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Fang Y, Gao J, Guo Y, Li X, Yuan E, Yuan E, Song L, Shi Q, Yu H, Zhao D, Zhang L. Allelic phenotype prediction of phenylketonuria based on the machine learning method. Hum Genomics 2023; 17:34. [PMID: 37004080 PMCID: PMC10064562 DOI: 10.1186/s40246-023-00481-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Accepted: 03/25/2023] [Indexed: 04/03/2023] Open
Abstract
BACKGROUND Phenylketonuria (PKU) is caused by mutations in the phenylalanine hydroxylase (PAH) gene. Our study aimed to predict the phenotype using the allelic genotype. METHODS A total of 1291 PKU patients with 623 various variants were used as the training dataset for predicting allelic phenotypes. We designed a common machine learning framework to predict allelic genotypes associated with the phenotype. RESULTS We identified 235 different mutations and 623 various allelic genotypes. The features extracted from the structure of mutations and graph properties of the PKU network to predict the phenotype of PKU were named PPML (PKU phenotype predicted by machine learning). The phenotype of PKU was classified into three different categories: classical PKU (cPKU), mild PKU (mPKU) and mild hyperphenylalaninemia (MHP). Three hub nodes (c.728G>A for cPKU, c.721 for mPKU and c.158G>A for HPA) were used as each classification center, and 5 node attributes were extracted from the network graph for machine learning training features. The area under the ROC curve was AUC = 0.832 for cPKU, AUC = 0.678 for mPKU and AUC = 0.874 for MHP. This suggests that PPML is a powerful method to predict allelic phenotypes in PKU and can be used for genetic counseling of PKU families. CONCLUSIONS The web version of PPML predicts PKU allele classification supported by applicable real cases and prediction results. It is an online database that can be used for PKU phenotype prediction http://www.bioinfogenetics.info/PPML/ .
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Affiliation(s)
- Yang Fang
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China.
| | - Jinshuang Gao
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Yaqing Guo
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Xiaole Li
- Neonatal Screening Center, The Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Enwu Yuan
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Erfeng Yuan
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Liying Song
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Qianqian Shi
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Haiyang Yu
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Dehua Zhao
- Neonatal Screening Center, The Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China
| | - Linlin Zhang
- Department of Laboratory Medicine, Third Affiliated Hospital of Zhengzhou University, 7 Kangfu Qian Street, Zhengzhou, 450052, Henan, People's Republic of China.
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Wilhelm K, Edick MJ, Berry SA, Hartnett M, Brower A. Using Long-Term Follow-Up Data to Classify Genetic Variants in Newborn Screened Conditions. Front Genet 2022; 13:859837. [PMID: 35692825 PMCID: PMC9178101 DOI: 10.3389/fgene.2022.859837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 04/28/2022] [Indexed: 11/16/2022] Open
Abstract
With the rapid increase in publicly available sequencing data, healthcare professionals are tasked with understanding how genetic variation informs diagnosis and affects patient health outcomes. Understanding the impact of a genetic variant in disease could be used to predict susceptibility/protection and to help build a personalized medicine profile. In the United States, over 3.8 million newborns are screened for several rare genetic diseases each year, and the follow-up testing of screen-positive newborns often involves sequencing and the identification of variants. This presents the opportunity to use longitudinal health information from these newborns to inform the impact of variants identified in the course of diagnosis. To test this, we performed secondary analysis of a 10-year natural history study of individuals diagnosed with metabolic disorders included in newborn screening (NBS). We found 564 genetic variants with accompanying phenotypic data and identified that 161 of the 564 variants (29%) were not included in ClinVar. We were able to classify 139 of the 161 variants (86%) as pathogenic or likely pathogenic. This work demonstrates that secondary analysis of longitudinal data collected as part of NBS finds unreported genetic variants and the accompanying clinical information can inform the relationship between genotype and phenotype.
