Submitted:
26 September 2023
Posted:
27 September 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Description of study site
2.2. Methods of Plankton Sampling and Hydrological Investigation
2.2.1. Hydrochemical samples
2.2.2. Phytoplankton samples
2.3. Index Saprobity Determination
2.4. Statistical Analysis
3. Results
3.1. Characteristics of the hydrochemical parameters in investigated water bodies
3.2. Study of the Phytoplankton of Reservoir and the Indicators
3.3. Indicators of Habitat Conditions for Phytoplankton
3.4. Statistical Mapping
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
| No. | Taxon | June | August | HAB | T | OXY | HAL | pH | D | SAP | Index S | AUT-HET | TRO |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bacillariophyta | |||||||||||||
| 1 | Acanthoceras zachariasii (Brun) Simonsen | 1 | 1 | P | - | st-str | i | ind | - | o-b | 1.4 | - | - |
| 2 | Achnanthidium minutissimum (Kützing) Czarn. | 1 | 1 | P-B | eterm | st-str | i | ind | es | b | 0.95 | ate | e |
| 3 | Asterionella formosa Hassall | 1 | 1 | P | temp | st-str | i | alf | sx | b | 1.35 | ate | me |
| 4 | Aulacoseira granulata (Ehrenberg) Simonsen | 1 | 1 | P-B | temp | st-str | i | alf | es | b | 2.0 | ate | e |
| 5 | Aulacoseira italica (Ehrenberg) Simonsen | 1 | 1 | P-B | cool | st-str | i | ind | es | b | 1.45 | ate | me |
| 6 | Aulacoseira italica var. tenuissima (Grunow) Simonsen | 1 | 1 | P-B | cool | st-str | i | ind | es | b | 1.3 | ate | me |
| 7 | Diatoma moniliformis (Kützing) D.M.Williams | 1 | 1 | P-B | temp | st-str | i | alf | - | x-o | 0.4 | - | - |
| 8 | Diatoma tenuis C.Agardh | 1 | 0 | P-B | temp | st-str | hl | alf | - | b-a | 2.4 | - | om |
| 9 | Encyonema cespitosum Kützing | 1 | 0 | B | temp | st | i | alf | es | o-b | 1.4 | - | - |
| 10 | Encyonema silesiacum (Bleisch) D.G.Mann | 1 | 1 | B | temp | st-str | i | ind | - | - | - | - | - |
| 11 | Entomoneis ornata (Bailey) Reimer | 0 | 1 | B | - | st-str | i | alf | - | b | 2.0 | hne | - |
| 12 | Epithemia sorex Kützing | 1 | 0 | B | temp | st-str | i | alf | - | - | - | - | - |
| 13 | Fragilaria crotonensis Kitton | 1 | 1 | P-B | temp | st-str | i | alf | - | - | - | - | - |
| 14 | Gomphonella olivacea (Hornemann) Rabenhorst | 1 | 0 | B | temp | st-str | i | alf | - | b | 2.3 | ate | om |
| 15 | Gomphonema acuminatum Ehrenberg | 1 | 0 | B | temp | st-str | i | ind | - | x-b | 0.8 | - | - |
| 16 | Gomphonema truncatum Ehrenberg | 1 | 0 | B | temp | st-str | i | ind | - | b | 2.0 | - | - |
| 17 | Gyrosigma acuminatum (Kützing) Rabenhorst | 1 | 1 | B | temp | st-str | i | alf | - | - | - | - | - |
