Analysis of genetic variability in some silkworm strains of Bombyx mori L. through isoenzyme markers

Similar documents
ANALYSIS OF PHENOTYPIC DIVERSITY AND PROTEIN POLYMORPHISM IN SOME SILKWORM BREEDS OF BOMBYX MORI L.

Allele-specific expression of biochemical markers with special reference to silkworm voltinism

RECIPROCAL EFFECT IN HYBRIDS BETWEEN UNIVOLTINE AND MULTIVOLTINE BREEDS OF THE SILKWORM, BOMBYX MORI L.

Genetic Variability in Silkworm (Bombyx mori L.) Strains with Different Origin

Studies on Variability of Indigenous Mulberry Germplasm on Growth and Leaf Yield

Evaluation and identification of superior bivoltine silkworm breeds of Bombyx mori L.

GENETIC DIVERSITY AND ENZYMES AMONG SELECTED SILKWORM RACES OF BOMBYX MORI (L.)

Preliminary Study on Isozyme Variation in Silkworm Germplasm of Bombyx mori (L.) and its Implication for Conservation

SHORTLISTING OF PROMISING SILKWORM BREEDS AND HYBRIDS OF THE SILKWORM, BOMBYX MORI L. Ravindra Singh* and R. Nirupama

IDENTIFICATION OF BIVOLTINE BREEDS AND HYBRIDS OF THE MULBERRY SILKWORM, BOMBYX MORI L. Ravindra Singh* and D. Gangopadhyay

SUMMARY AND CONCLUSIONS

Teodora Atanasova Staykova

Performances of F 2 and backcross populations in silkworm, Bombyx mori under high temperature

Analysis of alkaline phosphatase and its relationship with commercial characters of silkworm Bombyx mori L.

EVALUATION OF EGG PRESERVATION SCHEDULES FOR BIVOLTINE BREEDS OF THE MULBERRY SILKWORM, BOMBYX MORI L.

AN EFFICIENT PROTOCOL FOR SILKMOTH DNA EXTRACTION SUITABLE FOR GENOMIC FINGERPRINTING AND GENETIC DIVERSITY ANALYSIS

Original Article Genetic Analysis of Silk Technological Characters of Bivoltine Silkworm (Bombyx mori L.)

ESTIMATES OF GENE INTERACTION IN FOUR BIVOLTINE HYBRIDS OF BOMBYX MORI L.

GENETICAL STUDIES ON SERUM ALKALINE PHOSPHATASE ISOZYME IN THE JAPANESE YOSHIZANE MAEDA, TSUTOMU HASHIGUCHI

Selection of the Silkworm Bombyx mori L. Breeding Resource Material

DEVELOPMENT AND CHARACTERISATION OF PRODUCTIVE BIVOLTINE INBRED LINES OF SILKWORM BOMBYX MORI L.

Review Article Genetic Divergence, Implication of Diversity, and Conservation of Silkworm, Bombyx mori

SSR Markers For Assessing The Hybrid Nature Of Two High Yielding Mulberry Varieties

SYNTHESIS OF PROMISING BIVOLTINE BREED UP1 OF THE SILKWORM (Bombyx mori L.) FOR UTTAR PRADESH

Evaluation of some silkworm Bombyx mori L. genotypes for cocoon associated traits during different seasons

Mapping and Mapping Populations

N Balachandran, CK Kamble Central Sericultural Germplasm Resources Centre, Thally Road, Hosur, Tamil Nadu, India

Lecture 5: Inbreeding and Allozymes. Sept 1, 2006

Molecular Characterization of Heterotic Groups of Cotton through SSR Markers

MATERIALS AND METHODS

An Easy and Simple Method for Estimating Total Shoot Length During Screening and Evaluation of Mulberry (Morus spp.) Genotypes

agriculture alone cannot hold full rural employment. Therefore, diversification from agriculture sector is one of the important aspects that

EVALUATION OF HETEROSIS IN BIVOLTINE DOUBLE HYBRID CROSSES OF SILKWORM BOMBYX MORI L. UNDER SUB-TROPICAL CONDITIONS

Evaluation and Short Listing of Potential Multivoltine Silkworm Germplasm Using Joint scoring method.

