Andersen CL, Jensen JL, Ørntoft TF (2004) Normalization of real-time quantitative reverse transcription-PCR data: a model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets. Can Res 64:5245–5250
Article
CAS
Google Scholar
Andrade LM et al (2017) Reference genes for normalization of qPCR assays in sugarcane plants under water deficit. Plant Methods 13:28
Article
PubMed
PubMed Central
CAS
Google Scholar
Artico S, Nardeli SM, Brilhante O, Grossi-de-Sa MF, Alves-Ferreira M (2010) Identification and evaluation of new reference genes in Gossypium hirsutum for accurate normalization of real-time quantitative RT-PCR data. BMC Plant Biol 10:49
Article
PubMed
PubMed Central
CAS
Google Scholar
Barber RD, Harmer DW, Coleman RA, Clark BJ (2005) GAPDH as a housekeeping gene: analysis of GAPDH mRNA expression in a panel of 72 human tissues. Physiol Genomics 21:389–395
Article
PubMed
CAS
Google Scholar
Barsalobres-Cavallari CF, Severino FE, Maluf MP, Maia IG (2009) Identification of suitable internal control genes for expression studies in Coffea arabica under different experimental conditions. BMC Mol Biol 10:1
Article
PubMed
PubMed Central
CAS
Google Scholar
Bohle K, Jungebloud A, Göcke Y, Dalpiaz A, Cordes C, Horn H, Hempel D (2007) Selection of reference genes for normalisation of specific gene quantification data of Aspergillus niger. J Biotechnol 132:353–358
Article
PubMed
CAS
Google Scholar
Bollmann F, Casper I, Henke J, Pautz A (2012) qRT-PCR: a method and its difficulties. Springer, Berlin
Google Scholar
Brunner AM, Yakovlev IA, Strauss SH (2004) Validating internal controls for quantitative plant gene expression studies. BMC Plant Biol 4:14
Article
PubMed
PubMed Central
CAS
Google Scholar
Bustin S (2002) Quantification of mRNA using real-time reverse transcription PCR (RT-PCR): trends and problems. J Mol Endocrinol 29:23–39
Article
PubMed
CAS
Google Scholar
Bustin SA (2010) Why the need for qPCR publication guidelines? The case for MIQE. Methods 50:217–226
Article
PubMed
CAS
Google Scholar
Bustin SA et al (2009) The MIQE guidelines: minimum information for publication of quantitative real-time PCR experiments. Clin Chem 55:611–622
Article
PubMed
CAS
Google Scholar
Chandna R, Augustine R, Bisht NC (2012) Evaluation of candidate reference genes for gene expression normalization in Brassica juncea using real time quantitative RT-PCR. PLoS ONE 7:e36918
Article
PubMed
PubMed Central
CAS
Google Scholar
Chen D, Pan X, Xiao P, Farwell MA, Zhang B (2011a) Evaluation and identification of reliable reference genes for pharmacogenomics, toxicogenomics, and small RNA expression analysis. J Cell Physiol 226:2469–2477
Article
PubMed
CAS
Google Scholar
Chen L, H-y Zhong, J-f Kuang, Li J-g Lu, W-j Chen J-y (2011b) Validation of reference genes for RT-qPCR studies of gene expression in banana fruit under different experimental conditions. Planta 234:377
Article
PubMed
CAS
Google Scholar
Chen Y, Hu B, Tan Z, Liu J, Yang Z, Li Z, Huang B (2015) Selection of reference genes for quantitative real-time PCR normalization in creeping bentgrass involved in four abiotic stresses. Plant Cell Rep 34:1825–1834
Article
PubMed
CAS
Google Scholar
Cruz F et al (2009) Evaluation of coffee reference genes for relative expression studies by quantitative real-time RT-PCR. Mol Breed 23:607–616
Article
CAS
Google Scholar
Czechowski T, Stitt M, Altmann T, Udvardi MK, Scheible W-R (2005) Genome-wide identification and testing of superior reference genes for transcript normalization in Arabidopsis. Plant Physiol 139:5–17
