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Binary particle swarm optimization for feature selection in detection of infants with hypothyroidism

Zabidi A, Khuan LY, Mansor W, Yassin IM, Sahak R

Annu Int Conf IEEE Eng Med Biol Soc, 2011;2011:2772-5.
PMID: 22254916 DOI: 10.1109/IEMBS.2011.6090759

Hypothyroidism in infants is caused by the insufficient production of hormones by the thyroid gland. Due to stress in the chest cavity as a result of the enlarged liver, their cry signals are unique and can be distinguished from the healthy infant cries. This study investigates the effect of feature selection with Binary Particle Swarm Optimization on the performance of MultiLayer Perceptron classifier in discriminating between the healthy infants and infants with hypothyroidism from their cry signals. The feature extraction process was performed on the Mel Frequency Cepstral coefficients. Performance of the MLP classifier was examined by varying the number of coefficients. It was found that the BPSO enhances the classification accuracy while reducing the computation load of the MLP classifier. The highest classification accuracy of 99.65% was achieved for the MLP classifier, with 36 filter banks, 5 hidden nodes and 11 BPS optimised MFC coefficients.

Matched MeSH terms: Hypothyroidism/diagnosis*
Fulltext Audit of newborn screening programme for congenital hypothyroidism

Zarina AL, Rahmah R, Bador KM, Ng SF, Wu LL

Med J Malaysia, 2008 Oct;63(4):325-8.
PMID: 19385494 MyJurnal

Newborn screening for congenital hypothyroidism (CH) was implemented in Hospital UKM in December 2004 using cord blood sample. From the audit over a period of 25 months, a total of 13,875 newborn babies were screened with a coverage of 98.8%. From this cohort, the mean recall rate was 0.32%; unfortunately the mean percentage of recalled babies that came for retesting was only 79.5%. In addition, the mean sample rejection rate was high, i.e. 2.2%. Two babies were diagnosed to have CH. These findings implied that whilst the coverage of screening was good, there is a need for regular surveillance of performance of both clinical and laboratory personnel. In addition, a more concerted effort should be carried out to promote community awareness of such a programme.

Matched MeSH terms: Congenital Hypothyroidism/diagnosis*
Fulltext Association between subclinical hypothyroidism and depression: an updated systematic review and meta-analysis

Loh HH, Lim LL, Yee A, Loh HS

BMC Psychiatry, 2019 01 08;19(1):12.
PMID: 30621645 DOI: 10.1186/s12888-018-2006-2

BACKGROUND: Although depression is associated with changes in the hypothalamic-pituitary-thyroid axis, its relationship with subclinical hypothyroidism (SCH) is controversial. To date, there is a lack of data on the improvement of depressive symptoms with levothyroxine therapy among individuals with coexistent SCH.
METHODS: We conducted a meta-analysis to evaluate the association between SCH and depression including 1) the prevalence of depression in SCH (with a sub-analysis of the geriatric cohort), 2) thyroid stimulating hormone (TSH) level among patients with depression and 3) the effect of levothyroxine therapy among patients with SCH and coexistent depression.
RESULTS: In a pooled analysis of 12,315 individuals, those with SCH had higher risk of depression than euthyroid controls (relative risk 2.35, 95% confidence intervals [CI], 1.84 to 3.02; p

Matched MeSH terms: Hypothyroidism/diagnosis
Optimization of MFCC parameters using Particle Swarm Optimization for diagnosis of infant hypothyroidism using Multi- Layer Perceptron

Zabidi A, Lee YK, Mansor W, Yassin IM, Sahak R

Annu Int Conf IEEE Eng Med Biol Soc, 2010;2010:1417-20.
PMID: 21096346 DOI: 10.1109/IEMBS.2010.5626712

This paper presents a new application of the Particle Swarm Optimization (PSO) algorithm to optimize Mel Frequency Cepstrum Coefficients (MFCC) parameters, in order to extract an optimal feature set for diagnosis of hypothyroidism in infants using Multi-Layer Perceptrons (MLP) neural network. MFCC features is influenced by the number of filter banks (f(b)) and the number of coefficients (n(c)) used. These parameters are critical in representation of the features as they affect the resolution and dimensionality of the features. In this paper, the PSO algorithm was used to optimize the values of f(b) and n(c). The MFCC features based on the PSO optimization were extracted from healthy and unhealthy infant cry signals and used to train MLP in the classification of hypothyroid infant cries. The results indicate that the PSO algorithm could determine the optimum combination of f(b) and n(c) that produce the best classification accuracy of the MLP.

Matched MeSH terms: Hypothyroidism/diagnosis*
Serum creatine kinase: an adjunct biochemical index of subclinical thyrotoxicosis?

Wan Nazaimoon WM, Siaw FS, Sheriff IH, Faridah I, Khalid BA

Ann. Clin. Biochem., 2001 Jan;38(Pt 1):57-8.
PMID: 11270843
Matched MeSH terms: Hypothyroidism/diagnosis
Optimization of nuclear medicine procedures for the diagnosis and management of thyroid disorders: report of a research coordination meeting held in Vienna, 15-17 December 1986 under the auspices of the International Atomic Energy Agency

Ganatra R, Gembicki M, Nofal M

Nucl Med Commun, 1988 Feb;9(2):131-9.
PMID: 3386976

The third and final meeting of a coordinated research programme on the diagnosis and management of thyroid disorders was held in Vienna from 15 to 17 December 1986. The participants were from Czechoslovakia, Egypt, Israel, Malaysia and Thailand. Each participant had studied between 500 and 1000 patients for thyroid function evaluation by performing T3, T4 and TSH radioimmunoassays. Each had also used the newly available supersensitive immunoradiometric (IRMA) assay in a group of patients to compare the efficiency of the new assay with that of the conventional assay. A microcomputer was provided to each participant for data analysis. Internal quality control was studied by establishing precision profiles and external quality control was on the basis of pooled standard sera in different ranges. Recommendation for the strategy suggested T4 RIA as the test of first choice in each category of thyroid function. IRMA TSH was suggested as a second test in borderline cases.

