Skip to main content
Erschienen in: Journal of Nanoparticle Research 8/2012

01.08.2012 | Research Paper

Gene expression profiling in rat kidney after intratracheal exposure to cadmium-doped nanoparticles

verfasst von: Teresa Coccini, Elisa Roda, Marco Fabbri, Maria Grazia Sacco, Laura Gribaldo, Luigi Manzo

Erschienen in: Journal of Nanoparticle Research | Ausgabe 8/2012

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

While nephrotoxicity of cadmium is well documented, very limited information exists on renal effects of exposure to cadmium-containing nanomaterials. In this work, “omics” methodologies have been used to assess the action of cadmium-containing silica nanoparticles (Cd-SiNPs) in the kidney of Sprague-Dawley rats exposed intratracheally. Groups of animals received a single dose of Cd-SiNPs (1 mg/rat), CdCl2 (400 μg/rat) or 0.1 ml saline (control). Renal gene expression was evaluated 7 and 30 days post exposure by DNA microarray technology using the Agilent Whole Rat Genome Microarray 4x44K. Gene modulating effects were observed in kidney at both time periods after treatment with Cd-SiNPs. The number of differentially expressed genes being 139 and 153 at the post exposure days 7 and 30, respectively. Renal gene expression changes were also observed in the kidney of CdCl2-treated rats with a total of 253 and 70 probes modulated at 7 and 30 days, respectively. Analysis of renal gene expression profiles at day 7 indicated in both Cd-SiNP and CdCl2 groups downregulation of several cluster genes linked to immune function, oxidative stress, and inflammation processes. Differing from day 7, the majority of cluster gene categories modified by nanoparticles in kidney 30 days after dosing were genes implicated in cell regulation and apoptosis. Modest renal gene expression changes were observed at day 30 in rats treated with CdCl2. These results indicate that kidney may be a susceptible target for subtle long-lasting molecular alterations produced by cadmium nanoparticles locally instilled in the lung.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat ATSDR (Agency for toxic substances and disease registry) (2008) Toxicological profile for cadmium (Draft for Public Comment). U.S. Department of Health and Human Services, Public Health Service, Atlanta, GA ATSDR (Agency for toxic substances and disease registry) (2008) Toxicological profile for cadmium (Draft for Public Comment). U.S. Department of Health and Human Services, Public Health Service, Atlanta, GA
Zurück zum Zitat Chargui A, Zekri S, Jaquillet G, Rubera I, Ilie M, Belaid A, Duranton C, Tauc M, Hofman P, Poujeol P, El May MV, Mograbi B (2011) Cadmium-induced autophagy in rat kidney: an early biomarker of subtoxic exposure. Toxicol Sci 121:31–42CrossRef Chargui A, Zekri S, Jaquillet G, Rubera I, Ilie M, Belaid A, Duranton C, Tauc M, Hofman P, Poujeol P, El May MV, Mograbi B (2011) Cadmium-induced autophagy in rat kidney: an early biomarker of subtoxic exposure. Toxicol Sci 121:31–42CrossRef
Zurück zum Zitat Cho M, Cho W-S, Choi M, Kim SJ, Han BS, Kim SH, Kim HO, Sheen YY, Jeong J (2009) The impact of size on tissue distribution and elimination by single intravenous injection of silica nanoparticles. Toxicol Lett 189:177–183CrossRef Cho M, Cho W-S, Choi M, Kim SJ, Han BS, Kim SH, Kim HO, Sheen YY, Jeong J (2009) The impact of size on tissue distribution and elimination by single intravenous injection of silica nanoparticles. Toxicol Lett 189:177–183CrossRef