| 18 | Iconella splendida (Ehrenberg) Ruck & Nakov | 0 | 1 | P-B | - | st-str | i | alf | - | - | - | - | - |
| 19 | Luticola mutica (Kützing) D.G.Mann | 1 | 1 | B,S | temp | st-str | hl | ind | - | o-a | 1.9 | ats | e |
| 20 | Navicula cryptotenella Lange-Bertalot | 1 | 0 | P-B | temp | st-str | i | ind | - | - | - | - | - |
| 21 | Navicula reinhardtii (Grunow) Grunow | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 22 | Neidiomorpha binodis (Ehrenberg) M.Cantonati, Lange-Bertalot & N.Angeli | 0 | 1 | B | - | str | i | alf | - | o | 1.0 | - | - |
| 23 | Nitzschia frustulum (Kützing) Grunow | 1 | 0 | P-B | temp | st-str | hl | alf | es | a-o | 2.7 | - | - |
| 24 | Nitzschia gracilis Hantzsch | 1 | 0 | P-B | temp | st-str | i | ind | - | - | - | - | - |
| 25 | Nitzschia sigma (Kützing) W.Smith | 1 | 0 | B | temp | st-str | mh | alf | - | - | - | - | - |
| 26 | Rhopalodia constricta (Brébisson) Krammer | 1 | 0 | B | - | st-str | hl | alf | - | - | - | ats | e |
| 27 | Stephanodiscus hantzschii Grunow | 1 | 1 | P | temp | st-str | i | alf | sx | - | - | - | - |
| 28 | Stephanodiscus minutulus (Kützing) Cleve & Möller | 0 | 1 | P | temp | st-str | i | alb | es | a-o | 3.6 | hne | he |
| 29 | Surirella gracilis Grun. | 0 | 1 | B | - | st-str | i | ind | - | - | - | - | - |
| 30 | Tabellaria fenestrata (Lyngb.) Kütz. | 0 | 1 | P-B | - | st-str | i | ind | - | o-a | 1.9 | - | - |
| 32 | Ulnaria acus (Kützing) Aboal | 1 | 1 | P-B | warm | st-str | i | alf | es | o-a | 1.85 | ate | me |
| 31 | Ulnaria ulna (Nitzsch) Compère | 1 | 0 | P-B | temp | st-str | i | alf | es | b-a | 2.4 | ate | e |
| Charophyta | |||||||||||||
| 33 | Closterium sp. | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 34 | Cosmarium bioculatum var. depressum (Schaarschmidt) Schmidle | 0 | 1 | P-B | - | st-str | hb | ind | - | x-o | 0.5 | - | m |
| 35 | Mougeotia sp. ster. | 0 | 1 | - | - | - | - | - | - | - | - | - | - |
| 36 | Spirogyra sp. ster. | 0 | 1 | P-B | - | - | - | alf | - | - | - | - | - |
| 37 | Spondylosium planum (Wolle) West & G.S.West | 0 | 1 | P-B | - | - | i | ind | - | - | - | - | - |
| 38 | Staurodesmus triangularis (Lagerheim) Teiling | 0 | 1 | P | - | - | i | acf | - | - | - | - | - |
| Chlorophyta | |||||||||||||
| 39 | Chlamydocapsa planctonica (West & G.S.West) Fott | 1 | 1 | P-B | - | - | - | alf | - | o | 1.2 | - | - |
| 40 | Coelastrum astroideum De Notaris | 0 | 1 | P | - | st-str | - | - | - | b | 2.2 | - | e |
| 41 | Coelastrum microporum Nägeli | 1 | 1 | P-B | - | st-str | i | ind | - | b | 2.3 | - | e |