Article
PubMed
PubMed Central
CAS
Google Scholar
Dass A, Sudhishri S, Lenka N (2013) Integrated nutrient management to improve finger millet productivity and soil conditions in hilly region of Eastern India. J Crop Improv 27:528–546
Article
CAS
Google Scholar
Devi PB, Vijayabharathi R, Sathyabama S, Malleshi NG, Priyadarisini VB (2014) Health benefits of finger millet (Eleusine coracana L.) polyphenols and dietary fiber: a review. J Food Sci Technol 51:1021–1040
Article
PubMed
CAS
Google Scholar
Dombrowski JE, Martin RC (2009) Evaluation of reference genes for quantitative RT-PCR in Lolium temulentum under abiotic stress. Plant Sci 176:390–396
Article
CAS
Google Scholar
Edmunds RC, McIntyre JK, Luckenbach JA, Baldwin DH, Incardona JP (2014) Toward enhanced MIQE compliance: reference residual normalization of qPCR gene expression data. J Biomol Tech: JBT 25:54
PubMed
Google Scholar
Fan C, Ma J, Guo Q, Li X, Wang H, Lu M (2013) Selection of reference genes for quantitative real-time PCR in bamboo (Phyllostachys edulis). PLoS ONE 8:e56573
Article
PubMed
PubMed Central
CAS
Google Scholar
Gachon C, Mingam A, Charrier B (2004) Real-time PCR: what relevance to plant studies? J Exp Bot 55:1445–1454
Article
PubMed
CAS
Google Scholar
Goron TL, Raizada MN (2015) Genetic diversity and genomic resources available for the small millet crops to accelerate a New Green Revolution. Front Plant Sci 6:157
PubMed
PubMed Central
Google Scholar
Guénin S, Mauriat M, Pelloux J, Van Wuytswinkel O, Bellini C, Gutierrez L (2009) Normalization of qRT-PCR data: the necessity of adopting a systematic, experimental conditions-specific, validation of references. J Exp Bot 60:487–493
Article
PubMed
CAS
Google Scholar
Guo J, Ling H, Wu Q, Xu L, Que Y (2014) The choice of reference genes for assessing gene expression in sugarcane under salinity and drought stresses. Sci Rep 4:7042
Article
PubMed
PubMed Central
CAS
Google Scholar
Gupta N, Gupta AK, Gaur VS, Kumar A (2012) Relationship of nitrogen use efficiency with the activities of enzymes involved in nitrogen uptake and assimilation of finger millet genotypes grown under different nitrogen inputs. Sci World J. https://doi.org/10.1100/2012/625731
Article
Google Scholar
Gupta V, Jatav PK, Verma R, Kothari SL, Kachhwaha S (2017) Nickel accumulation and its effect on growth, physiological and biochemical parameters in millets and oats. Environ Sci Pollut Res 30:23915–23925
Article
CAS
Google Scholar
Gutierrez L et al (2008) The lack of a systematic validation of reference genes: a serious pitfall undervalued in reverse transcription-polymerase chain reaction (RT-PCR) analysis in plants. Plant Biotechnol J 6:609–618
Article
PubMed
CAS
Google Scholar
Hegde B, Gowda L (1989) Cropping systems and production technology for small millets in India. In: Proceedings of the first international small millets workshop, Bangalore, India, pp 209–236
Hu R, Fan C, Li H, Zhang Q, Fu Y-F (2009) Evaluation of putative reference genes for gene expression normalization in soybean by quantitative real-time RT-PCR. BMC Mol Biol 10:93
Article
PubMed
PubMed Central
CAS
Google Scholar
Huggett J, Dheda K, Bustin S, Zumla A (2005) Real-time RT-PCR normalisation; strategies and considerations. Genes Immun 6:279
Article
PubMed
CAS
Google Scholar
Huis R, Hawkins S, Neutelings G (2010) Selection of reference genes for quantitative gene expression normalization in flax (Linum usitatissimum L.). BMC Plant Biol 10:71