Zurück zum Zitat Choi HS, Ashitate Y, Lee JH, Kim SH, Matsui A, Insin N, Bawendi MG, Semmler-Behnke M, Frangioni JV, Tsuda A (2010) Rapid translocation of nanoparticles from the lung airspaces to the body. Nat Biotechnol 28:1300–1303CrossRef Choi HS, Ashitate Y, Lee JH, Kim SH, Matsui A, Insin N, Bawendi MG, Semmler-Behnke M, Frangioni JV, Tsuda A (2010) Rapid translocation of nanoparticles from the lung airspaces to the body. Nat Biotechnol 28:1300–1303CrossRef
Zurück zum Zitat Coccini T, Fabbri M, Roda E, Sacco MG, Manzo L, Gribaldo L (2011) Gene expression analysis in rat lung after intratracheal exposure to nanoparticles doped with cadmium. J Physics Conf Ser 304. doi:10.1088/1742-6596/304/1/012025 Coccini T, Fabbri M, Roda E, Sacco MG, Manzo L, Gribaldo L (2011) Gene expression analysis in rat lung after intratracheal exposure to nanoparticles doped with cadmium. J Physics Conf Ser 304. doi:10.​1088/​1742-6596/​304/​1/​012025
Zurück zum Zitat Damiano VV, Cherian PV, Frankel FR, Steeger JR, Sohn M, Oppenheim D, Weinbaum G (1990) Intraluminal fibrosis induced unilaterally by lobar instillation of CdCl2 into the rat lung. Am J Pathol 137:883–894 Damiano VV, Cherian PV, Frankel FR, Steeger JR, Sohn M, Oppenheim D, Weinbaum G (1990) Intraluminal fibrosis induced unilaterally by lobar instillation of CdCl2 into the rat lung. Am J Pathol 137:883–894
Zurück zum Zitat Dennis G Jr, Sherman BT, Hosack DA, Yang J, Gao W, Lane HC, Lempicki RA (2003) DAVID: database for annotation, visualization, and integrated discovery. Genome Biol 4:P3CrossRef Dennis G Jr, Sherman BT, Hosack DA, Yang J, Gao W, Lane HC, Lempicki RA (2003) DAVID: database for annotation, visualization, and integrated discovery. Genome Biol 4:P3CrossRef
Zurück zum Zitat Descotes J (1992) Immunotoxicology of cadmium. IARC Sci Publ 118:385–390 Descotes J (1992) Immunotoxicology of cadmium. IARC Sci Publ 118:385–390
Zurück zum Zitat Driscoll KE, Maurer JK, Poynter J, Higgins J, Asquith T, Miller NS (1992) Stimulation of rat alveolar macrophage fibronectin release in a cadmium chloride model of lung injury and fibrosis. Toxicol Appl Pharmacol 116:30–37CrossRef Driscoll KE, Maurer JK, Poynter J, Higgins J, Asquith T, Miller NS (1992) Stimulation of rat alveolar macrophage fibronectin release in a cadmium chloride model of lung injury and fibrosis. Toxicol Appl Pharmacol 116:30–37CrossRef
Zurück zum Zitat Driscoll KE, Costa DL, Hatch G, Henderson R, Oberdörster G, Salem H, Schlesinger RB (2000) Intratracheal instillation as an exposure technique for the evaluation of respiratory tract toxicity: uses and limitations. Toxicol Sci 55:24–25CrossRef Driscoll KE, Costa DL, Hatch G, Henderson R, Oberdörster G, Salem H, Schlesinger RB (2000) Intratracheal instillation as an exposure technique for the evaluation of respiratory tract toxicity: uses and limitations. Toxicol Sci 55:24–25CrossRef
Zurück zum Zitat Ekins S, Bugrim A, Brovold L, Kirillov E, Nikolsky Y, Rakhmatulin E, Sorokina S, Ryabov A, Serebryiskaya T, Melnikov A et al (2006) Algorithms for network analysis in systems-ADME/Tox using the MetaCore and MetaDrug platforms. Xenobiotica 36:877–901CrossRef Ekins S, Bugrim A, Brovold L, Kirillov E, Nikolsky Y, Rakhmatulin E, Sorokina S, Ryabov A, Serebryiskaya T, Melnikov A et al (2006) Algorithms for network analysis in systems-ADME/Tox using the MetaCore and MetaDrug platforms. Xenobiotica 36:877–901CrossRef
