We introduce the computer tool "Know Your Samples" (KYSS) for assessment and visualisation of large scale proteomics datasets, obtained by mass spectrometry (MS) experiments. KYSS facilitates the evaluation of sample preparation protocols, LC peptide separation, and MS and MS/MS performance by monitoring the number of missed cleavages, precursor ion charge states, number of protein identifications and peptide mass error in experiments. KYSS generates several different protein profiles based on protein abundances, and allows for comparative analysis of multiple experiments. KYSS was adapted for blood plasma proteomics and provides concentrations of identified plasma proteins. We demonstrate the utility of the KYSS tool for MS based proteome analysis of blood plasma and for assessment of hydrogel particles for depletion of abundant proteins in plasma. The KYSS software is open source and is freely available at http://kyssproject.github.io/. (C) 2014 Elsevier Inc. All rights reserved.
机构:
N Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
Andrews, Genna L.
;
Dean, Ralph A.
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Ctr Integrated Fungal Res, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
Dean, Ralph A.
;
Hawkridge, Adam M.
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
Hawkridge, Adam M.
;
Muddiman, David C.
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Deutsch, Eric W.
;
Mendoza, Luis
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Mendoza, Luis
;
Shteynberg, David
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Shteynberg, David
;
Farrah, Terry
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Farrah, Terry
;
Lam, Henry
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Hong Kong, Hong Kong, Peoples R ChinaInst Syst Biol, Seattle, WA 98103 USA
Lam, Henry
;
Tasman, Natalie
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Tasman, Natalie
;
Sun, Zhi
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Sun, Zhi
;
Nilsson, Erik
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Nilsson, Erik
;
Pratt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Pratt, Brian
;
Prazen, Bryan
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Prazen, Bryan
;
Eng, Jimmy K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USAInst Syst Biol, Seattle, WA 98103 USA
Eng, Jimmy K.
;
Martin, Daniel B.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Martin, Daniel B.
;
Nesvizhskii, Alexey I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr Computat Med & Biol, Ann Arbor, MI 48109 USAInst Syst Biol, Seattle, WA 98103 USA
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Drake, Penelope M.
;
Schilling, Birgit
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USABuck Inst Age Res, Novato, CA 94945 USA
Schilling, Birgit
;
Niles, Richard K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Niles, Richard K.
;
Braten, Miles
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Braten, Miles
;
Johansen, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Johansen, Eric
;
Liu, Haichuan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Liu, Haichuan
;
Lerch, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Lerch, Michael
;
Sorensen, Dylan J.
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USABuck Inst Age Res, Novato, CA 94945 USA
Sorensen, Dylan J.
;
Li, Bensheng
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USABuck Inst Age Res, Novato, CA 94945 USA
Li, Bensheng
;
Allen, Simon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Allen, Simon
;
Hall, Steven C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Hall, Steven C.
;
Witkowska, H. Ewa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Witkowska, H. Ewa
;
Regnier, Fred E.
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, W Lafayette, IN 47907 USABuck Inst Age Res, Novato, CA 94945 USA
Regnier, Fred E.
;
Gibson, Bradford W.
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USA
Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Gibson, Bradford W.
;
Fisher, Susan J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Farrah, Terry
;
Deutsch, Eric W.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Deutsch, Eric W.
;
Omenn, Gilbert S.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USA
Univ Michigan, Ctr Computat Med & Bioinformat, Ann Arbor, MI 48109 USAInst Syst Biol, Seattle, WA 98109 USA
Omenn, Gilbert S.
;
Campbell, David S.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Campbell, David S.
;
Sun, Zhi
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Sun, Zhi
;
Bletz, Julie A.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Bletz, Julie A.
;
Mallick, Parag
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Calif, Dept Med, Los Angeles, CA USAInst Syst Biol, Seattle, WA 98109 USA
Mallick, Parag
;
Katz, Jonathan E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Calif, Dept Med, Los Angeles, CA USAInst Syst Biol, Seattle, WA 98109 USA
Katz, Jonathan E.
;
Malmstroem, Johan
论文数: 0引用数: 0
h-index: 0
机构:
ETH Swiss Fed Inst Technol, Dept Biol, Inst Mol Syst Biol, Zurich, SwitzerlandInst Syst Biol, Seattle, WA 98109 USA
Malmstroem, Johan
;
Ossola, Reto
论文数: 0引用数: 0
h-index: 0
机构:
ETH Swiss Fed Inst Technol, Dept Biol, Inst Mol Syst Biol, Zurich, SwitzerlandInst Syst Biol, Seattle, WA 98109 USA
Ossola, Reto
;
Watts, Julian D.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Watts, Julian D.
;
Lin, Biaoyang
论文数: 0引用数: 0
h-index: 0
机构:
Swedish Med Ctr, Swedish Neurosci Inst, Seattle, WA USA
Zhejiang Univ, Syst Biol Div, Zhejiang California Int Nanosyst Inst ZCNI, Hangzhou 310003, Zhejiang, Peoples R ChinaInst Syst Biol, Seattle, WA 98109 USA
Lin, Biaoyang
;
Zhang, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Dept Pathol, Baltimore, MD USAInst Syst Biol, Seattle, WA 98109 USA
Zhang, Hui
;
Moritz, Robert L.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Moritz, Robert L.
;
Aebersold, Ruedi
论文数: 0引用数: 0
h-index: 0
机构:
ETH Swiss Fed Inst Technol, Dept Biol, Inst Mol Syst Biol, Zurich, SwitzerlandInst Syst Biol, Seattle, WA 98109 USA
机构:
N Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
Andrews, Genna L.