Article
PubMed
PubMed Central
CAS
Google Scholar
Jain M, Nijhawan A, Tyagi AK, Khurana JP (2006) Validation of housekeeping genes as internal control for studying gene expression in rice by quantitative real-time PCR. Biochem Biophys Res Commun 345:646–651
Article
PubMed
CAS
Google Scholar
Jatav P et al (2016) Identification of internal control genes in milk-derived mammary epithelial cells during lactation cycle of Indian zebu cow. Anim Sci J 87:344–353
Article
PubMed
CAS
Google Scholar
Jian B, Liu B, Bi Y, Hou W, Wu C, Han T (2008) Validation of internal control for gene expression study in soybean by quantitative real-time PCR. BMC Mol Biol 9:59
Article
PubMed
PubMed Central
CAS
Google Scholar
Kim B-R, Nam H-Y, Kim S-U, Kim S-I, Chang Y-J (2003) Normalization of reverse transcription quantitative-PCR with housekeeping genes in rice. Biotech Lett 25:1869–1872
Article
CAS
Google Scholar
Klie M, Debener T (2011) Identification of superior reference genes for data normalisation of expression studies via quantitative PCR in hybrid roses (Rosa hybrida). BMC Res Notes 4:518
Article
PubMed
PubMed Central
CAS
Google Scholar
Kothari SL, Kumar S, Kothari A, Watanabe KN (2005) Applications of biotechnology for improvement of millet crops: review of progress and future prospects. Plant Biotechnol 22:81–88
Article
CAS
Google Scholar
Kumar K, Muthamilarasan M, Prasad M (2013) Reference genes for quantitative real-time PCR analysis in the model plant foxtail millet (Setariaitalica L.) subjected to abiotic stress conditions Plant Cell. Tissue Organ Culture (PCTOC) 115:13–22
Article
CAS
Google Scholar
Lata C (2015) Advances in omics for enhancing abiotic stress tolerance in millets. In: Proceedings of the national academy of sciences, pp 397–417
Lata C, Bhutty S, Bahadur RP, Majee M, Prasad M (2011) Association of an SNP in a novel DREB2-like gene SiDREB2 with stress tolerance in foxtail millet [Setaria italica (L.)]. J Exp Bot 62:3387–3401
Article
PubMed
PubMed Central
CAS
Google Scholar
Le DT et al (2012) Evaluation of candidate reference genes for normalization of quantitative RT-PCR in soybean tissues under various abiotic stress conditions. PLoS ONE 7:e46487
Article
PubMed
PubMed Central
CAS
Google Scholar
Li Q-F, Sun SS, Yuan D-Y, Yu H-X, Gu M-H, Liu Q-Q (2010) Validation of candidate reference genes for the accurate normalization of real-time quantitative RT-PCR data in rice during seed development. Plant Mol Biol Rep 28:49
Article
CAS
Google Scholar
Li QQ, Skinner J, Bennett JE (2012) Evaluation of reference genes for real-time quantitative PCR studies in Candida glabrata following azole treatment. BMC Mol Biol 13:22
Article
PubMed
PubMed Central
CAS
Google Scholar
Li M-Y, Song X, Wang F, Xiong A-S (2016) Suitable reference genes for accurate gene expression analysis in parsley (Petroselinum crispum) for abiotic stresses and hormone stimuli. Front Plant Sci 7:1481
PubMed
PubMed Central
CAS
Google Scholar
Libault M, Thibivilliers S, Bilgin D, Radwan O, Benitez M, Clough S, Stacey G (2008) Identification of four soybean reference genes for gene expression normalization. Plant Genome 1:44–54
Article
CAS
Google Scholar
Lin Y, Lai Z (2010) Reference gene selection for qPCR analysis during somatic embryogenesis in longan tree. Plant Sci 178:359–365
Article
CAS
Google Scholar
Ling H, Wu Q, Guo J, Xu L, Que Y (2014) Comprehensive selection of reference genes for gene expression normalization in sugarcane by real time quantitative RT-PCR. PLoS ONE 9:e97469