| 42 | Desmodesmus communis (E.Hegewald) E.Hegewald | 1 | 1 | - | - | - | - | - | - | - | - | - | - |
| 43 | Eudorina elegans Ehrenberg | 0 | 1 | P | - | st-str | i | - | - | b | 2.3 | - | - |
| 44 | Eutetramorus globosus Walton | 1 | 1 | - | - | - | - | - | - | - | - | - | - |
| 45 | Hindakia tetrachotoma (Printz) C.Bock, Pröschold & Krienitz | 1 | 1 | P | - | st | i | - | - | b | 2.3 | - | - |
| 46 | Lemmermannia tetrapedia (Kirchner) Lemmermann | 0 | 1 | P-B | - | st-str | i | ind | - | b | 2.0 | - | e |
| 47 | Oedogonium sp. | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 48 | Pandorina morum (O.F.Müller) Bory | 1 | 1 | P | - | st | i | - | - | - | - | - | m |
| 49 | Pediastrum duplex Meyen | 1 | 1 | P | - | st-str | i | ind | - | - | - | - | e |
| 50 | Pseudopediastrum boryanum (Turpin) E.Hegewald | 1 | 1 | P-B | - | st-str | i | ind | - | b | 2.1 | - | e |
| 51 | Pseudopediastrum boryanum var. longicorne (Reinsch) Tsarenko | 1 | 1 | P-B | - | st-str | - | - | - | b | 2.1 | - | e |
| 52 | Scenedesmus ellipticus Corda | 1 | 1 | P-B, S | - | st-str | - | - | - | b-o | 1.7 | - | - |
| 53 | Stauridium tetras (Ehrenberg) E.Hegewald | 1 | 1 | P-B | - | st-str | i | ind | - | - | - | - | om |
| 54 | Tetradesmus lagerheimii M.J.Wynne & Guiry | 1 | 0 | P-B | - | st-str | i | ind | - | b | 2.15 | - | e |
| 55 | Thelesphaera alpina Pascher | 1 | 1 | B | - | str | - | - | - | - | - | - | - |
| 56 | Ulothrix zonata (F.Weber & Mohr) Kützing | 1 | 0 | P-B | - | st-str | i | ind | - | o-a | 1.8 | - | - |
| Cyanobacteria | |||||||||||||
| 57 | Aphanizomenon flos-aquae Ralfs ex Bornet & Flahault | 1 | 1 | P-B | - | - | hl | alb | - | o-a | 1.95 | - | m |
| 58 | Aphanothece sp. | 0 | 1 | - | - | - | - | - | - | - | - | - | - |
| 59 | Calotrix sp. | 1 | 1 | - | - | - | - | - | - | - | - | - | - |
| 60 | Chroococcus minimus (Keissler) Lemmermann | 0 | 1 | P-B | - | - | hl | - | - | - | - | - | e |
| 61 | Dichothrix ramenskii Elenkin | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 62 | Dolichospermum smithii (Komárek) Wacklin, L.Hoffmann & Komárek 2009 | 0 | 1 | P | - | - | - | - | - | - | - | - | - |
| 63 | Leptolyngbya sp. | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 64 | Microcystis aeruginosa (Kützing) Kützing | 1 | 1 | P-B | - | - | hl | acf | - | b | 2.2 | - | me |
| 65 | Oscillatoria sp. | 1 | 1 | - | - | - | - | - | - | - | - | - | - |
| 66 | Planktothrix agardhii (Gomont) Anagnostidis & Komárek | 1 | 1 | P-B | - | st | hl | - | - | - | - | - | - |
| 67 | Woronichinia naegeliana (Unger) Elenkin | 1 | 1 | P | - | st | - | - | - | o-a | 1.8 | - | e |