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Affiliation(s)
- Kevin Wilhelm
- Newborn Screening Translational Research Network, American College of Medical Genetics and Genomics, Bethesda, MD, United States
- Graduate Program in Genetics and Genomics, Graduate School of Biological Sciences, Baylor College of Medicine, Houston, TX, United States
| | | | - Susan A. Berry
- Department of Pediatrics, Division of Genetics and Metabolism, University of Minnesota, Minneapolis, MN, United States
| | - Michael Hartnett
- Newborn Screening Translational Research Network, American College of Medical Genetics and Genomics, Bethesda, MD, United States
| | - Amy Brower
- Newborn Screening Translational Research Network, American College of Medical Genetics and Genomics, Bethesda, MD, United States
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3
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Enacán RE, Miñana MN, Fernandez L, Valle MG, Salerno M, Fraga CI, Santos-Simarro F, Prieto L, Lapunzina P, Specola N, Chiesa AE. Phenylalanine Hydroxylase (PAH) Genotyping in PKU Argentine Patients. JOURNAL OF INBORN ERRORS OF METABOLISM AND SCREENING 2019. [DOI: 10.1590/2326-4594-jiems-2019-0012] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
| | | | | | | | | | | | | | - Laura Prieto
- Fundación de Endocrinología Infantil (FEI), Argentina
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4
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Abstract
More than 950 phenylalanine hydroxylase (PAH) gene variants have been identified in people with phenylketonuria (PKU). These vary in their consequences for the residual level of PAH activity, from having little or no effect to abolishing PAH activity completely. Advances in genotyping technology and the availability of locus-specific and genotype databases have greatly expanded our understanding of the correlations between individual gene variant, residual PAH activity, tetrahydrobiopterin (BH4 ) responsiveness, and the clinical PKU phenotype. Most patients (∼76%) have compound heterozygous PAH gene variants and one mutated allele may markedly influence the activity of the second mutated allele, which in turn may influence either positively or negatively the activity of the biologically active heterotetrameric form of the PAH. While it is possible to predict the level of BH4 responsiveness (∼71%) and PKU severity (∼78%) from the nature of the underlying gene variants, these relationships remain complex and incompletely understood. A greater understanding of these relationships may increase the potential for individualized management of PKU in future. Inherited deficiencies in BH4 metabolism account for about 1%-2% of all hyperphenylalaninemias and are clinically more severe than PKU. Almost 90% of all patients are deficient in 6-pyruvoyl-tetrahydropterin synthase and dihydropteridine reductase.
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Affiliation(s)
- Nenad Blau
- Dietmar-Hopp-Metabolic Center, University Children's Hospital, Heidelberg, Germany
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5
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Molecular Diagnosis of Phenylketonuria: From Defective Protein to Disease-Causing Gene Mutation. J Med Biochem 2009. [DOI: 10.2478/v10011-009-0021-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Molecular Diagnosis of Phenylketonuria: From Defective Protein to Disease-Causing Gene MutationPhenylketonuria (PKU) is the most common inborn error of amino acid metabolism, with an average incidence of 1/10000 in Caucasians. PKU is caused by more than 500 mutations in the phenylalanine hydroxylase gene (PAH) which result in phenylalanine hydroxylase (PAH) enzyme deficiency. Two approaches, in vitro expression analysis of mutant PAH and genotype-phenotype correlation study, are used for the assessment of severity ofPAHmutations. It has been shown that there is a significant correlation between mutantPAHgenotypes and PKU phenotypes. As a result, the molecular diagnosis is completely shifted toward the detection of mutations in the phenylalanine hydroxylase gene. The study of the molecular basis of PKU in Serbia included identification of the spectrum and frequency ofPAHmutations in Serbian PKU patients and genotype-phenotype correlation analysis. By using both PCR-RFLP and »broad range« DGGE/DNA sequencing analysis, the mutation detection rate reached 97%. Thus, the base for molecular diagnosis, genetic counseling and selection of BH4-responsive PKU patients in Serbia was created.
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6
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Daniele A, Scala I, Cardillo G, Pennino C, Ungaro C, Sibilio M, Parenti G, Esposito L, Zagari A, Andria G, Salvatore F. Functional and structural characterization of novel mutations and genotype-phenotype correlation in 51 phenylalanine hydroxylase deficient families from Southern Italy. FEBS J 2009; 276:2048-59. [DOI: 10.1111/j.1742-4658.2009.06940.x] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Abstract
"Inborn errors of metabolism," first recognized 100 years ago by Garrod, were seen as transforming evidence for chemical and biological individuality. Phenylketonuria (PKU), a Mendelian autosomal recessive phenotype, was identified in 1934 by Asbjörn Fölling. It is a disease with impaired postnatal cognitive development resulting from a neurotoxic effect of hyperphenylalaninemia (HPA). Its metabolic phenotype is accountable to multifactorial origins both in nurture, where the normal nutritional experience introduces L-phenylalanine, and in nature, where mutations (>500 alleles) occur in the phenylalanine hydroxylase gene (PAH) on chromosome 12q23.2 encoding the L-phenylalanine hydroxylase enzyme (EC 1.14.16.1). The PAH enzyme converts phenylalanine to tyrosine in the presence of molecular oxygen and catalytic amounts of tetrahydrobiopterin (BH4), its nonprotein cofactor. PKU is among the first of the human genetic diseases to enter, through newborn screening, the domain of public health, and to show a treatment effect. This effect caused a paradigm shift in attitudes about genetic disease. The PKU story contains many messages, including: a framework on which to appreciate the complexity of PKU in which phenotype reflects both locus-specific and genomic components; what the human PAH gene tells us about human population genetics and evolution of modern humans; and how our interest in PKU is served by a locus-specific mutation database (http://www.pahdb.mcgill.ca; last accessed 20 March 2007). The individual Mendelian PKU phenotype has no "simple" or single explanation; every patient has her/his own complex PKU phenotype and will be treated accordingly. Knowledge about PKU reveals genomic components of both disease and health.