Article
PubMed
PubMed Central
CAS
Google Scholar
Llanos A, François JM, Parrou J-L (2015) Tracking the best reference genes for RT-qPCR data normalization in filamentous fungi. BMC Genom 16:71
Article
CAS
Google Scholar
Long X-Y et al (2010) Genome-wide identification and evaluation of novel internal control genes for Q-PCR based transcript normalization in wheat. Plant Mol Biol 74:307–311
Article
PubMed
CAS
Google Scholar
Ma S, Niu H, Liu C, Zhang J, Hou C, Wang D (2013) Expression stabilities of candidate reference genes for RT-qPCR under different stress conditions in soybean. PLoS ONE 8:e75271
Article
PubMed
PubMed Central
CAS
Google Scholar
Mallona I, Lischewski S, Weiss J, Hause B, Egea-Cortines M (2010) Validation of reference genes for quantitative real-time PCR during leaf and flower development in Petunia hybrida. BMC Plant Biol 10:4
Article
PubMed
PubMed Central
CAS
Google Scholar
Maroufi A, Van Bockstaele E, De Loose M (2010) Validation of reference genes for gene expression analysis in chicory (Cichorium intybus) using quantitative real-time PCR. BMC Mol Biol 11:15
Article
PubMed
PubMed Central
CAS
Google Scholar
McDonough CM, Rooney LW, Serna-Saldivar SO (2000) “The Millets”. Food science and technology: handbook of cereal science and technology, revised and expanded, vol 99, 2nd edn. CRC Press, Boca Raton
Google Scholar
Meng Y, Li N, Tian J, Gao J, Zhang C (2013) Identification and validation of reference genes for gene expression studies in postharvest rose flower (Rosa hybrida). Sci Hortic 158:16–21
Article
CAS
Google Scholar
Migocka M, Papierniak A (2011) Identification of suitable reference genes for studying gene expression in cucumber plants subjected to abiotic stress and growth regulators. Mol Breeding 28:343–357
Article
Google Scholar
Mittler R (2006) Abiotic stress, the field environment and stress combination. Trends Plant Sci 11:15–19
Article
PubMed
CAS
Google Scholar
Mittler R, Blumwald E (2010) Genetic engineering for modern agriculture: challenges and perspectives. Annu Rev Plant Biol 61:443–462
Article
PubMed
CAS
Google Scholar
Nicot N, Hausman J-F, Hoffmann L, Evers D (2005) Housekeeping gene selection for real-time RT-PCR normalization in potato during biotic and abiotic stress. J Exp Bot 56:2907–2914
Article
PubMed
CAS
Google Scholar
Nrc NRC (1996) Lost crops of Africa, 1st edn. National Academy Press, Washington
Google Scholar
Paolacci AR, Tanzarella OA, Porceddu E, Ciaffi M (2009) Identification and validation of reference genes for quantitative RT-PCR normalization in wheat. BMC Mol Biol 10:11
Article
PubMed
PubMed Central
CAS
Google Scholar
Perini P, Pasquali G, Margis-Pinheiro M, de Oliviera PRD, Revers LF (2014) Reference genes for transcriptional analysis of flowering and fruit ripening stages in apple (Malus × domestica Borkh.). Mol Breeding 34:829–842
Article
CAS
Google Scholar
Petriccione M, Mastrobuoni F, Zampella L, Scortichini M (2015) Reference gene selection for normalization of RT-qPCR gene expression data from Actinidia deliciosa leaves infected with Pseudomonas syringae pv. actinidiae. Sci Rep 5:16961
Article
PubMed
PubMed Central
CAS
Google Scholar
Pfaffl MW, Tichopad A, Prgomet C, Neuvians TP (2004) Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper–Excel-based tool using pair-wise correlations. Biotech Lett 26:509–515
Article
CAS
Google Scholar
