenotype-centered queries for registered users (https://db.gestaltmatcher.org/). Despite the predominant European ancestry of most patients (59%), our global collaborations have facilitated the inclusion of data from frequently underrepresented ethnicities, with 17% Asian, 4% African, and 6% with other ethnic backgrounds. The analysis has revealed a significant enhancement in GestaltMatcher performance across all ethnic groups, incorporating non-European ethnicities, showcasing a remarkable increase in Top-1-Accuracy by 31.56% and Top-5-Accuracy by 12.64%. Importantly, this improvement was achieved without altering the performance metrics for European patients. GMDB addresses dysmorphology challenges by representing phenotypic variability and including underrepresented groups, enhancing global diagnostic rates and serving as a vital clinician reference database.

17.
Res Sq ; 2024 Jun 10.
Artículo en Inglés | MEDLINE | ID: mdl-38903062

RESUMEN

The most important factor that complicates the work of dysmorphologists is the significant phenotypic variability of the human face. Next-Generation Phenotyping (NGP) tools that assist clinicians with recognizing characteristic syndromic patterns are particularly challenged when confronted with patients from populations different from their training data. To that end, we systematically analyzed the impact of genetic ancestry on facial dysmorphism. For that purpose, we established the GestaltMatcher Database (GMDB) as a reference dataset for medical images of patients with rare genetic disorders from around the world. We collected 10,980 frontal facial images - more than a quarter previously unpublished - from 8,346 patients, representing 581 rare disorders. Although the predominant ancestry is still European (67%), data from underrepresented populations have been increased considerably via global collaborations (19% Asian and 7% African). This includes previously unpublished reports for more than 40% of the African patients. The NGP analysis on this diverse dataset revealed characteristic performance differences depending on the composition of training and test sets corresponding to genetic relatedness. For clinical use of NGP, incorporating non-European patients resulted in a profound enhancement of GestaltMatcher performance. The top-5 accuracy rate increased by +11.29%. Importantly, this improvement in delineating the correct disorder from a facial portrait was achieved without decreasing the performance on European patients. By design, GMDB complies with the FAIR principles by rendering the curated medical data findable, accessible, interoperable, and reusable. This means GMDB can also serve as data for training and benchmarking. In summary, our study on facial dysmorphism on a global sample revealed a considerable cross ancestral phenotypic variability confounding NGP that should be counteracted by international efforts for increasing data diversity. GMDB will serve as a vital reference database for clinicians and a transparent training set for advancing NGP technology.

18.
Infect Agent Cancer ; 18(1): 63, 2023 Oct 19.
Artículo en Inglés | MEDLINE | ID: mdl-37858187

RESUMEN

BACKGROUND: There is an increase in number of Human Papillomavirus related head and neck squamous cell carcinoma (HPV-related HNSCC) High risk HPV(HR-HPV) types can be cleared by an infected person, however, some can persist and develop HN cancer. There is a broad knowledge gap regarding HPV and related cancers. MAIN TEXT: The aim of this review is to assess existing published knowledge on oral-genital HPV transmission, concordance of HPV genotypes and risk of oral or/and genital lesions among spouses/partners of patients diagnosed with HPV-related HNSCC, identify gaps in the current research and highlight areas that requires further inquiry. METHOD: Database like Pub med, Google Scholar, Scopus, Puplon, Wiley online library were used for search strategy. Published papers on transmission, concordance of HPV genotypes and genital lesions among spouses/partners of patients diagnosed with HPV-related HNSCC were included. Papers published from January1,2000 to October 31, 2022 were included. The published papers included are 8 Case reports, 2 cross-sectional studies, 3 Cohort studies and 2 systematic reviews. RESULTS: A total of 2125 citations were retrieved from the five sources. 15papers were included. Case reports reported concurrent HPV-related oropharyngeal, tonsillar, unspecified HNSCC, laryngeal and nasopharyngeal carcinoma among couples. The two cross-sectional studies were done. Almost all the tumors taken from patients with HPV-related oropharyngeal carcinoma (HPV-related OPC) and their spouses were positive for identical HPV 16 type. The three cohort studies showed an increase risk of upper aero-digestive tract cancer among male spouses of females with cervical cancer. Two systematic reviews reviewed literature studies which evaluated concurrent cases of HPV-related Oropharyngeal cancers. Examination of these papers showed that the majority of the studies suggested that there is HPV transmission, concordance and risk of HNSCC cancer among spouses with HPV-related oral-genital cancer. No studies evaluated the risk of developing genital cancer in spouses of patients with HNSCC. CONCLUSION: The findings of this review highlighted big need of further research on oral-genital HPV infection among spouses of patients diagnosed with HPV-related HNSCC. Studies are needed to evaluate the risk of getting genital and upper aero-digestive tract HPV-related cancer among spouses with HPV-related HNC.