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Affiliation(s)
- Charles R Scriver
- Department of Human Genetics, Faculty of Medicine, McGill University, Montreal, Quebec, Canada.
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Santana da Silva LC, Carvalho TS, da Silva FB, Morari L, Fachel AA, Pires R, Refosco LF, Desnick RJ, Giugliani R, Saraiva Pereira ML. Molecular characterization of phenylketonuria in South Brazil. Mol Genet Metab 2003; 79:17-24. [PMID: 12765842 DOI: 10.1016/s1096-7192(03)00032-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Phenylketonuria (PKU) is an autosomal recessive disorder due to phenylalanine hydroxylase (PAH) deficiency. The PAH gene, located at 12q22-q24.1, includes about 90kb and contains 13 exons. To date, more than 420 different alterations have been identified in the PAH gene. To determine the nature and frequency of PAH mutations in PKU patients from South Brazil, mutation analysis was performed on genomic DNA from 23 unrelated PKU patients. The 13 exons and flanking regions of the PAH gene were amplified by PCR and the amplicons were analyzed by single strand conformation polymorphism (SSCP). Amplicons that showed abnormal migration patterns were analyzed by restriction endonuclease digestion and/or sequencing. Twenty-two previously reported mutations were identified including R261X, R408W, IVS2nt5g-->c, R261Q, and V388M. Polymorphisms were observed in 48.8% of the PKU patients, the most frequent being IVS2nt19t-->c, V245V, and IVS12nt-35c-->t. In addition, two novel sequence variants were identified: 1378g-->t in the 3(')-untranslated region in exon 13 which may be disease-causing and an intron 12 polymorphism, IVS12nt-15t-->c. The mutation spectrum in the patients from Southern Brazil differed from that observed in patients from other Latin American countries and further defined the molecular heterogeneity of this disease.
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Glushakov AV, Dennis DM, Morey TE, Sumners C, Cucchiara RF, Seubert CN, Martynyuk AE. Specific inhibition of N-methyl-D-aspartate receptor function in rat hippocampal neurons by L-phenylalanine at concentrations observed during phenylketonuria. Mol Psychiatry 2002; 7:359-67. [PMID: 11986979 DOI: 10.1038/sj.mp.4000976] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2001] [Revised: 08/08/2001] [Accepted: 08/08/2001] [Indexed: 02/02/2023]
Abstract
Hippocampal N-methyl-D-aspartate receptors (NMDARs) are thought to be involved in the regulation of memory formation and learning. Investigation of NMDAR function during experimental conditions known to be associated with impaired cognition in vivo may provide new insights into the role of NMDARs in learning and memory. Specifically, the mechanism whereby high concentrations of L-phenylalanine (L-Phe) during phenylketonuria (>1.2 mM) cause mental retardation remains unknown. Therefore, the effects of L-Phe on NMDA-activated currents (I(NMDA)) were studied in cultured hippocampal neurons from newborn rats using the patch-clamp technique. L-Phe specifically and reversibly attenuated I(NMDA) in a concentration-dependent manner (IC(50) = 1.71 +/- 0.24 mM). In contrast, L-tyrosine (L-Tyr), an amino acid synthesized from L-Phe in normal subjects, did not significantly change I(NMDA). Although the L-Phe-I(NMDA) concentration-response relationship was independent of the concentration of NMDA, it was shifted rightward by increasing the concentration of glycine. Consistent with an effect of L-Phe on the NMDAR glycine-binding site, L-Phe (1 mM) did not attenuate I(NMDA) in the presence of D-alanine (10 microM). Furthermore, L-Phe significantly attenuated neither glutamate-activated current in the presence of MK-801, nor current activated by AMPA. The finding that L-Phe inhibits specifically NMDAR current in hippocampal neurons by competing for the glycine-binding site suggests a role for impaired NMDAR function in the development of mental retardation during phenylketonuria and accordingly an important role for NMDARs in memory formation and learning.