Zurück zum Zitat Goodsaid FM (2004) Identification and measurement of genomic biomarkers of nephrotoxicity. J Pharmacol Toxicol Methods 49:183–186CrossRef Goodsaid FM (2004) Identification and measurement of genomic biomarkers of nephrotoxicity. J Pharmacol Toxicol Methods 49:183–186CrossRef
Zurück zum Zitat Gopee NV, Roberts DW, Webb P, Cozart CR, Siitonen PH, Warbritton AR, Yu WW, Colvin L, Walker NJ, Howard PC (2007) Migration of intradermally injected quantum dots to sentinel organs in mice. Toxicol Sci 98:249–257CrossRef Gopee NV, Roberts DW, Webb P, Cozart CR, Siitonen PH, Warbritton AR, Yu WW, Colvin L, Walker NJ, Howard PC (2007) Migration of intradermally injected quantum dots to sentinel organs in mice. Toxicol Sci 98:249–257CrossRef
Zurück zum Zitat Goyer RA, Cherian MG, Delaquerriere-Richardson L (1984) Correlation of parameters of cadmium exposure with onset of cadmium-induced nephropathy in rats. J Environ Pathol Toxicol Oncol 5:89–100 Goyer RA, Cherian MG, Delaquerriere-Richardson L (1984) Correlation of parameters of cadmium exposure with onset of cadmium-induced nephropathy in rats. J Environ Pathol Toxicol Oncol 5:89–100
Zurück zum Zitat Hou J, Goodenough DA (2010) Claudin-16 and claudin-19 function in the thick ascending limb. Curr Opin Nephrol Hypertens 19:483–488CrossRef Hou J, Goodenough DA (2010) Claudin-16 and claudin-19 function in the thick ascending limb. Curr Opin Nephrol Hypertens 19:483–488CrossRef
Zurück zum Zitat Kondo C, Minowa Y, Uehara T, Okuno Y, Nakatsu N, Ono A, Maruyama T, Kato I, Yamate J, Yamada H, Ohno Y, Urushidani T (2009) Identification of genomic biomarkers for concurrent diagnosis of drug-induced renal tubular injury using a large-scale toxicogenomics database. Toxicology 265:15–26CrossRef Kondo C, Minowa Y, Uehara T, Okuno Y, Nakatsu N, Ono A, Maruyama T, Kato I, Yamate J, Yamada H, Ohno Y, Urushidani T (2009) Identification of genomic biomarkers for concurrent diagnosis of drug-induced renal tubular injury using a large-scale toxicogenomics database. Toxicology 265:15–26CrossRef
Zurück zum Zitat Kreyling WG, Semmler-Behnke M, Seitz J, Scymczak W, Wenk A, Mayer P, Takenaka S, Oberdörster G (2009) Size dependence of the translocation of inhaled iridium and carbon nanoparticle aggregates from the lung of rats to the blood and secondary target organs. Inhal Toxicol 21S1:55–60CrossRef Kreyling WG, Semmler-Behnke M, Seitz J, Scymczak W, Wenk A, Mayer P, Takenaka S, Oberdörster G (2009) Size dependence of the translocation of inhaled iridium and carbon nanoparticle aggregates from the lung of rats to the blood and secondary target organs. Inhal Toxicol 21S1:55–60CrossRef
Zurück zum Zitat Limbach LK, Wick P, Manser P, Grass RN, Bruinink A, Stark WJ (2007) Exposure of engineered nanoparticles to human lung epithelial cells: influence of chemical composition and catalytic activity on oxidative stress. Environ Sci Technol 41:4158–4163CrossRef Limbach LK, Wick P, Manser P, Grass RN, Bruinink A, Stark WJ (2007) Exposure of engineered nanoparticles to human lung epithelial cells: influence of chemical composition and catalytic activity on oxidative stress. Environ Sci Technol 41:4158–4163CrossRef
Zurück zum Zitat Liu J, Cu W, Kadiiska MB (2009) Role of oxidative stress in cadmium-toxicity and carcinogenesis. Toxicol Appl Pharmacol 238:209–214CrossRef Liu J, Cu W, Kadiiska MB (2009) Role of oxidative stress in cadmium-toxicity and carcinogenesis. Toxicol Appl Pharmacol 238:209–214CrossRef