Using molecular marker technology in studies on plant genetic diversity Final considerations

Received: 20 th Mar-2013 Revised: 28 th Mar-2013 Accepted: 29 th Mar-2013 Research article

Comparative study of EST-SSR, SSR, RAPD, and ISSR and their transferability analysis in pea, chickpea and mungbean

International Journal of Science, Environment and Technology, Vol. 6, No 1, 2017,

Esterase Isozyme of Diamondback Moth

Protein Polymorphisms in the Quail Lines Selected for Large and Small Body Weight

Genetic analysis of the Nd-s mutation in the silkworm,

EVALUATION OF EGG PRESERVATION SCHEDULES FOR BIVOLTINE BREEDS OF THE MULBERRY SILKWORM, BOMBYX MORI L.

Population Genetics. If we closely examine the individuals of a population, there is almost always PHENOTYPIC

Week 7 - Natural Selection and Genetic Variation for Allozymes

Characterization and genomic organization of esterase gene in silkworm, Bombyx mori L.

CLUSTER ANALYSIS: A COMPARISON OF FOUR METHODS IN RICE BEAN [VIGNA UMBELLATE (THUNB.)OHWI & OHASHI]

SDS-Page Seed Storage Protein Profiles in Chili Peppers (Capsicum L.)

Methods Available for the Analysis of Data from Dominant Molecular Markers


Variation Chapter 9 10/6/2014. Some terms. Variation in phenotype can be due to genes AND environment: Is variation genetic, environmental, or both?

Identification of Productive Trait Genes by Polymerase Chain Reaction-Restriction Fragment Length Polymorphism

Hexokinase Isozyme Variability in Drosophila robusta

K.P. Kiran Kumar and S. Sankar Naik ISSN

Authors: Vivek Sharma and Ram Kunwar

Selection of Breeding Resource Materials of Bombyx mori L. for the Development of Bivoltine Hybrids Suitable for West Bengal

HTO5 x HTP5, THE NEW BIVOLTINE SILKWORM (BOMBYX MORI L.) HYBRID WITH THERMO-TOLERANCE FOR TROPICAL AREAS

10. BIOTECHNOLOGY (Code No. 045)

BS 50 Genetics and Genomics Week of Oct 10

Study of thirty-one economically important traits in twenty silkworm Bombyx mori varieties

Int.J.Curr.Microbiol.App.Sci (2017) 6(11):

Effect of Rearing Temperature and Humidity on Fecundity and Fertility of Silkworm, Bombyx mori L. (Lepidoptera: Bombycidae)

A brief introduction to Marker-Assisted Breeding. a BASF Plant Science Company

Ecological genomics and molecular adaptation: state of the Union and some research goals for the near future.

Quantitative Genetics

b. less precise, but more efficient at detecting variation

This place covers: Methods or systems for genetic or protein-related data processing in computational molecular biology.

FOOD PLANT VARIETAL EFFECT ON THE REARING AND GRAINAGE OF MUGA SILKWORM, ANTHERAEA ASSAMENSIS HELFER, N. Ibotombi Singh* and Dulal Goswami

Gene Mapping in Natural Plant Populations Guilt by Association

MICROSATELLITE MARKER AND ITS UTILITY

International Journal of Pure and Applied Sciences and Technology

COMAERATIVE PERFORMANCE AND GENETIC POLYMORPHISM IN SOME POTENTIAL SILKWORM BOMBYX MORI L. GENOTYPES

Diversity analysis of some selected rice genotypes through SSRbased molecular markers

Biology Evolution Dr. Kilburn, page 1 Mutation and genetic variation

Comparative assessment of wheat landraces from AWCC, ICARDA and VIR germplasm collections based on the analysis of SSR markers

Linkage and mapping analyses of the normal marking gene +P in the silkworm (Bombyx mori) using SSR markers

Marker types. Potato Association of America Frederiction August 9, Allen Van Deynze

Molecular genetic analysis of Eucalyptus tereticornis by using RAPD markers

EFFECT OF ANTIBIOTIC ADMINISTRATION ON GROWTH AND DEVELOPMENT OF SILK GLAND IN MULBERRY SILKWORM (BOMBYX MORI L.)

