1.Integration of A Deep Learning Classifier with A Random Forest Approach for Predicting Malonylation Sites.
Zhen CHEN ; Ningning HE ; Yu HUANG ; Wen Tao QIN ; Xuhan LIU ; Lei LI
Genomics, Proteomics & Bioinformatics 2018;16(6):451-459
As a newly-identified protein post-translational modification, malonylation is involved in a variety of biological functions. Recognizing malonylation sites in substrates represents an initial but crucial step in elucidating the molecular mechanisms underlying protein malonylation. In this study, we constructed a deep learning (DL) network classifier based on long short-term memory (LSTM) with word embedding (LSTM) for the prediction of mammalian malonylation sites. LSTM performs better than traditional classifiers developed with common pre-defined feature encodings or a DL classifier based on LSTM with a one-hot vector. The performance of LSTM is sensitive to the size of the training set, but this limitation can be overcome by integration with a traditional machine learning (ML) classifier. Accordingly, an integrated approach called LEMP was developed, which includes LSTM and the random forest classifier with a novel encoding of enhanced amino acid content. LEMP performs not only better than the individual classifiers but also superior to the currently-available malonylation predictors. Additionally, it demonstrates a promising performance with a low false positive rate, which is highly useful in the prediction application. Overall, LEMP is a useful tool for easily identifying malonylation sites with high confidence. LEMP is available at http://www.bioinfogo.org/lemp.
Amino Acid Sequence
;
genetics
;
Amino Acids
;
Animals
;
Deep Learning
;
Forecasting
;
methods
;
Lysine
;
chemistry
;
Machine Learning
;
Malonates
;
chemistry
;
Protein Processing, Post-Translational
;
genetics
2.Electrochemical fingerprint of traditional Chinese medicines based on BrO⁻₃-Ce⁴⁺-H⁺-malonic acid/tartaric acid chemical oscillating system.
Bao-Zhong DU ; Gui-Yue ZHANG ; Hua FAN ; Wei YU
China Journal of Chinese Materia Medica 2018;43(21):4288-4294
A new composite organic oscillating reaction system based on BrO₃-Ce(SO₄)₂-H₂SO₄-malonic acid/tartaric acid was proposed in this paper. On the basis of the influence of the concentration of each component on the stability and characteristic parameters of the blank system, the electrochemical fingerprints of 30 kinds of traditional Chinese medicines (TCM) were obtained. The results showed that the electrochemical fingerprint can be used for the identification of TCMs, the distinguishment of different parts and the appraisal of genuineness, which is fast, sensitive and accurate. At the same time, we explored and verified the mechanism of oscillation and the formation mechanism of TCM fingerprint.
Drugs, Chinese Herbal
;
chemistry
;
Electrochemical Techniques
;
Malonates
;
chemistry
;
Medicine, Chinese Traditional
;
Phytochemicals
;
analysis
;
Tartrates
;
chemistry
3.Report on the External Quality Assessment Scheme for Metabolite Testing in Korea (2016–2017).
Journal of Laboratory Medicine and Quality Assurance 2018;40(3):136-148
External quality assessment (EQA) trials of conventional newborn screening tests for phenylketonuria, galactosemia, congenital adrenal hyperplasia, maple syrup urine disease, homocystinuria, and congenital hypothyroidism, as well as extended newborn screening tests using tandem mass spectrometry, were performed twice in 2016 and 2017. A total of 44 specimens in the form of dried blood spots were distributed in each trial to 16 laboratories. The response rate of these laboratories was 100%. The mean, standard deviation, coefficient of variation, median, and cut-offs were evaluated for each analyte in the newborn screening tests. EQA trials for the analyses of methylmalonic acid, vanillylmandelic acid, catecholamines, metanephrines, organic acids, and amino acids were also performed. A well-designed EQA program and continuous education would improve the performance of metabolite testing.
Adrenal Hyperplasia, Congenital
;
Amino Acids
;
Catecholamines
;
Congenital Hypothyroidism
;
Education
;
Galactosemias
;
Homocystinuria
;
Humans
;
Infant, Newborn
;
Korea*
;
Maple Syrup Urine Disease
;
Mass Screening
;
Methylmalonic Acid
;
Phenylketonurias
;
Tandem Mass Spectrometry
;
Vanilmandelic Acid
4.Subacute Combined Degeneration Caused by Chronic Atrophic Gastritis with Spurious Elevation of Vitamin B12 Level.