Zurück zum Zitat Mitchell LA, Lauer FT, Burchiel SW, McDonand JD (2009) Mechanisms for how inhaled multiwalled carbon nanotubes suppress systemic immune function in mice. Nat Nanotechnol 4:451–456CrossRef Mitchell LA, Lauer FT, Burchiel SW, McDonand JD (2009) Mechanisms for how inhaled multiwalled carbon nanotubes suppress systemic immune function in mice. Nat Nanotechnol 4:451–456CrossRef
Zurück zum Zitat Nogawa K, Honda R, Yamada Y, Kido T, Tsuritani I, Ishizaki M, Yamaya H (1986) Critical concentration of cadmium in kidney cortex in humans exposed to environmental cadmium. Environ Res 40:251–260CrossRef Nogawa K, Honda R, Yamada Y, Kido T, Tsuritani I, Ishizaki M, Yamaya H (1986) Critical concentration of cadmium in kidney cortex in humans exposed to environmental cadmium. Environ Res 40:251–260CrossRef
Zurück zum Zitat Nogué S, Sanz-Gallén P, Torras A, Boluda F (2004) Chronic overexposure to cadmium fumes associated with IgA mesangial glomerulonephritis. Occup Med 54:265–267CrossRef Nogué S, Sanz-Gallén P, Torras A, Boluda F (2004) Chronic overexposure to cadmium fumes associated with IgA mesangial glomerulonephritis. Occup Med 54:265–267CrossRef
Zurück zum Zitat Nordberg GF, Onawa K, Nordberg M, Friberg LT (2007) Cadmium. In: Nordberg GF, Fowler BA, Nordberg M, Friberg LT (eds) Handbook of toxicology of metals, 3rd edn. Elsevier, Amsterdam Nordberg GF, Onawa K, Nordberg M, Friberg LT (2007) Cadmium. In: Nordberg GF, Fowler BA, Nordberg M, Friberg LT (eds) Handbook of toxicology of metals, 3rd edn. Elsevier, Amsterdam
Zurück zum Zitat Oberdörster G (1992) Pulmonary deposition, clearance and effects of inhaled soluble and insoluble cadmium compounds. In: Nordberg GF, Herber RFM, Alessio L (eds) Cadmium in the human environment: toxicity and carcinogenicity. International Agency for Research on Cancer, Lyon, pp 189–204 Oberdörster G (1992) Pulmonary deposition, clearance and effects of inhaled soluble and insoluble cadmium compounds. In: Nordberg GF, Herber RFM, Alessio L (eds) Cadmium in the human environment: toxicity and carcinogenicity. International Agency for Research on Cancer, Lyon, pp 189–204
Zurück zum Zitat Oberdörster G, Baumert H-P, Hochrainer D (1979) The clearance of cadmium aerosols after inhalation exposure. Am Ind Hyg Assoc J 40:443–450CrossRef Oberdörster G, Baumert H-P, Hochrainer D (1979) The clearance of cadmium aerosols after inhalation exposure. Am Ind Hyg Assoc J 40:443–450CrossRef
Zurück zum Zitat Oberdörster G, Cherian MG, Baggs RB (1994) Importance of species differences in experimental pulmonary carcinogenicity of inhaled cadmium for extrapolation to humans. Toxicol Lett 72:339–343CrossRef Oberdörster G, Cherian MG, Baggs RB (1994) Importance of species differences in experimental pulmonary carcinogenicity of inhaled cadmium for extrapolation to humans. Toxicol Lett 72:339–343CrossRef
Zurück zum Zitat Ozaki K, Matheis KA, Gamber M, Feidl T, Nolte T, Kalkuhl A, Deschl U (2010) Identification of genes involved in gentamicin-induced nephrotoxicity in rats: a toxicogenomic investigation. Exp Toxicol Pathol 62:555–566CrossRef Ozaki K, Matheis KA, Gamber M, Feidl T, Nolte T, Kalkuhl A, Deschl U (2010) Identification of genes involved in gentamicin-induced nephrotoxicity in rats: a toxicogenomic investigation. Exp Toxicol Pathol 62:555–566CrossRef