19.
Transl Psychiatry ; 13(1): 237, 2023 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-37391434

RESUMEN

Observational studies have shown an association between post-traumatic stress disorder (PTSD) and ischemic stroke (IS) but given the susceptibility to confounding it is unclear if these associations represent causal effects. Mendelian randomization (MR) facilitates causal inference that is robust to the influence of confounding. Using two sample MR, we investigated the causal effect of genetic liability to PTSD on IS risk. Ancestry-specific genetic instruments of PTSD and four quantitative sub-phenotypes of PTSD, including hyperarousal, avoidance, re-experiencing, and total symptom severity score (PCL-Total) were obtained from the Million Veteran Programme (MVP) using a threshold P value (P) of <5 × 10-7, clumping distance of 1000 kilobase (Mb) and r2 < 0.01. Genetic association estimates for IS were obtained from the MEGASTROKE consortium (Ncases = 34,217, Ncontrols = 406,111) for European ancestry individuals and from the Consortium of Minority Population Genome-Wide Association Studies of Stroke (COMPASS) (Ncases = 3734, Ncontrols = 18,317) for African ancestry individuals. We used the inverse-variance weighted (IVW) approach as the main analysis and performed MR-Egger and the weighted median methods as pleiotropy-robust sensitivity analyses. In European ancestry individuals, we found evidence of an association between genetic liability to PTSD avoidance, and PCL-Total and increased IS risk (odds ratio (OR)1.04, 95% Confidence Interval (CI) 1.007-1.077, P = 0.017 for avoidance and (OR 1.02, 95% CI 1.010-1.040, P = 7.6 × 10-4 for PCL total). In African ancestry individuals, we found evidence of an association between genetically liability to PCL-Total and reduced IS risk (OR 0.95 (95% CI 0.923-0.991, P = 0.01) and hyperarousal (OR 0.83 (95% CI 0.691-0.991, P = 0.039) but no association was observed for PTSD case-control, avoidance, or re-experiencing. Similar estimates were obtained with MR sensitivity analyses. Our findings suggest that specific sub-phenotypes of PTSD, such as hyperarousal, avoidance, PCL total, may have a causal effect on people of European and African ancestry's risk of IS. This shows that the molecular mechanisms behind the relationship between IS and PTSD may be connected to symptoms of hyperarousal and avoidance. To clarify the precise biological mechanisms involved and how they may vary between populations, more research is required.


Asunto(s)
Accidente Cerebrovascular Isquémico , Trastornos por Estrés Postraumático , Accidente Cerebrovascular , Humanos , Trastornos por Estrés Postraumático/genética , Estudio de Asociación del Genoma Completo , Análisis de la Aleatorización Mendeliana , Accidente Cerebrovascular/epidemiología , Accidente Cerebrovascular/genética
20.
Epigenomics ; 14(1): 11-25, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34875875

RESUMEN

Aim & methods: We conducted a pilot epigenome-wide association study of women from Tutsi ethnicity exposed to the genocide while pregnant and their resulting offspring, and a comparison group of women who were pregnant at the time of the genocide but living outside of Rwanda.Results: Fifty-nine leukocyte-derived DNA samples survived quality control: 33 mothers (20 exposed, 13 unexposed) and 26 offspring (16 exposed, 10 unexposed). Twenty-four significant differentially methylated regions (DMRs) were identified in mothers and 16 in children. Conclusions:In utero genocide exposure was associated with CpGs in three of the 24 DMRs: BCOR, PRDM8 and VWDE, with higher DNA methylation in exposed versus unexposed offspring. Of note, BCOR and VWDE show significant correlation between brain and blood DNA methylation within individuals, suggesting these peripherally derived signals of genocide exposure may have relevance to the brain.


Lay abstract The 1994 Rwandan genocide against ethnic Tutsi has been associated with adverse mental health outcomes in survivors decades later, but the molecular mechanisms that contribute to this association remain poorly characterized. Epigenetic mechanisms such as DNA methylation regulate gene function and change in response to life experiences. We identified differentially methylated regions (DMRs) in genocide-exposed versus unexposed mothers and children. In utero genocide exposure was linked with methylation differences in three maternal DMRs, with higher methylation in exposed offspring. Two of three DMRs show correlation between brain and blood methylation within individuals, suggesting that peripherally derived signals of genocide exposure may be relevant to the brain.


Asunto(s)
Genocidio , Trastornos por Estrés Postraumático , Niño , Metilación de ADN , Epigenoma , Femenino , Humanos , Leucocitos , Embarazo , Rwanda , Sobrevivientes
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