Jae Gun PARK ; Hosun LEE ; Min Su PARK
Journal of the Korean Neurological Association 2017;35(1):22-25
We report a patient who was diagnosed as subacute combined degeneration (SCD) with elevated homocysteine and methylmalonic acid levels in the situation of a spurious elevation of the vitamin B12 concentration. A false-positive elevation of the vitamin B12 level could lead to a delayed diagnosis and cause irreversible changes in the nervous systems. We therefore suggest that the homocysteine and methylmalonic acid levels should be checked in patients with a normal or elevated vitamin B12 level for whom there is a high clinical suspicion for vitamin B12 deficiency, as a further evaluation for SCD.
Delayed Diagnosis
;
Gastritis, Atrophic*
;
Homocysteine
;
Humans
;
Methylmalonic Acid
;
Nervous System
;
Subacute Combined Degeneration*
;
Vitamin B 12 Deficiency
;
Vitamin B 12*
;
Vitamins*
5.Annual Report on the External Quality Assessment Scheme for Biochemical Genetics in Korea (2015).
Soo Youn LEE ; Ok Ja JI ; Gye Cheol KWON ; Jong Won KIM ; Hyung Doo PARK ; Junghan SONG ; Sang Guk LEE ; Yong Wha LEE ; Eun Hee LEE ; Sail CHUN ; Tae Youn CHOI
Journal of Laboratory Medicine and Quality Assurance 2016;38(2):68-76
Two external quality assessment (EQA) trials of conventional newborn screening tests for phenylketonuria, galactosemia, congenital adrenal hyperplasia, maple syrup urine disease, homocystinuria, and congenital hypothyroidism, as well as newborn screening tests using tandem mass spectrometry, were performed in 2015. A total of 44 specimens in the form of dried blood spots were distributed to 16 laboratories and the response rate of these laboratories was 100%. The mean, standard deviation, coefficient of variation, median, and cut-offs were evaluated for each analyte in the newborn screening tests. Two EQA trials for the analyses of methylmalonic acid, vanillylmandelic acid, catecholamines, metanephrines, organic acids, and amino acids were also performed. A well-designed EQA program and continuous education would improve the performance of biochemical genetics tests.
Adrenal Hyperplasia, Congenital
;
Amino Acids
;
Catecholamines
;
Congenital Hypothyroidism
;
Education
;
Galactosemias
;
Homocystinuria
;
Humans
;
Infant, Newborn
;
Korea*
;
Maple Syrup Urine Disease
;
Mass Screening
;
Methylmalonic Acid
;
Molecular Biology*
;
Phenylketonurias
;
Tandem Mass Spectrometry
;
Vanilmandelic Acid
6.Acute encephalopathy induced by vaccination in an infant with methylmalonic aciduria cblA.
Yupeng LIU ; Tongfei WU ; Haijun WANG ; Yuan DING ; Jinqing SONG ; Xiyuan LI ; Yao ZHANG ; Qiao WANG ; Yanling YANG
Chinese Journal of Pediatrics 2015;53(1):62-65
OBJECTIVEWe report the first case of acute encephalopathy induced by vaccination in an infant with methylmalonic aciduria cblA in China.
METHODThe clinical presentation, blood acylcarnitines analysis, urine organic acids analysis and gene studies of the patient were summarized.
RESULTThe proband, a boy, was admitted at the age of 15 months because of recurrent vomiting, acidosis and development delay for 8 months. The previously healthy boy presented vomiting and coma just one hour after hepatitis B vaccination at the age of seven months. Moderate dehydration, electrolyte disturbance and metabolic acidosis had been found. Although his acute metabolic crisis had been corrected soon after intravenous transfusion, psychomotor retardation and recurrent vomiting had been observed. When he was 15 months old, vomiting and lethargy occurred again 3 hours after DTaP vaccination. He was weakened as the illness became worse and got coma with dyspnea 7 days later. He was hospitalized with the suspected diagnosis of viral encephalitis. Blood acylcarnitines analysis, urine organic acids analysis and gene study had been performed for the etiologic investigation.His blood propionylcarnitine (16.3 µmol/L vs. normal range 1.0-5.0 µmol/L) and propionylcarnitine/free carnitine ratio (0.27 vs. normal range 0.03 to 0.25) increased. Markedly elevated urinary methylmalonic acid (388.21 mmol/mol creatinine vs. normal range 0.2 to 3.6 mmol/mol creatinine) and normal plasma total homocysteine supported the diagnosis of isolated methylmalonic aciduria. Two mutations, c.650 T>A (p.L217X) and c.742 C>T (p.Q248X), were identified in his MMAA gene, confirmed the diagnosis of cblA. Each parent carried one of the two mutations. Progressive clinical and biochemical improvement has been observed after hydroxylcobalamin injection, protein-restricted diet with the supplements of special formula and L-carnitine. He is currently 2 years and 7 months old with normal development and general condition.