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Affiliation(s)
- A V Glushakov
- Department of Anesthesiology, University of Florida, Gainsville, FL 32610-0254, USA
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10
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Enns GM, Martinez DR, Kuzmin AI, Koch R, Wakeem CK, Woo SL, Eisensmith RC, Packman S. Molecular correlations in phenylketonuria: mutation patterns and corresponding biochemical and clinical phenotypes in a heterogeneous California population. Pediatr Res 1999; 46:594-602. [PMID: 10541324 DOI: 10.1203/00006450-199911000-00017] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
We studied 133 California phenylketonuria (PKU) patients and one obligate heterozygote to delineate the molecular basis of PKU in a population with greater ethnic diversity than in previous studies, and to determine whether a correlation exists between genotype and clinical phenotype, with the latter defined by both the diagnostic pretreatment blood phenylalanine (PHE) level and cognitive (IQ) test scores. To determine PAH genotypes, we used PCR-mediated amplification, denaturing gradient gel electrophoresis, and direct sequencing on dried whole blood samples. Where possible, mutation severity was defined according to predicted in vitro PAH enzyme activity estimated by using Cos cell expression analysis for a given mutation. We then asked whether mutation severity, as defined by such expression analysis, correlated with pretreatment PHE levels or with IQ test results. A mutation was identified in 236 (88%) of 267 mutant alleles. Seventeen new mutant alleles were found; A47E, T81P, I102T, E182G, T328D, Y343P, K371R, Y387H, A389E, E422K, IVS9nt5, IVS11nt20, delS70, del364-368/del198-220, delF299, delT323, and -1C/T. In striking contrast to a number of studies in other populations, in this study, based on predicted PAH activity, we observed no correlation between mutation severity and pretreatment PHE levels. There was also no correlation between genotype and IQ. We conclude that in samples collected from an ethnically heterogeneous population, there is no correlation of mutation severity with either pretreatment PHE levels or IQ measurement in treated patients. We caution that genetic counseling in PKU should incorporate the notion that prognosis may not be predicted with precision based on mutation analysis in a given patient.
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Affiliation(s)
- G M Enns
- Department of Pediatrics, University of California, San Francisco 94143-0748, USA
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11
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Güttler F, Azen C, Guldberg P, Romstad A, Hanley WB, Levy HL, Matalon R, Rouse BM, Trefz F, de la Cruz F, Koch R. Relationship among genotype, biochemical phenotype, and cognitive performance in females with phenylalanine hydroxylase deficiency: report from the Maternal Phenylketonuria Collaborative Study. Pediatrics 1999; 104:258-62. [PMID: 10429004 DOI: 10.1542/peds.104.2.258] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVE To examine the relationship of phenylalanine hydroxylase (PAH) genotypes to biochemical phenotype and cognitive development in maternal phenylketonuria (PKU). METHODOLOGY PAH gene mutations were examined in 222 hyperphenylalaninemic females enrolled in the Maternal PKU Collaborative Study (MPKUCS). A total of 84 different mutations were detected, and complete genotype was obtained in 199 individuals. Based on previous knowledge about mutation-phenotype associations, 78 of the mutations could be assigned to one of four classes of severity (severe PKU, moderate PKU, mild PKU, and mild hyperphenylalaninemia [MHP]). Then, 189 MPKUCS subjects were grouped according to the various combinations of mutation classifications. The sample sizes were large enough for statistical testing in four groups with at least one mutation that completely abolishes enzyme activity. These patients are considered functionally hemizygous. RESULTS The biochemical phenotype predicted from the genotype in functionally hemizygous patients was related significantly to the assigned phenylalanine level. Cognitive performance (IQ) was also significantly related to genotype. The IQ of PAH-deficient mothers with a severe PKU mutation in combination with a MHP mutation or a mild PKU mutation was 99 and 96, respectively, whereas the IQ of PKU mothers with two severe PKU mutations or with one severe and one moderate PKU mutation was 83 and 84, respectively. Of the patients with PKU, 92% had been treated during childhood. Those who were untreated or treated late had lower than average IQ scores for their group of mutation combinations. Females with moderate or mild PKU who were treated early and treated for >6 years showed IQ scores 10 points above average for their group. CONCLUSIONS The reproductive outcome in maternal phenylketonuria is dependent on prenatal metabolic control and postnatal environmental circumstances. Both factors depend on the intellectual resources of the mother with PKU. The significant relationship among genotype, biochemical phenotype, and cognitive performance observed in the present study is of importance for the development of an optimal strategy for future treatment of females with PKU who plan pregnancy.