Breeding rye (Secale cereale L.) for early fall-winter forage production

NUTRITIVE CONTENTS OF DIFFERENT VARIETIES OF MULBERRYLEAVES

PCB Fa Falll l2012

Molecular studies (SSR) for screening of genetic variability among direct regenerants of sugarcane clone NIA-98

ABSTRACT. tropical and sub-tropical countries. Recent utility of turmeric by the pharmaceutical

AD HOC CROP SUBGROUP ON MOLECULAR TECHNIQUES FOR MAIZE. Second Session Chicago, United States of America, December 3, 2007

Marker-assisted selection in breeding silkworm strains with high silk production and resistance to the densonucleosis virus

IMPACT OF TRAINING ON KNOWLEDGE AND ADOPTION OF SERICULTURISTS IN KOLAR DISTRICT OF INDIA

CHANGES IN THE PROTEIN PROFILE OF SILKWORM BOMBYX MORI L. (Lepidoptera: Bombycidae)IN RESPONSE TO THE CHEMICAL MUTAGEN

CENTRAL SERICULTURAL RESEARCH & TRAINING INSTITUTE, PAMPORE DIGITALIZATION OF PROJECTS/PROGRAMMES/PILOT STUDIES FOR E-FILLING FOR THE YEAR

TEST FORM A. 2. Based on current estimates of mutation rate, how many mutations in protein encoding genes are typical for each human?

Marker assisted characterization of wilt resistance in productive Chickpea genotypes

Review Article Management of Climatic Factors for Successful Silkworm (Bombyxmori L.) Crop and Higher Silk Production: A Review

B I O L I F E R E S E A R C H A R T I C L E. Comparative study of Bombyx mori nucleopolyhedrovirus replication in larval cell lines of Bombyx mori

Review. Molecular Evolution and the Neutral Theory. Genetic drift. Evolutionary force that removes genetic variation

Characterization of Castor Bean Genotypes Using SDS-Page of Total Soluble Seed Proteins

AN OVERVIEW ON THE DEVELOPMENT AND EVALUATION OF BREEDS/ HYBRIDS OF THE MULBERRY SILKWORM, BOMBYX MORI L.

Comparative Studies on the Midgut Proteins During Cypovirus Infection and in Mutants Raised from EMS Treated Silkworm Bombyx mori L.

Chapter 4 Lecture. Concepts of Genetics. Tenth Edition. Extensions of Mendelian Genetics. Copyright 2009 Pearson Education, Inc.

International Journal of Science, Environment and Technology, Vol. 6, No 1, 2017,

Karad S R et al eissn

Monday, November 8 Shantz 242 E (the usual place) 5:00-7:00 PM

Transcription:

INTERNATIONAL JOURNAL OF ADVANCES IN PHARMACY, BIOLOGY AND CHEMISTRY Research Article Analysis of genetic variability in some silkworm strains of Bombyx mori L. through isoenzyme markers Chandrakanth N, Anusha P, Moorthy SM*. Central Sericultural Research and Training Institute, Mysore, Karnataka, India ABSTRACT In this study esterase and acid phosphatase isozyme marker systems were used to study biochemical diversity in 10 silkworm strains. A total of ten isomorphs of esterase and five isomorphs of acid phosphatase were detected. These marker systems generated 15 loci, of which 14 were polymorphic among the silkworm strains with a total polymorphism of 93.33%. The mean observed number of alleles, effective number of alleles and gene diversity based on Nei s coefficient were 1.9444, 1.4016 and 0.2622 respectively. The highest gene diversity of 0.5 was noticed with HEST-6 loci. The multivoltines had more number of bands as compared to bivoltines. Strain specific isomorphs were also shown by both esterase and acid phosphatase. Dendrogram analysis showed five clusters of which ND7 was the most divergent followed by CSR51 and CSR2. The farthest distance was observed between Cambodge and CSR2 (0.69) with an average biochemical distance of 0.33. Based on cluster analysis divergent silkworm strains from different clusters can be utilized as parents in different breeding programs. Key words: Silkworm, Esterase, Acid phosphatise. INTRODUCTION The silkworm is genetically well-characterized Lepidopteran insect with more than 400 described mutations, which have been mapped to more than 200 loci covering 28 linkage groups 1. About 4000 silkworm strains have been developed and maintained worldwide and is derived from hybridization of different geographical origins, mainly the Japanese, Chinese, European and Indian strains, which have distinct traits. Silkworm is having more advantages than other insect with commercial interest for farmers and experimental interest for researchers. Due to its importance, diversity study in silkworm has a valuable role in improving commercially important traits through selection of divergent parents. The study of genetic diversity in the silkworm is important for selection of useful parents and specific traits. Application of isoenzymes and other molecular markers help to estimate genetic diversity much more accurately than that of morphological traits. Electrophoresis identifies variation (alleles) at loci 361 that code for enzymes (usually termed isozymes or allozymes). One advantage of allozyme loci is that they are codominant and heterozygotes can be scored directly. Isozymes are the best suited biochemical markers in revealing inter-strain diversity in silkworm because they are less changeful between individuals 2. With respect to their genetic structure, enzymes are less changeable between individuals than other biochemical constituents of haemolymph, and other tissues 3. This characteristic makes them good biochemical markers. Among the various known isozymes studied, esterase, amylase, acid phosphatase and alkaline phosphatase have been studied extensively because they are the groups of enzymes involved in various metabolic activity, gonadal maturation, maintenance of cell viability, metabolic activities of silk gland and defense functions 4,5,6. Understanding the genetic constitution of an individual in the population of races and allelic variations through isozyme studies is known to reflect the differential catalytic ability of allelic genes and their significant role in the adaptive strategy of the genotypes 7. Further, knowledge on