| Euglenozoa | |||||||||||||
| 68 | Astasiidae cf. | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 69 | Euglena sp. | 0 | 1 | - | - | - | - | - | - | - | - | - | - |
| 70 | Euglena texta (Dujardin) Hübner | 0 | 1 | P | eterm | st-str | - | ind | - | a-o | 2.9 | - | - |
| 71 | Phacus sp. | 1 | 1 | - | - | - | - | - | - | - | - | - | - |
| 72 | Trachelomonas hispida (Perty) F.Stein | 0 | 1 | P-B | eterm | st-str | i | acf | - | b | 2.2 | - | - |
| 73 | Trachelomonas ssp. | 1 | 0 | - | - | - | - | - | - | - | - | - | - |
| 74 | Trachelomonas volvocina (Ehrenberg) Ehrenberg | 0 | 1 | P-B | eterm | st-str | i | ind | - | b | 2.0 | - | - |
| Miozoa | |||||||||||||
| 75 | Ceratium hirundinella (O.F.Müller) Dujardin | 1 | 1 | P | - | st-str | i | - | - | o | 1.3 | - | e |
| 76 | Peridiniaceae sp. | 0 | 1 | - | - | - | - | - | - | - | - | - | - |
| 77 | Peridiniopsis quadridens (F.Stein) Bourrelly | 1 | 1 | P | - | - | - | - | - | o-b | 1.4 | - | - |
| Ochrophyta | |||||||||||||
| 78 | Dinobryon sertularia Ehrenberg | 1 | 1 | P-B | - | - | i | - | - | o | 1.3 | - | - |
| 79 | Tribonema vulgare Pascher | 0 | 1 | P-B | - | - | i | - | - | o-b | 1.4 | - | - |
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| Station | Location in reservoir |
Latitude | Longitude | Depth, m | Temperature, °С June |
Temperature, °С August |
pH June |
pH August |
Oxygen, mg O2 dm-3 June |
Oxygen, mg O2 dm-3 August |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Upper part, center | 65.126408° | 57.335149° | 5.8 | 21.1 | 18.6 | 7.2 | 7.6 | 8.51 | 8.25 |
| 2 | Upper part, near the southern coast (place of discharge of warm waters) | 65.122078° | 57.327509° | 4.3 | 24.5 | 19.9 | 7.2 | 7.6 | 8.43 | 8.77 |
| 3 | Upper part, on the north coast | 65.127499° | 57.343625° | 5.7 | 24.5 | 18.5 | 7.2 | 7.9 | 8.60 | 8.85 |
| 4 | Central part of the reservoir | 65.113962° | 57.354654° | 6.9 | 22.4 | 17.8 | 7.2 | 7.7 | 8.50 | 8.86 |
| 5 | Central part, near the southern coast | 65.107971° | 57.346128° | 4.0 | 21.1 | 18.2 | 7.1 | 7.9 | 8.74 | 9.18 |
| 6 | Central part. on the north coast | 65.118693° | 57.362238° | 5.0 | 21.3 | 18.3 | 7.1 | 7.9 | 8.71 | 8.96 |
| 7 | Lower part, center | 65.102001° | 57.371222° | 3.9 | 21.3 | 18.8 | 7.1 | 8.1 | 8.61 | 9.58 |
| 8 | Lower part, near the southern coast | 65.104101° | 57.375376° | 2.8 | 21.1 | 18.9 | 7.1 | 8.1 | 8.82 | 9.60 |
| Station | 1 | 4 | 7 | 1 | 4 | 7 | |
|---|---|---|---|---|---|---|---|
| Variable | Unit | June | June | June | August | August | August |
| рН | - | 7.2±0.2 | 7.2±0.2 | 7.1±0.2 | 7.6±0.2 | 7.7±0.2 | 8.1±0.2 |