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Affiliation(s)
- F Güttler
- John F. Kennedy Institute, Glostrup, Denmark
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Lichter-Konecki U, Hipke CM, Konecki DS. Human phenylalanine hydroxylase gene expression in kidney and other nonhepatic tissues. Mol Genet Metab 1999; 67:308-16. [PMID: 10444341 DOI: 10.1006/mgme.1999.2880] [Citation(s) in RCA: 55] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Phenylalanine hydroxylase (PAH) is the key enzyme in phenylalanine metabolism. PAH deficiency results in hyperphenylalaninemia, leading to severe mental retardation in the classical form of the disease, phenylketonuria (PKU). Previously the expression of PAH could only unambiguously be demonstrated in human liver, whereas in rodents PAH expression has been established in kidney and liver. Reports concerning PAH activity in other human or rodent tissues were severely questioned by subsequent investigations such that they did not gain general recognition. Conducting Northern blot analyses, we detected the PAH transcript in RNA isolated from human liver, kidney, pancreas, and brain. PAH gene expression in human kidney was subsequently investigated by RNase protection assay analyses, RNA in situ hybridization, immunohistochemistry, enzyme assay, and cDNA isolation. These experiments allowed the conclusive verification of a functional PAH enzyme in human kidney. The primary structure of the kidney transcript corresponded to the structure of the liver transcript. Human kidney PAH may play a significant role in phenylalanine homeostasis of the organism, as impaired phenylalanine hydroxylation has been observed in renal failure and differences in the regulation of the kidney versus the liver enzyme have been indicated. These results provide new aspects to research into the basis for the heterogeneity of hyperphenylalaninemia phenotypes and establish that the expression of the human PAH gene is not limited to the liver.
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Affiliation(s)
- U Lichter-Konecki
- Molecular and Cellular Biology Laboratory, Marshfield Medical Research and Education Foundation, Marshfield, Wisconsin 54449, USA
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Koch R, Moseley K, Ning J, Romstad A, Guldberg P, Guttler F. Long-term beneficial effects of the phenylalanine-restricted diet in late-diagnosed individuals with phenylketonuria. Mol Genet Metab 1999; 67:148-55. [PMID: 10356314 DOI: 10.1006/mgme.1999.2863] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The potential benefits to society of treating late-diagnosed mentally retarded persons with phenylketonuria were investigated. In order to ascertain the effects of late dietary intervention, the charts of 124 adults with PKU seen in the metabolic service at the Childrens Hospital of Los Angeles were reviewed. Fifty-nine were diagnosed later than 3 months of age and were over the age of 18 years. They were followed up with medical, psychological, and nutritional assessments. Genotyping was also performed. Twenty-eight have remained on a phenylalanine-restricted diet during the intervening years. All but 3 of the 28 late-diagnosed PKU persons who remained on a restricted diet showed significant intellectual improvement. Seven are able to attend college, 9 are employed, and 12 are attending workshops and/or day care programs. The result of treatment with the phenylalanine-restricted diet was that these individuals could participate in society and were able to arrest the neurodegenerative course characteristic of persons with mutations classified as severe in the phenylalanine hydroxylase gene. We conclude that society could benefit substantially by providing a phenylalanine-restricted diet for late-diagnosed mentally retarded persons with phenylketonuria. Eighteen of 28 such persons who otherwise would have required residential care are living independently.
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Affiliation(s)
- R Koch
- Department of Pediatrics, Research Institute, Childrens Hospital of Los Angeles, California 90027, USA.
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Abstract
Previous studies have shown that genotype correlates with biochemical phenotype in treated phenylketonuria. If there is a strong correlation between genotype and intellectual phenotype of untreated patients, it would be possible to determine which individuals would have normal intelligence without treatment. In this study, 42 families with untreated phenylketonuria were analyzed to examine whether there was an association between genotype and untreated intellectual phenotype. Previously 12 of the 42 families were genotyped; now the genotyping of these patients is almost complete (40/42), a more thorough investigation was possible. Although the predicted phenylalanine hydroxylase (PAH) enzyme activity, based on genotype, showed an association with the patients' intellectual phenotype, the extensive overlap between the groups means the association is of little clinical value. Unrelated individuals with the same genotype and also siblings were found to have very different intellectual phenotypes. These phenotypic differences could not be explained by a difference in diet; therefore, we propose that another gene or genes may be modifying the intellectual phenotype of untreated patients. A preliminary search for possible modifying genes was performed. The possibility that a modifying gene was linked to the PAH gene on chromosome 12 was investigated using markers closely linked to the gene; however, no evidence for a modifying gene close to the PAH gene was found. Tyrosine hydroxylase was chosen as a candidate gene, because it can perform the same reaction as PAH. Using a common polymorphism within the gene, we found that this gene did not cause the discordant results and thus, did not modify the PAH phenotype.