Radonić A, Thulke S, Mackay IM, Landt O, Siegert W, Nitsche A (2004) Guideline to reference gene selection for quantitative real-time PCR. Biochem Biophys Res Commun 313:856–862
Article
PubMed
CAS
Google Scholar
Raffaello T, Asiegbu FO (2013) Evaluation of potential reference genes for use in gene expression studies in the conifer pathogen (Heterobasidion annosum). Mol Biol Rep 40:4605–4611
Article
PubMed
CAS
Google Scholar
Reddy PS, Reddy DS, Sharma KK, Bhatnagar-Mathur P, Vadez V (2015) Cloning and validation of reference genes for normalization of gene expression studies in pearl millet [Pennisetum glaucum (L.) R. Br.] by quantitative real-time PCR Plant. Gene 1:35–42
CAS
Google Scholar
Remans T, Smeets K, Opdenakker K, Mathijsen D, Vangronsveld J, Cuypers A (2008) Normalisation of real-time RT-PCR gene expression measurements in Arabidopsis thaliana exposed to increased metal concentrations. Planta 227:1343–1349
Article
PubMed
CAS
Google Scholar
Rieu I, Powers SJ (2009) Real-time quantitative RT-PCR: design, calculations, and statistics. Plant Cell 21:1031–1033
Article
PubMed
PubMed Central
CAS
Google Scholar
Rurinda J, Mapfumo P, van Wijk MT, Mtambanengwe F, Rufino MC, Chikowo R, Giller KE (2014) Comparative assessment of maize, finger millet and sorghum for household food security in the face of increasing climatic risk. Eur J Agron 55:29–41
Article
Google Scholar
Saha P, Blumwald E (2014) Assessing reference genes for accurate transcript normalization using quantitative real-time PCR in pearl millet [Pennisetum glaucum (L.) R. Br.]. PLoS ONE 9:e106308
Article
PubMed
PubMed Central
Google Scholar
Schmidt GW, Delaney SK (2010) Stable internal reference genes for normalization of real-time RT-PCR in tobacco (Nicotiana tabacum) during development and abiotic stress. Mol Genet Genomics 283:233–241
Article
PubMed
CAS
Google Scholar
Shivhare R, Lata C (2016) Selection of suitable reference genes for assessing gene expression in pearl millet under different abiotic stresses and their combinations. Sci Rep 6:23036
Article
PubMed
PubMed Central
CAS
Google Scholar
Shobana S, Krishnaswamy K, Sudha V, Malleshi N, Anjana R, Palaniappan L, Mohan V (2013) Finger millet (Ragi, Eleusine coracana L.): a review of its nutritional properties, processing, and plausible health benefits. Adv Food Nutr Res 69:39
Google Scholar
Silver N, Best S, Jiang J, Thein SL (2006) Selection of housekeeping genes for gene expression studies in human reticulocytes using real-time PCR. BMC Mol Biol 7:33
Article
PubMed
PubMed Central
CAS
Google Scholar
Singh RK (2014) The studies of functional genomics of finger millet (Eleusine coracana (L.) Gaertn.). Thesis, Indian Agricultural Research Institute New Delhi. http://krishikosh.egranth.ac.in/handle/1/5810009810
Singh P, Raghuvanshi RS (2012) Finger millet for food and nutritional security. Afr J Food Sci 6:77–84
CAS
Google Scholar
Stolf-Moreira R et al (2011) Identification of reference genes for expression analysis by real-time quantitative PCR in drought-stressed soybean. Pesquisa Agropecuaria Brasileira 46:58–65
Article
Google Scholar
Suzuki N, Rizhsky L, Liang H, Shuman J, Shulaev V, Mittler R (2005) Enhanced tolerance to environmental stress in transgenic plants expressing the transcriptional coactivator multiprotein bridging factor 1c. Plant Physiol 139:1313–1322
Article
PubMed
PubMed Central
CAS
Google Scholar
Tao Y et al (2016) Identification of novel and robust internal control genes from Volvariella volvacea that are suitable for RT-qPCR in filamentous fungi. Sci Rep 6:29236