genetic variability is important for effective breeding 8,9 and maintenance of variability within and among population is one of the most important aspects in the conservation of genetic resources. Hence in this study, two isozymes systems viz., esterase (α- EST) and acid phosphatase (ACP) were utilized to study the diversity in 10 silkworm strains. MATERIAL AND METHODS Insect rearing Ten silkworm strains comprising of five bivoltine (CSR2, CSR50, CSR51, BHR3 and SK4C) and five multivoltine (Pure Mysore, ND7, Nistari, Cambodge and L14) strains were reared at Central Sericultural Research and Training Institute (CSRTI), Mysore by following the standard method as suggested by Krishnaswami et al 10. Collection of Haemolymph Haemolymph was collected from 5 th instar 3 rd day larvae of each strain (5-6 larvae) in a microcentrifuge tube coated with 0.1M phenylthiourea (to inhibit tyrosinase activity) by cutting the prolegs of silkworms. The haemolymph sample was centrifuged for 10 min at 3000 rpm. The supernatant was transferred to fresh tube and was stored at -80ºC until use. Qualitative analysis of Isozymes Esterase (E.C 3.1.1.1) and acid phosphatase (E.C 3.1.3.1) isozyme systems were analyzed to estimate biochemical diversity in the haemolymph of silkworm strains. Separation of haemolymph esterase and acid phosphatase isozymes were carried out on 7.5% polyacrylamide gel following the methodology stated by Harris and Hopkinson 11 and Eguchi et al. 12 respectively. The relative mobility of the bands was calculated as follows: Relative mobility (Rm) = Length of gel before Migration of isozyme staining x Migration of tracking Length of gel after staining Dye Data scoring and statistical analysis The isozyme data was analyzed and compared. The isomorphs were scored in a binary code as 1 for presence and 0 for absence. Nei s 13 genetic distance was employed for the isozyme data. The distance matrix was used to construct dendrogram by applying Unweighted Pair Group Method with Arithmetic Mean (UPGMA). Observed no. of alleles (na) and Effective no. of alleles (ne) was also estimated using POPGENE version 1.31 14. Principal 362 Coordinate Analysis (PCoA) was performed using GenAlEx 6.5 15. RESULTS Esterase and acid phosphatase isozyme marker systems were used to study biochemical diversity in 10 silkworm strains. A total of ten isomorphs of esterase and five isomorphs of acid phosphatase were detected. Nomenclature of isomorphs was done from number 1 with prefix HEST for esterase and HACP for acid phosphatase from the anodal end of the zymograph. The multivoltines had more number of bands as compared to bivoltines. Among the 10 isomorph of esterase noticed, HEST-2 (Rm-0.47), HEST-5 (Rm-0.42) were strain specific present only in CSR2 and CSR51 respectively, whereas, HEST-6 (Rm-0.33) was specific for multivoltines. In case of acid phosphatase, HACP-2 (Rm-0.47) and HACP-1 (Rm-0.48) were specific to BHR3 and ND7 respectively. Together, these marker systems generated 15 loci of which 14 were polymorphic among the silkworm strains with a total polymorphism of 93.33%. The mean observed number of alleles, effective number of alleles and gene diversity based on Nei s coefficient were 1.9444, 1.4016 and 0.2622. The highest gene diversity of 0.5 was noticed with HEST- 6 loci. Dendrogram analysis showed five clusters of which ND7 was the most divergent group followed by CSR51 and CSR2. The farthest distance observed between Cambodge and CSR2 (0.69) with an average biochemical distance of 0.33. Another cluster was formed by bivoltines with exception to L14, which is a multivoltine. CSR50 was close to L14; BHR3 and SK4C were close to each other. Three multivoltines (Pure Mysore, Nistari and Cambodge) were grouped to form another cluster (Figure 1). The PCoA analysis was in agreement with the results of the dendrogram (Figure 2). The first two principal components explained a total of 82.87% of the biochemical variation. DISCUSSION Isozymes like esterase, acid phosphatase, alkaline phosphatase, amylase, phosphoglucomutase, aspartataminotransferase, malate dehydrogenase, glucose 6 phosphate dehydrogenase and carbonic anhydrase have been used by various authors to study diversity in silkworm genotypes 16,17,18,19,20,21. Among the different isoenzymes analyzed esterase was most preferred because of its diverse substrate specificity and polymorphic expression followed by acid phosphatase 17,22,23,.

