Skip to main content
Log in

Climate scaling behaviour in the dynamics of the marine interstitial ciliate community

  • Original Paper
  • Published:
Theoretical and Applied Climatology Aims and scope Submit manuscript

Abstract

The present paper uses characteristics of the marine interstitial ciliate community in the White Sea intertidal sandflat during the period of 1991–2011, in order to study its long-term dynamics, investigating in particular whether it exhibits scaling behaviour into its fluctuations, which is a characteristic feature of the climate system. To this aim, a recently proposed version of the detrended fluctuation analysis is herewith employed which has been successfully applied to a wide range of simulated and physiologic time series in recent years. In case that the fluctuations of the ciliate community present self-similarity processes, an ideal field test for the currently proposed biological models will be established, allowing to evaluate their reliability. Indeed, we show for the first time that different ciliate species exhibit long-range power-law persistent correlations. This means that ciliate fluctuations in different intervals are positively correlated, obeying a power-law behaviour. Although the origin of power-law temporal evolution of ciliates should be further investigated, this finding is probably associated with the self-organized criticality of ciliates. It should be noted that the long-range correlations obtained do not imply the presence of specific cycles but rather the existence of dynamic links between long-term and short-term temporal evolution. The scaling behaviour found in marine interstitial ciliate community should be taken into account in the investigation of their response to the present or future climate change.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Aberle N, Lengfellner K, Sommer U (2007) Spring bloom succession, grazing impact and herbivore selectivity of ciliate communities in response to winter warming. Oecologia 150:668–681

    Article  Google Scholar 

  • Alexandris D, Varotsos C, Kondratyev KY, Chronopoulos G (1999) On the altitude dependence of solar effective UV. Phys Chem Earth PT C 24:515–517

  • Andrushchyshyn OP, Wilson KP, Williams DD (2009) Climate change-predicted shifts in the temperature regime of shallow groundwater produce rapid responses in ciliate communities. Glob Chang Biol 15:2518–2538

    Article  Google Scholar 

  • Ausloos M, Ivanova K (2001) Power-law correlations in the southern-oscillation-index fluctuations characterizing El Nino. Phys Rev E. doi:10.1103/PhysRevE.63.047201

    Google Scholar 

  • Burkovsky IV, Mazei YA (2010) Long-term dynamics of marine interstitial ciliate community. Protistology 6:147–172

    Google Scholar 

  • Chandra S, Varotsos C, Flynn LE (1996) The mid-latitude total ozone trends in the northern hemisphere. Geophys Res Lett 23:555–558

    Article  Google Scholar 

  • Chattopadhyay G, Chattopadhyay S (2014) Study on statistical aspects of monthly sunspot number time series and its long-range correlation through detrended fluctuation analysis. Indian J Phys 88:1135–1140

    Article  Google Scholar 

  • Chen Z, Ivanov PC, Hu K, Stanley HE (2002) Effect of nonstationarities on detrended fluctuation analysis. Phys Rev E. doi:10.1103/PhysRevE.65.041107

    Google Scholar 

  • Chen Z, Hu K, Carpena P, Bernaola-Galvan P, Stanley HE, Ivanov PC (2005) Effect of nonlinear filters on detrended fluctuation analysis. Phys Rev E. doi:10.1103/PhysRevE.71.011104

    Google Scholar 

  • Clark KB (2010) Arrhenius-kinetics evidence for quantum tunneling in microbial “social” decision rates. Commun Integr Biol 3:540–544

    Article  Google Scholar 

  • Coull BC (1985a) Long-term variability of estuarine meiobenthos: an 11 year study. Mar Ecol Prog Ser 24:205–218

    Article  Google Scholar 

  • Coull BC (1985b) The use of long-term biological data to generate testable hypotheses. Estuaries 8:84–92

    Article  Google Scholar 

  • Cracknell AP, Varotsos CA (1994) Ozone depletion over Scotland as derived from Nimbus-7 TOMS measurements. Int J Remote Sens 15:2659–2668

    Article  Google Scholar 

  • Cracknell AP, Varotsos CA (1995) The present status of the total ozone depletion over Greece and Scotland—a comparison between Mediterranean and more northerly latitudes. Int J Remote Sens 16:1751–1763