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Affiliation(s)
- S J Ramus
- The Murdoch Institute, Royal Children's Hospital, Melbourne, Victoria, Australia
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15
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Kaufman S. A model of human phenylalanine metabolism in normal subjects and in phenylketonuric patients. Proc Natl Acad Sci U S A 1999; 96:3160-4. [PMID: 10077654 PMCID: PMC15912 DOI: 10.1073/pnas.96.6.3160] [Citation(s) in RCA: 76] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The derivation of a quantitative model of phenylalanine metabolism in humans is described. The model is based on the kinetic properties of pure recombinant human phenylalanine hydroxylase and on estimates of the in vivo rates of phenylalanine transamination and protein degradation. Calculated values for the steady-state concentration of blood phenylalanine, rate of clearance of phenylalanine from the blood after an oral load of the amino acid, and dietary tolerance of phenylalanine all agree well with data from normal as well as from phenylketonuric patients and obligate heterozygotes. These calculated values may help in the decision about the degree of restriction of phenylalanine intake that is necessary to achieve a satisfactory clinical outcome in classical patients and in those with milder forms of the disease.
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Affiliation(s)
- S Kaufman
- Laboratory of Neurochemistry, National Institute of Mental Health, 36 Convent Drive, MSC 4096, Bethesda, MD 20892, USA.
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16
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Kayaalp E, Treacy E, Waters PJ, Byck S, Nowacki P, Scriver CR. Human phenylalanine hydroxylase mutations and hyperphenylalaninemia phenotypes: a metanalysis of genotype-phenotype correlations. Am J Hum Genet 1997; 61:1309-17. [PMID: 9399896 PMCID: PMC1716084 DOI: 10.1086/301638] [Citation(s) in RCA: 154] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
We analyzed correlations between mutant genotypes at the human phenylalanine hydroxylase locus (gene symbol PAH) and the corresponding hyperphenylalaninemia (HPA) phenotypes (notably, phenylketonuria [OMIM 261600]). We used reports, both published and in the PAH Mutation Analysis Consortium Database, on 365 patients harboring 73 different PAH mutations in 161 different genotypes. HPA phenotypes were classified as phenylketonuria (PKU), variant PKU, and non-PKU HPA. By analysis both of homoallelic mutant genotypes and of "functionally hemizygous" heteroallelic genotypes, we characterized the phenotypic effect of 48 of the 73 different, largely missense mutations. Among those with consistent in vivo expression, 24 caused PKU, 3 caused variant PKU, and 10 caused non-PKU HPA. However, 11 mutations were inconsistent in their effect: 9 appeared in two different phenotype classes, and 2 (I65T and Y414C) appeared in all three classes. Seven mutations were inconsistent in phenotypic effect when in vitro (unit-protein) expression was compared with the corresponding in vivo phenotype (an emergent property). We conclude that the majority of PAH mutations confer a consistent phenotype and that this is concordant with their effects, when known, predicted from in vitro expression analysis. However, significant inconsistencies, both between in vitro and in vivo phenotypes and between different individuals with similar PAH genotypes, reveal that the HPA-phenotype is more complex than that predicted by Mendelian inheritance of alleles at the PAH locus.