CONCLUSIONA boy with cblA was firstly detected after the acute encephalopathy induced by vaccination in China. It is important to pay more attention to the patients with metabolic crisis or organ damage after vaccination. Metabolic studies are keys to the diagnosis of potential diseases and improve the outcome.
Amino Acid Metabolism, Inborn Errors ; complications ; Brain Diseases ; chemically induced ; Carnitine ; analogs & derivatives ; Diet, Protein-Restricted ; Hepatitis B Vaccines ; adverse effects ; Humans ; Infant ; Male ; Methylmalonic Acid ; urine ; Mutation ; Vaccination ; adverse effects ; Vitamin B Complex ; Vomiting
7.Annual Report on the External Quality Assessment Scheme for Biochemical Genetics in Korea (2014).
Soo Youn LEE ; Ok Ja JI ; Gye Cheol KWON ; Jong Won KIM ; Hyung Doo PARK ; Junghan SONG ; Sang Guk LEE ; Yong Wha LEE ; Eun Hee LEE ; Sail CHUN ; Tae Youn CHOI
Journal of Laboratory Medicine and Quality Assurance 2015;37(2):56-63
Two trials of external quality assessment (EQA) of conventional newborn screening tests for phenylketonuria, galactosaemia, congenital adrenal hyperplasia, maple syrup urine disease, homocystinuria, and congenital hypothyroidism, as well as newborn screening tests were performed using tandem mass spectrometry in 2014. A total of 39 specimens in the form of dried blood spots were distributed to 16 laboratories and the response rate of these laboratories was 100%. Screening tests for phenylketonuria and congenital hypothyroidism did not meet the accepted performance criteria in some laboratories. The mean, standard deviation, coefficient of variation, median, and cut-offs were evaluated for each analyte in the newborn screening tests. Two trials of EQA for the analyses of methylmalonic acid, vanillylmandelic acid, catecholamines, metanephrines, organic acids, and amino acids were also performed. A well-designed EQA program and continuous education would improve the performance of biochemical genetic testing.
Adrenal Hyperplasia, Congenital
;
Amino Acids
;
Catecholamines
;
Congenital Hypothyroidism
;
Education
;
Homocystinuria
;
Humans
;
Infant, Newborn
;
Korea
;
Maple Syrup Urine Disease
;
Mass Screening
;
Methylmalonic Acid
;
Molecular Biology*
;
Phenylketonurias
;
Tandem Mass Spectrometry
;
Vanilmandelic Acid
8.SUCLA2-related encephalomyopathic mitochondrial DNA depletion syndrome: a case report and review of literature.
Zhimei LIU ; Fang FANG ; Changhong DING ; Husheng WU ; Junlan LYU ; Yun WU
Chinese Journal of Pediatrics 2014;52(11):817-821
OBJECTIVETo analyze the clinical characteristics of SUCLA2-related encephalomyopathic mitochondrial DNA depletion syndrome (MDS) in one patient, and review the latest clinical research reports.
METHODClinical, laboratory and genetic data of one case of SUCLA2-related encephalomyopathic MDS diagnosed by department of Neurology, Beijing Children's Hospital in November, 2013 were reported, and through taking "SUCLA2" as key words to search at CNKI, Wanfang, PubMed and the Human Gene Mutation Database (HGMD) professional to date, the clinical characteristics of 24 reported cases of SUCLA2-related encephalomyopathic MDS in international literature in combination with our case were analyzed.