    Article  Google Scholar 

  • Cracknell AP, Varotsos CA (2007) The IPCC fourth assessment report and the fiftieth anniversary of sputnik. Environ Sci Pollut R 14:384–387

  • Cracknell AP, Varotsos CA, Timofeyev YM (2014) Remote sensing of atmospheric radiation and dynamics PREFACE. Int J Remote Sens 35:5563–5565

  • Efstathiou MN, Varotsos CA, Singh RP, Cracknell AP, Tzanis C (2003) On the longitude dependence of total ozone trends over middle-latitudes. Int J Remote Sens 24:1361–1367

    Article  Google Scholar 

  • Efstathiou MN, Tzanis C, Cracknell AP, Varotsos CA (2011) New features of land and sea surface temperature anomalies. Int J Remote Sens 32:3231–3238

    Article  Google Scholar 

  • Efstathiou MN, Varotsos CA (2013) On the 11 year solar cycle signature in global total ozone dynamics. Meteorol Appl 20:72–79

  • Fenchel T (1980) Suspension feeding in ciliated protozoa: functional response and particle size selection. Microb Ecol 6:1–11

    Article  Google Scholar 

  • Filatov N, Pozdnyakov D, Johannessen OM, Pettersson LH, Bobylev LP (2005) White Sea: its marine environment and ecosystem dynamics influenced by global change. Springer, New York

    Google Scholar 

  • IPCC (2013) Climate change 2013: the physical science basis. In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge

    Google Scholar 

  • Kantelhardt JW, Zschiegner SA, Koscielny-Bunde E, Havlin S, Bunde A, Stanley HE (2002) Multifractal detrended fluctuation analysis of nonstationary time series. Phys A 316:87–114

    Article  Google Scholar 

  • Katsambas A, Varotsos CA, Veziryianni G, Antoniou C (1997) Surface solar ultraviolet radiation: A theoretical approach of the SUVR reaching the ground in Athens, Greece. Environ Sci Pollut R 4:69–73

  • Kondratyev KY, Varotsos C (1995a) Atmospheric greenhouse effect in the context of global climate-change. Nuovo Cim Soc Ital Fisica C Geophys Space Phys 18:123–151

    Article  Google Scholar 

  • Kondratyev KY, Varotsos CA (1995b) Atmospheric ozone variability in the context of global change. Int J Remote Sens 16:1851–1881

    Article  Google Scholar 

  • Kondratyev KY, Varotsos CA (1995c) Volcanic-eruptions and global ozone dynamics. Int J Remote Sens 16:1887–1895

    Article  Google Scholar 

  • Ma QDY, Bartsch RP, Bernaola-Galván P, Yoneyama M, Ivanov PC (2010) Effect of extreme data loss on long-range correlated and anticorrelated signals quantified by detrended fluctuation analysis. Phys Rev E. doi:10.1103/PhysRevE.81.031101

    Google Scholar 

  • Maraun D, Rust HW, Timmer J (2004) Tempting long-memory—on the interpretation of DFA results. Nonlin Process Geophys 11:495–503

    Article  Google Scholar 

  • Peng CK, Buldyrev SV, Havlin S, Simons M, Stanley HE, Goldberger AL (1994) Mosaic organization of DNA nucleotides. Phys Rev E 49:1685–1689

    Article  Google Scholar 

  • Pozdnyakov DV, Johannessen OM, Korosov AA, Pettersson LH, Grassl H, Miles MW (2007) Satellite evidence of ecosystem changes in the White Sea: a semi-enclosed arctic marginal shelf sea. Geophys Res Lett. doi:10.1029/2006GL028947

    Google Scholar 

  • Roots OO, Roose A, Eerme K (2011) Remote sensing of climate change, long-term monitoring of air pollution and stone material corrosion in Estonia. Int J Remote Sens 32:9691–9705

    Article  Google Scholar 

  • Rust HW (2007) Detection of long-range dependence—applications in climatology and hydrology. Ph.D. thesis, Potsdam University, Potsdam, Germany