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Affiliation(s)
- E Kayaalp
- DeBelle Laboratory, McGill University-Montreal Children's Hospital Research Institute, Quebec, Canada
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Koch R, Fishler K, Azen C, Guldberg P, Güttler F. The relationship of genotype to phenotype in phenylalanine hydroxylase deficiency. BIOCHEMICAL AND MOLECULAR MEDICINE 1997; 60:92-101. [PMID: 9169088 DOI: 10.1006/bmme.1997.2577] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Seventy-two adults with phenylketonuria were evaluated to investigate the genotypic relationship to phenotype. Patient data were collected by chart review and medical follow-up as well as current psychological evaluation. Nineteen diagnosed neonatally had remained on a phenylalanine-restricted diet all their lives, whereas 34 who were also diagnosed on newborn screening had discontinued dietary restriction during childhood. Nineteen others who were born prior to newborn screening were diagnosed later than the newborn period on clinical grounds but have remained on dietary restriction. Comparison between intellectual ability, academic achievement, and mental illness was made with degree of diet control as defined by range of blood phenylalanine levels over time. Diet discontinuation in childhood did not significantly lower IQ per se but appeared to diminish academic achievement. The lowest IQ scores were associated with poor dietary restriction of phenylalanine in the diet during childhood. While there appears to be a strong genotypic relationship to phenotypic metabolic parameters in phenylketonuria, there does not seem to be a similar relationship to intellectual ability in adults. Mutation R408W was not strongly related to the occurrence of mental illness in this sample. We conclude that dietary restriction of phenylalanine neonatally and good control contributed to normal intellectual development. Continuation of dietary treatment into adulthood appeared to improve academic achievement in patients with severe phenylalanine hydroxylase mutations.
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Affiliation(s)
- R Koch
- Division of Medical Genetics, Childrens Hospital Los Angeles, California 90027, USA
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18
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Burgard P, Rupp A, Konecki DS, Trefz FK, Schmidt H, Lichter-Konecki U. Phenylalanine hydroxylase genotypes, predicted residual enzyme activity and phenotypic parameters of diagnosis and treatment of phenylketonuria. Eur J Pediatr 1996; 155 Suppl 1:S11-5. [PMID: 8828601 DOI: 10.1007/pl00014222] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
The interdependence of the predicted in vitro residual enzyme activity (PRA), as deduced from the complete genotypes of 64 hyperphenylalaninaemic patients, and parameters for diagnosis of hyperphenylalaninaemic disorders, the fluctuation of the phyenlylalanine (Phe) values during treatment, long-term dietary control during treatment, and a parameter for the outcome of therapy (IQ) was investigated by correlation analysis. A highly significant correlation was found between the PRA and diagnostic parameters, as well as the fluctuation of the Phe values during treatment. Significant correlations were also observed between the parameter describing the fluctuation of the Phe values and the IQ, as well as between the quality of dietary control and IQ. The PRA is a valuable tool for the differential diagnosis of hyperphenylalaninaemic disorders and for the prediction of one aspect of the course of the disease which is related to the intellectual outcome of therapy. The quality of dietary control was independent of the genotype, indicating that the outcome of therapy can be successfully manipulated in spite of the genetic make-up.
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Affiliation(s)
- P Burgard
- Department of General Pediatrics, University of Heidelberg, Germany
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19
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Eiken HG, Knappskog PM, Motzfeldt K, Boman H, Apold J. Phenylketonuria genotypes correlated to metabolic phenotype groups in Norway. Eur J Pediatr 1996; 155:554-60. [PMID: 8831077 DOI: 10.1007/bf01957904] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
UNLABELLED In order to establish a genotype-phenotype relationship, we have identified both mutant phenylalanine hydroxylase (PAH) genes in 108 phenylketonuria (PKU) patients (27 different alleles, 54 different genotypes). One major group of patients with very high pretreatment phenylalanine values ("classical" PKU) exclusively comprised homozygotes of the PKU mutations I65T, G272X, F299C, Y356X, R408W, IVS12nt1, and compound heterozygotes of various combinations of these alleles with G46S, R261Q, R252W, A259T, R158Q, D143G, R243X, E280K, or Y204C. A second major group of patients with lower phenylalanine values ("mild" PKU) comprised mutations A300S, R408Q, Y414C in various compound heterozygous states, and R261Q, R408Q, Y414C in homozygotes. The phenylalanine values in these groups were non-overlapping. In addition, a smaller group of patients formed the transition between the two main groups. In sib pairs 4 of 15 had discordant pretreatment phenylalanine values. CONCLUSION Our results are consistent with the view that allelic heterogeneity at the PAH locus dominates the biochemical phenotype in PKU and that genotype information is able to predict the metabolic phenotype in PKU patients.