In this study also only two isozymes were used, but, they were potential enough to reveal diversity by generating a total of 15 isomorphs with 93.33% polymorphism. The isozyme diversity revealed through dendrogram showed that the low productive multivoltine strains like Nistari, Pure Mysore and Cambodge were grouped together indicating their genetic similarity and closeness of genetic architecture between them. Further, BHR3 and SK4C were in same arm demonstrating their closeness. Though both are bivoltine and known for medium productivity nature and tolerant to high temperature 24. But L14 and ND7 though both are multivoltine, but distanced from other multivoltine (Nistari, Pure Mysore and cambodge) and nearer to bivoltine strains. These two strains produce quality silk better than conventional multivoltine and slightly lower than bivoltine justifying their existence in different arms. HEST-2 (Rm-0.47) and HEST-5 (Rm-0.42) were strain specific present only in CSR2 and CSR51 respectively, which may be resulted in the allocation of separate clusters for these strains in the phylogenetic tree. ND7 was out grouped in the tree; this is because of expression of low number of esterase (four) and HACP-2 (Rm-0.48) band, which was specific to ND7. The biochemical markers utilized in this study resulted in grouping of some strains with different origin in one group and also strains with the same origin in different groups which may be due to the changes in their biological and developmental process and their adaptation to environmental conditions 3,25. CONCLUSION Our study has showed the potentiality of esterase and acid phosphatase in revealing genetic diversity between silkworm strains. The isozyme systems used were further able to reveal substantial amount of diversity in terms of high polymorphism percentage, high number of genotype-specific isomorphs and average genetic distance. Based on all these factors the isozymes were able to differentiate ten silkworm strains into five clusters, hence the silkworm strains from different clusters can be utilized in crossing to manifest high heterosis. Figure 1: UPGMA dendrogram of silkworm strains generated from isozyme data 363

Figure 2: PCoA plot of silkworm strains based on isozyme data + - Bivoltine; x - Multivoltine REFERENCES 1. K Mita et al., The Genome Sequence of Silkworm, Bombyx mori, DNA Research. 2004; 11: 27 35. 2. Patnaik A and Datta RK, Amylase its genetics and prospects as a marker in silkworm breeding, Indian J. of Sericulture. 1995; 34: 82-89. 3. Etebari K, Mirhoseini SZ and Matindoost L, A study on interaspecific biodiversity of eight groups of silkworm (Bombyx mori) by biochemical markers, Insect Science. 2005; 12: 87-94. 4. Yoshitake N and Eguchi N, Distribution of blood esterase types in various strains of the silkworm Bombyx mori L, Jpn. Sericult. Sci. 1965; 34: 95-98. 5. Yoshitake N and Akiyama M, Genetic aspect on the esterase activities of the egg in the silkworm Bombyx mori L, Jpn. Seri cult. Sci. 1965; 34: 327-332. 6. Eguchi M, Yoshitake N and Kai H, Type and inheritance of blood esterase in the silkworm, Bombyx mori L., Jpn. J. Genet.1965; 40: 15-19. 7. Eguchi M and Yoshitake N, Interrelation of nonspecific esterase zymograms among various 364 tissues in the silkworm, B. mori L., J. Seri. Sci. Jpn. 1967; 36: 193-198. 8. Parkash R, Yadav JP and Vashisht M, Allozymic variation at ADH locus in some Drosophila species, Perspectives in Cytology and Genetics. 1992; 8: 495-502. 9. Frankel OH and Brown AHD, A critical appraisal, Proc. XV Int. Cong. Genet., Applied Genetics, 1983; 4: 3-13. 10. Frey KJ, Cox TS, Rodgers DM and Cox PM, Increasing cereal yields with gene from wild and weedy species. Pro.XV Intl. Cong. Genetics. 1983; 4: 51-68. 11. Krishna swami S, New technology of silkworm rearing in Bulletin No. 2, Central Sericultural Research and Training Institute, Mysore, Central Silk Board, Govt. of India, 1978; 1-23. 12. Harris H and Hopkinson, Handbook of enzyme electrophoresis in human genetics, North Holland publishing com, Armsterm. 1977: 297. 13. Eguchi M, Takahama Y, Ikeda M and Horii S, A novel variant of acid phosphatase isozyme from