Matched MeSH terms: Hypothyroidism/diagnosis
Fulltext Functional analyses of C.2268dup in thyroid peroxidase gene associated with goitrous congenital hypothyroidism

Lee CC, Harun F, Jalaludin MY, Lim CY, Ng KL, Mat Junit S

Biomed Res Int, 2014;2014:370538.
PMID: 24745015 DOI: 10.1155/2014/370538

The c.2268dup mutation in thyroid peroxidase (TPO) gene was reported to be a founder mutation in Taiwanese patients with dyshormonogenetic congenital hypothyroidism (CH). The functional impact of the mutation is not well documented. In this study, homozygous c.2268dup mutation was detected in two Malaysian-Chinese sisters with goitrous CH. Normal and alternatively spliced TPO mRNA transcripts were present in thyroid tissues of the two sisters. The abnormal transcript contained 34 nucleotides originating from intron 12. The c.2268dup is predicted to generate a premature termination codon (PTC) at position 757 (p.Glu757X). Instead of restoring the normal reading frame, the alternatively spliced transcript has led to another stop codon at position 740 (p.Asp739ValfsX740). The two PTCs are located at 116 and 201 nucleotides upstream of the exons 13/14 junction fulfilling the requirement for a nonsense-mediated mRNA decay (NMD). Quantitative RT-PCR revealed an abundance of unidentified transcripts believed to be associated with the NMD. TPO enzyme activity was not detected in both patients, even though a faint TPO band of about 80 kD was present. In conclusion, the c.2268dup mutation leads to the formation of normal and alternatively spliced TPO mRNA transcripts with a consequential loss of TPO enzymatic activity in Malaysian-Chinese patients with goitrous CH.

Matched MeSH terms: Congenital Hypothyroidism/diagnosis
Usefulness and limitations of thyrotropin measurements as a first-line test for follow-up of Graves' patients

Ng ML, Tan TT, Roslan BA, Rajna A, Khalid BA

Ann Acad Med Singap, 1993 Jul;22(4):569-72.
PMID: 7504901

We evaluated the usefulness of sensitive thyrotrophin hormone (TSH) measurements in determining the thyroid status in the follow-up of Graves' patients undergoing medical treatment with thionamides. Out of a total of 186 serum samples tested, TSH levels were suppressed in 123 (66.1%), normal in 32 (17.2%) and elevated in 31 (16.7%) cases. Total T4, or T3 or both were elevated only in 97 (74.8%) cases of TSH-suppressed patients, indicating that TSH is less discriminatory as a first-line test for patients under treatment due to the hypothalamic-pituitary lag period. No comparisons with free T4 or free T3 were done in this study. Both total T4 (120 +/- 28 nmol/l) and TBII (23 +/- 21%) levels were significantly greater (p < 0.02) in the euthyroid group with suppressed TSH. This may suggest that persistence of a thyrotoxic state may still be present.

Matched MeSH terms: Hypothyroidism/diagnosis
Newborn Screening TSH Values Less Than 15 mIU/L Are Not Associated With Long-term Hypothyroidism or Cognitive Impairment

West R, Hong J, Derraik JGB, Webster D, Heather NL, Hofman PL

J Clin Endocrinol Metab, 2020 09 01;105(9).
PMID: 32598474 DOI: 10.1210/clinem/dgaa415

BACKGROUND: It is unclear whether newborns with mild thyrotropin elevation (mTSHe) are at risk of neurocognitive impairment. We assessed whether mTSHe at birth persists during childhood and compared neurocognitive functioning to siblings.
METHODS: This study encompassed children born in the Auckland region (New Zealand) with a newborn screen TSH level of 8 to 14 mIU/L blood, age 6.9 to 12.6 years at assessment, and their siblings. Thyroid function tests (serum TSH and free thyroxine) and neurocognitive assessments were performed, including IQ via the Wechsler Intelligence Scale for Children, fourth edition.
RESULTS: Ninety-six mTSHe individuals were studied, including 67 children recruited with 75 sibling controls. Mean mTSHe newborn TSH level was 10.1 mIU/L blood and 2.4 mIU/L at assessment (range, 0.8-7.0 mIU/L, serum). Although higher newborn TSH levels in the mTSHe group correlated with lower full-scale IQ scores (r = 0.25; P = .040), they were not associated with the magnitude of the IQ difference within sibling pairs (P = .56). Cognitive scores were similar for mTSHe and controls (full-scale IQ 107 vs 109; P = .36), with a minor isolated difference in motor coordination scores.
CONCLUSIONS: Our data do not suggest long-term negative effects of neonatal mild TSH elevation. TSH elevation below the screen threshold appears largely transient, and midchildhood neurocognitive performance of these children was similar to their siblings. We propose that associations between neonatal mild TSH elevation and IQ are due to familial confounders. We caution against the practice of reducing screening CH cutoffs to levels at which the diagnosis may not offer long-term benefit for those detected.

Matched MeSH terms: Congenital Hypothyroidism/diagnosis*