Article
PubMed
PubMed Central
CAS
Google Scholar
Thellin O et al (1999) Housekeeping genes as internal standards: use and limits. J Biotechnol 75:291–295
Article
PubMed
CAS
Google Scholar
Tu L et al (2007) Suitable internal control genes for qRT-PCR normalization in cotton fiber development and somatic embryogenesis. Chin Sci Bull 52:3110–3117
Article
CAS
Google Scholar
Vandesompele J, De Preter K, Pattyn F, Poppe B, Van Roy N, De Paepe A, Speleman F (2002) Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes. Genome Biol 3(research0034):0031
Google Scholar
Volkov RA, Panchuk II, Schöffl F (2003) Heat-stress-dependency and developmental modulation of gene expression: the potential of house-keeping genes as internal standards in mRNA expression profiling using real-time RT-PCR. J Exp Bot 54:2343–2349
Article
PubMed
CAS
Google Scholar
Wan H, Zhao Z, Qian C, Sui Y, Malik AA, Chen J (2010) Selection of appropriate reference genes for gene expression studies by quantitative real-time polymerase chain reaction in cucumber. Anal Biochem 399:257–261
Article
PubMed
CAS
Google Scholar
Wan H et al (2011) Identification of reference genes for reverse transcription quantitative real-time PCR normalization in pepper (Capsicum annuum L.). Biochem Biophys Res Commun 416:24–30
Article
PubMed
CAS
Google Scholar
Wang T, Hao R, Pan H, Cheng T, Zhang Q (2014) Selection of suitable reference genes for quantitative real-time polymerase chain reaction in Prunus mume during flowering stages and under different abiotic stress conditions. J Am Soc Hortic Sci 139:113–122
CAS
Google Scholar
Xiao X, Ma J, Wang J, Wu X, Li P, Yao Y (2014) Validation of suitable reference genes for gene expression analysis in the halophyte Salicornia europaea by real-time quantitative PCR. Front Plant Sci 5:788
Article
PubMed
Google Scholar
Yan H-Z, Liou R-F (2006) Selection of internal control genes for real-time quantitative RT-PCR assays in the oomycete plant pathogen Phytophthora parasitica. Fungal Genet Biol 43:430–438
Article
PubMed
CAS
Google Scholar
Yang Z, Chen Y, Hu B, Tan Z, Huang B (2015) Identification and validation of reference genes for quantification of target gene expression with quantitative real-time PCR for tall fescue under four abiotic stresses. PLoS ONE 10:e0119569
Article
PubMed
PubMed Central
CAS
Google Scholar
Yin Z, Ke X, Huang D, Gao X, Voegele RT, Kang Z, Huang L (2013) Validation of reference genes for gene expression analysis in Valsa mali var. mali using real-time quantitative PCR. World J Microbiol Biotechnol 29:1563–1571
Article
PubMed
CAS
Google Scholar
Zakeri H, Bueckert RA, Schoenau J (2013) Effects of nitrogen on reproductive duration and yield in lentil cultivars. J Plant Nutr 36:877–894
Article
CAS
Google Scholar
Zhang J et al (2007) Construction and application of EST library from Setaria italica in response to dehydration stress. Genomics 90:121–131
Article
PubMed
CAS
Google Scholar
Zhu J, Zhang L, Li W, Han S, Yang W, Qi L (2013) Reference gene selection for quantitative real-time PCR normalization in Caragana intermedia under different abiotic stress conditions. PLoS ONE 8:e53196
Article
PubMed
PubMed Central
CAS
Google Scholar
Zhuang H, Fu Y, He W, Wang L, Wei Y (2015) Selection of appropriate reference genes for quantitative real-time PCR in Oxytropis ochrocephala Bunge using transcriptome datasets under abiotic stress treatments. Front Plant Sci 6:475
Article
PubMed
PubMed Central
Google Scholar