  • Sherr EB, Sherr BF (1987) High rates of consumption of bacteria by pelagic ciliates. Nature 325:710–711

    Article  Google Scholar 

  • Skordas ES, Sarlis NV, Varotsos PA (2010) Effect of significant data loss on identifying electric signals that precede rupture estimated by detrended fluctuation analysis in natural time. Chaos. doi:10.1063/1.3479402

    Google Scholar 

  • Sommer U, Aberle N, Engel A, Hansen T, Lengfellner K, Sandow M, Wohlers J, Zöllner E, Riebesell U (2007) An indoor mesocosm system to study the effect of climate change on the late winter and spring succession of Baltic Sea phyto- and zooplankton. Oecologia 150:655–667

    Article  Google Scholar 

  • Tsonis AA, Elsner JB (1995) Testing for scaling in natural forms and observables. J Stat Phys 81:869–880

    Article  Google Scholar 

  • Tzanis C, Varotsos CA (2008) Tropospheric aerosol forcing of climate: a case study for the greater area of Greece. Int J Remote Sens 29:2507–2517

    Article  Google Scholar 

  • Tzanis C, Tsivola E, Efstathiou M, Varotsos C (2009) Forest fires pollution impact on the solar UV irradiance at the ground. Fresen Environ Bull 18:2151–2158

  • Varotsos C (2005) Power-law correlations in column ozone over Antarctica. Int J Remote Sens 26:3333–3342

    Article  Google Scholar 

  • Varotsos CA, Ondov JM, Cracknell AP, Efstathiou MN, Assimakopoulos MN (2006) Long-range persistence in global aerosol index dynamics. Int J Remote Sens 27:3593–3603

    Article  Google Scholar 

  • Varotsos C, Assimakopoulos MN, Efstathiou M (2007) Technical note: long-term memory effect in the atmospheric CO2 concentration at Mauna Loa. Atmos Chem Phys 7:629–634

    Article  Google Scholar 

  • Varotsos C, Efstathiou M, Tzanis C (2009) Scaling behaviour of the global tropopause. Atmos Chem Phys 9:677–683

    Article  Google Scholar 

  • Varotsos CA, Cracknell AP, Tzanis C (2012a) The exceptional ozone depletion over the Arctic in January-March 2011. Remote Sens Lett 3:343–352

    Article  Google Scholar 

  • Varotsos C, Efstathiou M, Tzanis C, Deligiorgi D (2012b) On the limits of the air pollution predictability: the case of the surface ozone at Athens, Greece. Environ Sci Pollut R 19:295–300

  • Varotsos CA, Efstathiou MN, Cracknell AP (2013) On the scaling effect in global surface air temperature anomalies. Atmos Chem Phys 13:5243–5253

    Article  Google Scholar 

  • Varotsos PA, Sarlis NV, Skordas ES (2003) Long-range correlations in the electric signals that precede rupture: further investigations. Phys Rev E. doi:10.1103/PhysRevE.67.021109

    Google Scholar 

  • Weber RO, Talkner P (2001) Spectra and correlations of climate data from days to decades. J Geophys Res 106:20131–20144

    Article  Google Scholar 

  • Winder M, Schindler DE (2004) Climate change uncouples trophic interactions in an aquatic ecosystem. Ecology 85:2100–2106

    Article  Google Scholar 

  • Xue Y, Llewellyn-Jones DT, Lawrence SP, Mutlow CT (2000) On the Earth's surface energy exchange determination from ERS satellite ATSR data: part 3. Turbulent heat flux on open sea. Int J Remote Sens 21:3427–3444

    Article  Google Scholar 

  • Ziemke JR, Chandra S, Herman J, Varotsos C (2000) Erythemally weighted UV trends over northern latitudes derived from Nimbus 7 TOMS measurements. J Geophys Res 105:7373–7382

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Costas A. Varotsos.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Varotsos, C.A., Mazei, Y.A., Burkovsky, I. et al. Climate scaling behaviour in the dynamics of the marine interstitial ciliate community. Theor Appl Climatol 125, 439–447 (2016). https://doi.org/10.1007/s00704-015-1520-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00704-015-1520-0

Keywords

Navigation