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Affiliation(s)
- H G Eiken
- Department of Medical Genetics, Haukeland Hospital, Bergen, Norway
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20
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Treacy E, Pitt JJ, Seller K, Thompson GN, Ramus S, Cotton RG. In vivo disposal of phenylalanine in phenylketonuria: a study of two siblings. J Inherit Metab Dis 1996; 19:595-602. [PMID: 8892014 DOI: 10.1007/bf01799832] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/08/2023]
Abstract
Mutation at the phenylalanine hydroxylase (PAH) locus is a cause of hyperphenylalaninaemia. Genotype-phenotype correlation relative to the predicted PAH activity may differ at the metabolite level and at the IQ level in untreated phenylketonuria. Discordant metabolic phenotypes have been noted in siblings; influences on transport and metabolism of phenylalanine determining homeostasis may account for differing metabolic phenotypes. We report two siblings of different sex and identical genotype at the PAH locus who demonstrate a difference in phenylalanine disposal. A stable isotope infusion of [2H5]phenylalanine was used to measure protein turnover, phenylalanine hydroxylation and excretion of phenylalanine transamination metabolites. The siblings were observed to have identical hydroxylation rates under the experimental conditions of the study while manifesting differences in renal excretion rates of phenylalanine transamination metabolites and protein accretion.
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Affiliation(s)
- E Treacy
- McGill University-Montreal Children's Hospital Research Institute, Canada
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21
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Guldberg P, Mikkelsen I, Henriksen KF, Lou HC, Güttler F. In vivo assessment of mutations in the phenylalanine hydroxylase gene by phenylalanine loading: characterization of seven common mutations. Eur J Pediatr 1995; 154:551-6. [PMID: 7556322 DOI: 10.1007/bf02074833] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
UNLABELLED Mutations in the gene encoding phenylalanine hydroxylase (PAH) cause persistent hyperphenylalaninaemia. To date, more than 200 point mutations and microdeletions have been characterized. Each mutation has a particular quantitative effect on enzyme activity and recessive expression of different mutant alleles results in a marked interindividual heterogeneity of metabolic and clinical phenotypes. In this paper we demonstrate how a simple clinical test can be used to evaluate the correlation between mutation genotype and phenylalanine metabolism. In hyperphenylalaninaemic patients with known PAH mutation genotype, we have investigated phenylalanine turnover in vivo by measuring the ability to eliminate a test dose of L-phenylalanine. All patients could be considered functionally hemizygous for one of their mutant alleles by carrying on the other allele a mutation that is known to completely abolish PAH activity and encode a peptide with no immunoreactivity. Seven mutations (R408W, IVS-12nt1, R261Q, G46S, Y414C, A104D, and D415N) were characterized by oral phenylalanine loading, each mutation being represented by at least three patients. The elimination profile determined for a 3-day period provides a measure to compare residual activity of the mutant proteins and to assign each mutation to a particular metabolic phenotype. The established relation between genotype and phenotype may enable prediction of the severity of the disease by genotype determination in the newborn period. This will aid in the management of hyperphenylalaninaemia and may improve prognosis. CONCLUSION The possibility of predicting the residual enzyme activity by DNA analysis performed already in the newborn period allows the prompt implementation of a diet that is adjusted to the degree of PAH deficiency. This may improve management and prognosis of hyperphenylalaninaemia.
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Affiliation(s)
- P Guldberg
- John F. Kennedy Institute, Glostrup, Denmark
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22
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Abstract
Ten different indices of dietary control (IDCs) applied frequently to investigate compliance of phenylketonuric patients were calculated for a set of blood phenylalanine levels for 98 patients in the German Collaborative Study of Children Treated for Phenylketonuria during their first 9 years of life. The results were compared for similarities and differences. Cluster analysis of longitudinal phenylalanine data was introduced to analyse phenylalanine blood levels independent of a priori defined criteria of classification. Three groups of good, intermediate and poor long-term dietary control were identified. Internal validation of the IDCs was corroborated by the high inter-correlations of the indices. External validity was determined by the inter-relations of the WISC-R IQ and the IDCs. The different algorithms of IDCs suggest different clinical conclusions. To facilitate comparisons of results of future research, IDCs should be standardized.
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Affiliation(s)
- A Rupp
- Department of Pediatrics, University of Heidelberg, Germany
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23
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Pérez B, Desviat LR, Ugarte M. Expression analysis of mutation P244L, which causes mild hyperphenylalaninemia. Hum Mutat 1995; 5:188-90. [PMID: 7749420 DOI: 10.1002/humu.1380050217] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- B Pérez
- Centro de Biología Molecular Severo Ochoa CSIC-UAM, Universidad Autónoma de Madrid, Spain
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Eisensmith RC, Woo SL. Molecular genetics of phenylketonuria: from molecular anthropology to gene therapy. ADVANCES IN GENETICS 1995; 32:199-271. [PMID: 7741023 DOI: 10.1016/s0065-2660(08)60206-0] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- R C Eisensmith
- Department of Cell Biology, Baylor College of Medicine, Houston, Texas 77030, USA
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