Zurück zum Zitat Park E-J, Yi J, Kim Y, Choi K, Park K (2010) Silver nanoparticles induce cytotoxicity by a Trojan-horse type mechanism. Toxicol in Vitro 24:872–878CrossRef Park E-J, Yi J, Kim Y, Choi K, Park K (2010) Silver nanoparticles induce cytotoxicity by a Trojan-horse type mechanism. Toxicol in Vitro 24:872–878CrossRef
Zurück zum Zitat Prozialeck WC, Edwards JR (2007) Cell adhesion molecules in chemically-induced renal injury. Pharmacol Ther 114:74–93CrossRef Prozialeck WC, Edwards JR (2007) Cell adhesion molecules in chemically-induced renal injury. Pharmacol Ther 114:74–93CrossRef
Zurück zum Zitat Prozialeck WC, Edwards JR, Wood JM (2006) The vascular endothelium as a target of cadmium toxicity. Life Sci 79:1493–1506CrossRef Prozialeck WC, Edwards JR, Wood JM (2006) The vascular endothelium as a target of cadmium toxicity. Life Sci 79:1493–1506CrossRef
Zurück zum Zitat Rzigalinski BA, Strobl JS (2010) Cadmium-containing nanoparticles: perspectives on pharmacology and toxicology of quantum dots. Toxicol Appl Pharmacol 238:380–388 Rzigalinski BA, Strobl JS (2010) Cadmium-containing nanoparticles: perspectives on pharmacology and toxicology of quantum dots. Toxicol Appl Pharmacol 238:380–388
Zurück zum Zitat Saeed AI, Bhagabati NK, Braisted JC, Liang W, Sharow V, Howe EA, Li J, Thiagarajan M, White JA, Quackenbush J (2006) TM4 microarray software suite. Methods Enzymol 411:134–193CrossRef Saeed AI, Bhagabati NK, Braisted JC, Liang W, Sharow V, Howe EA, Li J, Thiagarajan M, White JA, Quackenbush J (2006) TM4 microarray software suite. Methods Enzymol 411:134–193CrossRef
Zurück zum Zitat Savolainen K, Pylkkanen L, Norppa H, Falck G, Lindberg H, Tuomi T, Vippola M, Alenius H, Hameri K, Koivisto J, Brouwer D, Mark D, Bard D, Berges M, Jankowska E, Posniak M, Farmer P, Singh R, Krombach F, Bhari P, Kasper G, Seipenbusch M (2010) Nanotechnologies, engineered nanomaterials and occupational health and safety: a review. Saf Sci 48:857–963CrossRef Savolainen K, Pylkkanen L, Norppa H, Falck G, Lindberg H, Tuomi T, Vippola M, Alenius H, Hameri K, Koivisto J, Brouwer D, Mark D, Bard D, Berges M, Jankowska E, Posniak M, Farmer P, Singh R, Krombach F, Bhari P, Kasper G, Seipenbusch M (2010) Nanotechnologies, engineered nanomaterials and occupational health and safety: a review. Saf Sci 48:857–963CrossRef
Zurück zum Zitat Schmid H, Henger A, Kretzler M (2006) Molecular approaches to chronic kidney disease. Curr Opin Nephrol Hypertens 15:123–129CrossRef Schmid H, Henger A, Kretzler M (2006) Molecular approaches to chronic kidney disease. Curr Opin Nephrol Hypertens 15:123–129CrossRef
Zurück zum Zitat Shiohara A, Hoshino A, Hanaki K, Suzuki K, Yamamoto K (2004) On the cytotoxicity caused by quantum dots. Microbiol Immunol 48:669–675 Shiohara A, Hoshino A, Hanaki K, Suzuki K, Yamamoto K (2004) On the cytotoxicity caused by quantum dots. Microbiol Immunol 48:669–675
Zurück zum Zitat Shvedova AA, Kisin ER, Mercer R, Murray A, Johnson VJ, Potapovich AI, Tyurina YY, Gorelik O, Arepalli S, Schwegler-Berry D, Hubbs AF, Antonini J, Evans DE, Ku BK, Ramsey D, Maynard A, Kagan VE, Castranova V, Baron P (2005) Unusual inflammatory and fibrogenic pulmonary responses to single-walled carbon nanotubes in mice. Am J Physiol Lung Cell Mol Physiol 289:L698–L708 Shvedova AA, Kisin ER, Mercer R, Murray A, Johnson VJ, Potapovich AI, Tyurina YY, Gorelik O, Arepalli S, Schwegler-Berry D, Hubbs AF, Antonini J, Evans DE, Ku BK, Ramsey D, Maynard A, Kagan VE, Castranova V, Baron P (2005) Unusual inflammatory and fibrogenic pulmonary responses to single-walled carbon nanotubes in mice. Am J Physiol Lung Cell Mol Physiol 289:L698–L708