| Electrical Conductivity | µS cm-1 | 79±4 | 78±4 | 78±4 | 87±4 | 87±4 | 89±4 |
| HCO3 | mg dm-3 | 43±5 | 43±5 | 69±8 | 47±6 | 45±5 | 48±6 |
| Total alkalinity | mmol dm-3 | 0.71±0.09 | 0.70±0.08 | 1.14±0.14 | 0.77±0.09 | 0.73±0.09 | 0.79±0.09 |
| PV (Permanganate Value) | mg dm-3 | 5.7±0.6 | 5.9±0.6 | 5.9±0.6 | 6.3±0.6 | 6.3±0.6 | 6.3±0.6 |
| COD | mgO dm-3 | 21±6 | 22±7 | 18±5 | 20±6 | 21±6 | 20±6 |
| CI- | mg dm-3 | 1.8±0.3 | 1.9±0.3 | 1.9±0.3 | 1.61±0.29 | 1.61±0.29 | 1.80±0.3 |
| SO42- | mg dm-3 | 4.5±0.8 | 3.8±0.8 | 3.8±0.8 | 3.9±0.8 | 4.1±0.8 | 3.7±0.8 |
| PO43- | mg dm-3 | <0.05 | <0.05 | <0.05 | <0.05 | <0.05 | <0.05 |
| TSS | mg dm-3 | 0.0 | 1.45±0.26 | 0.63±0.14 | 1.17±0.21 | 1.06±0.19 | 2.00±0.40 |
| Fe | mg dm-3 | <0.050 | <0.050 | <0.050 | <0.050 | <0.050 | <0.050 |
| Cu | µg dm-3 | <1 | 6.1±1.4 | 4.2±1.0 | 5.3±2.2 | 5.1±2.1 | 4.4±1.9 |
| Phenol | µg dm-3 | <0.25 | 0.35±0.14 | 0.28±0.11 | <0.25 | <0.25 | <0.25 |
| Zn | µg dm-3 | <5 | <5 | <5 | <5 | <5 | <5 |
| Sr | µg dm-3 | 40±10 | 41±11 | 35±9 | 41±11 | 41±11 | 42±10 |
| Mn | µg dm-3 | 1.7±0.4 | <1.0 | 1.3±0.4 | <1.0 | <1.0 | <1.0 |
| Ni | µg dm-3 | <1.0 | <1.0 | <1.0 | 2.6±1.1 | 2.1±0.9 | 2.0±0.8 |
| Ca | mg dm-3 | 10.0±1.6 | 10.2±1.6 | 9.05±1.4 | 12.7±2.0 | 12.6±2.0 | 12.8±2.1 |
| Mg | mg dm-3 | 2.3±0.3 | 2.3±0.3 | 2.0±0.3 | 2.6±0.4 | 2.7±0.3 | 2.7±0.4 |
| K | mg dm-3 | 0.86±0.21 | 0.82±0.20 | 0.73±0.18 | 0.83±0.20 | 0.83±0.20 | 0.87±0.21 |
| Na | mg dm-3 | 3.2±0.5 | 3.3±0.5 | 3.0±0.4 | 3.2±0.5 | 3.2±0.5 | 3.3±0.5 |
| N-NO3 | mg dm-3 | <0.010 | <0.010 | <0.010 | 0.018±0.008 | <0.010 | 0.015±0.008 |
| N-NO2 | mg dm-3 | <0.010 | <0.010 | <0.010 | 0.016±0.006 | <0.010 | <0.010 |
| N-NН4 | mg dm-3 | 0.010±0.002 | 0.011±0.002 | 0.041±0.009 | 0.061±0.014 | 0.031±0.007 | 0.070±0.016 |
| Stotal | mg dm-3 | 1.7±0.4 | 1.8±0.4 | 1.6±0.4 | 1.8±0.4 | 1.8±0.4 | 1.8±0.4 |
| Ptotal | mg dm-3 | <0.020 | <0.020 | <0.020 | 0.027±0.011 | <0.020 | <0.020 |
| Variable | St 1 | St 2 | St 3 | St 4 | St 5 | St 6 | St 7 | St 8 |
|---|---|---|---|---|---|---|---|---|
| No Species June | 23 | 30 | 20 | 16 | 7 | 13 | 15 | 10 |
| No Species August | 26 | 19 | 19 | 20 | 20 | 23 | 18 | 33 |
| Bacillariophyta, no. species June | 8 | 16 | 6 | 6 | 2 | 3 | 7 | 3 |
| Chlorophyta, no. species June | 7 | 7 | 8 | 5 | 2 | 6 | 4 | 2 |
| Cyanobacteria, no. species June | 5 | 5 | 2 | 3 | 2 | 2 | 2 | 2 |
| Euglenozoa, no. species June | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 1 |
| Miozoa, no. species June | 2 | 1 | 1 | 1 | 0 | 1 | 1 | 1 |