RESULT(1) The patient was 5 years and 9 months old, born as a term small for gestational age infant whose birth weight was 2 400 g, and presented since birth with severe muscular hypotonia, feeding difficulties, failure to thrive, psychomotor retardation and hearing impairment. Until now, he still showed severe developmental retardation, together with muscular atrophy, thoracocyllosis and scoliosis, and facial features. The patient is the first born from consanguineous healthy parents, whose relationship is cousins. Laboratory tests showed urinary excretion of mild methylmalonic acid (MMA), elevated plasma lactate concentration, and increased C3-carnitine and C4-dicarboxylic-carnitine in plasma carnitine ester profiling. MRI showed brain atrophy-like and bilateral T2 hyperintensities in bilateral caudate nuclei and putamen. By Next-Generation Sequencing (NGS), we identified a novel homozygous missense mutation (c.970G > A) in the SUCLA2 in a highly conserved amino acid residue. (2) The total number was only 25 with a male to female ratio of 14: 11, and age of onset of 23 was 0-4 months. The most common clinical features in patients with SUCLA2 mutation were permanent hypotonia, muscle atrophy, psychomotor retardation and scoliosis or kyphosis. Frequent signs included hearing impairment, hyperkinesia, dystonia or athetoid movements, feeding difficulties, growth retardation and ptosis or ophthalmoplegia. Epilepsy was occasionally observed. The combination of lactic acidemia, mild MMA-uria and increased C3-carnitine and C4-dicarboxylic-carnitine in plasma carnitine ester profiling were characteristic markers. MRI showed brain atrophy-like and bilateral basal ganglia involvement (mainly the putamen and caudate nuclei). Nineteen patients originated from Europe, with 13 of whom originated from Faroe Islands that carry a homozygous mutation (c.534+1G>A) in SUCLA2.
CONCLUSIONSUCLA2-related encephalomyopathic MDS is characterized by onset of severe hypotonia in early infancy, feeding difficulties, growth retardation, psychomotor retardation and hearing impairment. Metabolic findings usually include lactic acidemia, mild MMA-uria and increased C3-carnitine and C4-dicarboxylic-carnitine in plasma carnitine ester profiling. MRI showed brain atrophy-like and bilateral basal ganglia involvement (mainly the putamen and caudate nuclei). SUCLA2 pathogenic mutations would confirm the diagnosis.
Carnitine ; Child ; DNA, Mitochondrial ; genetics ; Dystonia ; Europe ; Female ; Homozygote ; Humans ; Magnetic Resonance Imaging ; Male ; Methylmalonic Acid ; Mitochondrial Encephalomyopathies ; diagnosis ; genetics ; Mutation ; Succinate-CoA Ligases ; genetics ; Syndrome
9.Annual Report on External Quality Assessment of Biochemical Genetics in Korea (2013).
Journal of Laboratory Medicine and Quality Assurance 2014;36(2):64-70
Two trials of external quality assessment (EQA) of conventional newborn screening tests for phenylketonuria, galactosaemia, congenital adrenal hyperplasia, maple syrup urine disease, homocystinuria, and congenital hypothyroidism, as well as of newborn screening tests using tandem mass spectrometry were performed in 2013. A total of 32 specimens in the form of dried blood spots were distributed to 16 laboratories and the response rate of these laboratories was 100%. Total T4, free T4, 17-hydroxyprogesterone, leucine, isoleucine, galactose, methionine, alanine, C8/C2, C8/C10, and C5-OH did not meet the accepted performance criteria. The mean, standard deviation, coefficient of variation, median, and cut-offs were evaluated for each analyte in the newborn screening tests. Two trials of EQA for the analyses of methylmalonic acid, vanillylmandelic acid, very long fatty acids, organic acids, and amino acids were also performed. A well-designed EQA program and continuous education would improve the performance of biochemical genetic tests.
17-alpha-Hydroxyprogesterone
;
Adrenal Hyperplasia, Congenital
;
Alanine
;
Amino Acids
;
Congenital Hypothyroidism
;
Education
;
Fatty Acids
;
Galactose
;
Homocystinuria
;
Humans
;
Infant, Newborn
;
Isoleucine
;
Korea
;
Leucine
;
Maple Syrup Urine Disease
;
Mass Screening
;
Methionine
;
Methylmalonic Acid
;
Molecular Biology*
;
Phenylketonurias
;
Tandem Mass Spectrometry
;
Vanilmandelic Acid
10.Advances in the clinical and laboratory studies on methylmalonic aciduria combined with homocysteinemia type cblC.
Chinese Journal of Pediatrics 2013;51(4):313-316
Adult
;
Age of Onset
;
Amino Acid Metabolism, Inborn Errors
;
complications
;
diagnosis
;
genetics
;
therapy
;
Betaine
;
administration & dosage
;
therapeutic use
;
Carrier Proteins
;
genetics
;
metabolism
;
Child
;
China
;
epidemiology
;
DNA Mutational Analysis
;
Gas Chromatography-Mass Spectrometry
;
Genotype
;
Homocysteine
;
urine
;
Humans
;
Hydroxocobalamin
;
administration & dosage
;
therapeutic use
;
Hyperhomocysteinemia
;
complications
;
diagnosis
;
genetics
;
therapy
;
Infant
;
Methylmalonic Acid
;
blood
;
urine
;
Mutation
;
Vitamin B 12
;
metabolism

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