Zurück zum Zitat Smyth GK (2004) Linear models and empirical bayes methods for assessing differential expression in microarray experiments. Stat Appl Genet Mol Biol 3: article 3 Smyth GK (2004) Linear models and empirical bayes methods for assessing differential expression in microarray experiments. Stat Appl Genet Mol Biol 3: article 3
Zurück zum Zitat Thévenod F (2009) Cadmium and cellular signalling cascades: to be or not to be? Toxicol Appl Pharmacol 238:221–239CrossRef Thévenod F (2009) Cadmium and cellular signalling cascades: to be or not to be? Toxicol Appl Pharmacol 238:221–239CrossRef
Zurück zum Zitat Vivero-Escoto JL, Slowing II, Trewyn BG, Lin VS (2010) Mesoporous silica nanoparticles for intracellular controlled drug delivery. Small 6:1952–1967CrossRef Vivero-Escoto JL, Slowing II, Trewyn BG, Lin VS (2010) Mesoporous silica nanoparticles for intracellular controlled drug delivery. Small 6:1952–1967CrossRef
Zurück zum Zitat Wang S-H, Shih Y-L, Lee C–C, Chen W-L, Lin C-J, Lin Y-S, Wu K-H, Shih C-M (2009) The role of endoplasmic reticulum in cadmium-induced mesangial cell apoptosis. Chem Biol Interact 181:45–51CrossRef Wang S-H, Shih Y-L, Lee C–C, Chen W-L, Lin C-J, Lin Y-S, Wu K-H, Shih C-M (2009) The role of endoplasmic reticulum in cadmium-induced mesangial cell apoptosis. Chem Biol Interact 181:45–51CrossRef
Zurück zum Zitat Wilmes A, Crean D, Aydin S, Pfaller W, Jennings P, Leonard MO (2011) Identification and dissection of the Nrf2 mediated oxidative stress pathway in human renal proximal tubule toxicity. Toxicol in Vitro 25:613–622CrossRef Wilmes A, Crean D, Aydin S, Pfaller W, Jennings P, Leonard MO (2011) Identification and dissection of the Nrf2 mediated oxidative stress pathway in human renal proximal tubule toxicity. Toxicol in Vitro 25:613–622CrossRef
Zurück zum Zitat Xiao W, Liu Y, Templeton DM (2009) Pleiotropic effects of cadmium in mesangial cells. Toxicol Appl Pharmacol 238:315–326CrossRef Xiao W, Liu Y, Templeton DM (2009) Pleiotropic effects of cadmium in mesangial cells. Toxicol Appl Pharmacol 238:315–326CrossRef
Zurück zum Zitat Yamaguchi M (2005) Role of regucalcin in maintaining cell homeostasis and function. Int J Mol Med 15:371–389 (review) Yamaguchi M (2005) Role of regucalcin in maintaining cell homeostasis and function. Int J Mol Med 15:371–389 (review)
Zurück zum Zitat Yeung KY, Haynor DR, Ruzzo WL (2001) Validating clustering for gene expression data. Bioinformatics 17:309–318CrossRef Yeung KY, Haynor DR, Ruzzo WL (2001) Validating clustering for gene expression data. Bioinformatics 17:309–318CrossRef
Metadaten
Titel
Gene expression profiling in rat kidney after intratracheal exposure to cadmium-doped nanoparticles
verfasst von
Teresa Coccini
Elisa Roda
Marco Fabbri
Maria Grazia Sacco
Laura Gribaldo
Luigi Manzo
Publikationsdatum
01.08.2012
Verlag
Springer Netherlands
Erschienen in
Journal of Nanoparticle Research / Ausgabe 8/2012
Print ISSN: 1388-0764
Elektronische ISSN: 1572-896X
DOI
https://doi.org/10.1007/s11051-012-0925-2

Weitere Artikel der Ausgabe 8/2012

Journal of Nanoparticle Research 8/2012 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.