| Ochrophyta, no. species June | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 |
| Charophyta, no. species June | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| Bacillariophyta, no. species August |
10 | 5 | 5 | 4 | 5 | 7 | 7 | 8 |
| Charophyta, no. species June | 3 | 2 | 3 | 1 | 2 | 1 | 1 | 4 |
| Chlorophyta, no. species June | 3 | 3 | 4 | 6 | 6 | 5 | 5 | 9 |
| Cyanobacteria, no. species June | 5 | 4 | 6 | 6 | 4 | 6 | 4 | 7 |
| Euglenozoa, no. species June | 2 | 3 | 0 | 1 | 1 | 1 | 0 | 2 |
| Miozoa, no. species June | 2 | 2 | 1 | 2 | 2 | 2 | 1 | 2 |
| Ochrophyta, no. species June | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| Total Abundance, million cells L-1 June |
4.1470 | 4.3348 | 4.4660 | 5.5973 | 6.4875 | 5.1283 | 4.4813 | 4.6775 |
| Total Abundance, million cells L-1 August | 5.2998 | 2.2891 | 3.5435 | 7.7418 | 6.0063 | 4.8970 | 7.6073 | 7.2395 |
| Bacillariophyta, million cells L-1 June | 0.0675 | 0.0490 | 0.1700 | 0.0313 | 0.0800 | 0.0525 | 0.3353 | 0.7400 |
| Chlorophyta, million cells L-1 June | 0.2603 | 0.1993 | 0.1745 | 0.0823 | 0.1613 | 0.1580 | 0.0885 | 0.0445 |
| Cyanobacteria, million cells L-1 June | 3.8105 | 4.0513 | 4.1163 | 5.4663 | 6.2450 | 4.8925 | 3.7825 | 3.6463 |
| Bacillariophyta, million cells L-1 August | 0.3698 | 0.0735 | 0.0088 | 0.8425 | 0.5325 | 0.5288 | 0.8513 | 0.7578 |
| Chlorophyta, million cells L-1 August | 0.0060 | 0.0060 | 0.0140 | 0.0093 | 0.0100 | 0.0158 | 0.0065 | 0.0118 |
| Cyanobacteria, million cells L-1 August | 4.8825 | 2.1960 | 3.4670 | 6.7825 | 5.3950 | 4.3113 | 6.6425 | 6.3263 |
| Total Biomass, mg L-1 June | 0.8096 | 0.3873 | 1.4320 | 0.5467 | 0.5757 | 0.4696 | 0.8639 | 1.3103 |
| Total Biomass, mg L-1 August | 1.0799 | 0.4032 | 1.2327 | 2.3626 | 1.5968 | 1.1466 | 1.9572 | 1.9903 |
| Bacillariophyta, mg L-1 June | 0.1859 | 0.0403 | 0.9847 | 0.0339 | 0.0647 | 0.0432 | 0.1309 | 0.2950 |
| Chlorophyta, mg L-1 June | 0.0688 | 0.0174 | 0.0211 | 0.0085 | 0.0134 | 0.0174 | 0.1061 | 0.0226 |
| Cyanobacteria, mg L-1 June | 0.3135 | 0.3018 | 0.3203 | 0.4351 | 0.4965 | 0.3851 | 0.3008 | 0.2901 |
| Bacillariophyta, mg L-1 August | 0.4954 | 0.0761 | 0.9239 | 1.0520 | 0.6741 | 0.6681 | 0.9559 | 0.9512 |
| Chlorophyta, mg L-1 August | 0.0025 | 0.0004 | 0.0006 | 0.0067 | 0.0049 | 0.0076 | 0.0051 | 0.0066 |
| Cyanobacteria, mg L-1 August | 0.3884 | 0.1752 | 0.2783 | 0.8494 | 0.4975 | 0.4281 | 0.8421 | 0.7784 |
| Index S June | 1.81 | 1.81 | 1.80 | 1.81 | 1.81 | 1.81 | 1.76 | 1.72 |
| Index S August | 1.78 | 1.80 | 1.80 | 1.82 | 1.78 | 1.76 | 1.80 | 1.82 |
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