haemolymph of silkworm, Bombyx mori L, J. Genet. Jpn. 1988; 63: 149-157. 14. Nei M, Genetic distance between populations, Am Nat. 1972; 106: 283-292. 15. Yeh FC and Yang RC, Popgene version 1.31 Microsoft Window-based Freeware for Population Genetic Analysis: A joint Project Development by, University of Alberta and Tim Boyle, Centre for International Forestry Research. 1999. 16. Peakall R and Smouse PE, GenAlEx 6.5: Genetic Analysis in Excel - Population genetic software for teaching and research-an update, Bioinformatics. 2012; 28: 2537-2539. 17. Shabalina, Esterase genetic polymorphism in haemolymph of larvae Bombyx mori, Comptes rendus de l'academie bulgare des Sciences. 1990; 43: 105-110. 18. Moorthy SM, Das SK, Rao PRT, Raje Urs S and Sarkar A, Evaluation and selection of potential parents based on selection indices and isozyme variability in silkworm, Bombyx mori L, Int. J. Indust. Entomol. 2007; 14: 1-7. 19. Staykova T, Genetically-determined polymorphism of nonspecific esterases and phosphoglucomutase in eight introduced breeds of the silkworm, Bombyx mori, raised in Bulgaria, Journal of Insect Science. 2008; 8(18). 20. Ashok Kumar K, Somasundaram P, Vijaya Bhaskara Rao A, Vara Prasad P, Kamble CK and Smitha S, Genetic diversity and enzymes among selected silkworm races of Bombyx mori (L.), International Journal of Science and nature. 2011; 2: 773-777. 21. Ronqui L, Aparecida M and Ruvolo Takasusuk MCC, Genetic analysis of isoenzymes polymorphisms in silkworm (Bombyx mori L.) strains, Acta Scientiarum Biological Sciences. 2013; 35(2): 249-254. 22. Staykova T, Ivanova E, Grekov D and Avramova K, Genetic variability in silkworm (Bombyx mori L.) Strains with different origin, Acta Zoologica Bulgarica. 2012; 4: 89-94. 23. Staykova T, Ivanova, Zenov P, VaSileva Y, Arkova Pantaleeva D and Petkov Z, Acid phosphatase as a marker for differentiation of silkworm (Bombyx mori) strains, Biotechnology and Biotechnological Equipment. 2010; 24(2): 379-384. 24. Somasundaram P, Ashok Kumar K, Thangavelu K, Kar PK and Sinha RK, Preliminary study on isozyme variation in silkworm germplasm of Bombyx mori (L.) and its implication for conservation, Pertanika J. Tropical Agricultural Sciences. 2004; 27: 163-171. 25. Moorthy SM, Chandrakanth N, Ashwath SK, Naseema Begum A, Mal Reddy N, Nirmal Kumar S and Bindroo BB, Phenotypic evaluation of thermo tolerance in some silkworm strains of Bombyx mori, Biospectra (In press). 26. Chatterjee SN and Datta RK, Hierarchical clustering of 54 races and strain of mulberry silkworm, Bombyx mori: Significance of biochemical parameters, Theoretical Applications of Genet. 1992; 85: 394-402. 365