;
Dean, Ralph A.
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Ctr Integrated Fungal Res, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
Dean, Ralph A.
;
Hawkridge, Adam M.
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
Hawkridge, Adam M.
;
Muddiman, David C.
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USAN Carolina State Univ, Dept Chem, WM Keck FT ICR Mass Spectrometry Lab, Raleigh, NC 27695 USA
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Deutsch, Eric W.
;
Mendoza, Luis
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Mendoza, Luis
;
Shteynberg, David
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Shteynberg, David
;
Farrah, Terry
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Farrah, Terry
;
Lam, Henry
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Hong Kong, Hong Kong, Peoples R ChinaInst Syst Biol, Seattle, WA 98103 USA
Lam, Henry
;
Tasman, Natalie
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Tasman, Natalie
;
Sun, Zhi
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Sun, Zhi
;
Nilsson, Erik
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Nilsson, Erik
;
Pratt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Pratt, Brian
;
Prazen, Bryan
论文数: 0引用数: 0
h-index: 0
机构:
Insilicos LLC, Seattle, WA USAInst Syst Biol, Seattle, WA 98103 USA
Prazen, Bryan
;
Eng, Jimmy K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USAInst Syst Biol, Seattle, WA 98103 USA
Eng, Jimmy K.
;
Martin, Daniel B.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98103 USAInst Syst Biol, Seattle, WA 98103 USA
Martin, Daniel B.
;
Nesvizhskii, Alexey I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr Computat Med & Biol, Ann Arbor, MI 48109 USAInst Syst Biol, Seattle, WA 98103 USA
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Drake, Penelope M.
;
Schilling, Birgit
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USABuck Inst Age Res, Novato, CA 94945 USA
Schilling, Birgit
;
Niles, Richard K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Niles, Richard K.
;
Braten, Miles
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Braten, Miles
;
Johansen, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Johansen, Eric
;
Liu, Haichuan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Liu, Haichuan
;
Lerch, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Lerch, Michael
;
Sorensen, Dylan J.
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USABuck Inst Age Res, Novato, CA 94945 USA
Sorensen, Dylan J.
;
Li, Bensheng
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USABuck Inst Age Res, Novato, CA 94945 USA
Li, Bensheng
;
Allen, Simon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Allen, Simon
;
Hall, Steven C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Hall, Steven C.
;
Witkowska, H. Ewa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Witkowska, H. Ewa
;
Regnier, Fred E.
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, W Lafayette, IN 47907 USABuck Inst Age Res, Novato, CA 94945 USA
Regnier, Fred E.
;
Gibson, Bradford W.
论文数: 0引用数: 0
h-index: 0
机构:
Buck Inst Age Res, Novato, CA 94945 USA
Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
Gibson, Bradford W.
;
Fisher, Susan J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USABuck Inst Age Res, Novato, CA 94945 USA
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Farrah, Terry
;
Deutsch, Eric W.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Deutsch, Eric W.
;
Omenn, Gilbert S.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USA
Univ Michigan, Ctr Computat Med & Bioinformat, Ann Arbor, MI 48109 USAInst Syst Biol, Seattle, WA 98109 USA
Omenn, Gilbert S.
;
Campbell, David S.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Campbell, David S.
;
Sun, Zhi
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Sun, Zhi
;
Bletz, Julie A.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Bletz, Julie A.
;
Mallick, Parag
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Calif, Dept Med, Los Angeles, CA USAInst Syst Biol, Seattle, WA 98109 USA
Mallick, Parag
;
Katz, Jonathan E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Calif, Dept Med, Los Angeles, CA USAInst Syst Biol, Seattle, WA 98109 USA
Katz, Jonathan E.
;
Malmstroem, Johan
论文数: 0引用数: 0
h-index: 0
机构:
ETH Swiss Fed Inst Technol, Dept Biol, Inst Mol Syst Biol, Zurich, SwitzerlandInst Syst Biol, Seattle, WA 98109 USA
Malmstroem, Johan
;
Ossola, Reto
论文数: 0引用数: 0
h-index: 0
机构:
ETH Swiss Fed Inst Technol, Dept Biol, Inst Mol Syst Biol, Zurich, SwitzerlandInst Syst Biol, Seattle, WA 98109 USA
Ossola, Reto
;
Watts, Julian D.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Watts, Julian D.
;
Lin, Biaoyang
论文数: 0引用数: 0
h-index: 0
机构:
Swedish Med Ctr, Swedish Neurosci Inst, Seattle, WA USA
Zhejiang Univ, Syst Biol Div, Zhejiang California Int Nanosyst Inst ZCNI, Hangzhou 310003, Zhejiang, Peoples R ChinaInst Syst Biol, Seattle, WA 98109 USA
Lin, Biaoyang
;
Zhang, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Johns Hopkins Univ, Dept Pathol, Baltimore, MD USAInst Syst Biol, Seattle, WA 98109 USA
Zhang, Hui
;
Moritz, Robert L.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Syst Biol, Seattle, WA 98109 USAInst Syst Biol, Seattle, WA 98109 USA
Moritz, Robert L.
;
Aebersold, Ruedi
论文数: 0引用数: 0
h-index: 0
机构:
ETH Swiss Fed Inst Technol, Dept Biol, Inst Mol Syst Biol, Zurich, SwitzerlandInst Syst Biol, Seattle, WA 98109 USA