| Literature DB >> 35890476 |
Satish Kumar Sanwal1, Parveen Kumar1,2, Hari Kesh1, Vijai Kishor Gupta3, Arvind Kumar1, Ashwani Kumar1, Babu Lal Meena1, Giuseppe Colla4, Mariateresa Cardarelli4, Pradeep Kumar5.
Abstract
Salinity stress is a major constraint to sustainable crop production due to its adverse impact on crop growth, physiology, and productivity. As potato is the fourth most important staple food crop, enhancing its productivity is necessary to ensure food security for the ever-increasing population. Identification and cultivation of salt-tolerant potato genotypes are imperative mitigating strategies to cope with stress conditions. For this purpose, fifty-three varieties of potato were screened under control and salt stress conditions for growth and yield-related traits during 2020. Salt stress caused a mean reduction of 14.49%, 8.88%, and 38.75% in plant height, stem numbers, and tuber yield, respectively in comparison to control. Based on percent yield reduction, the genotypes were classified as salt-tolerant (seven genotypes), moderately tolerant (thirty-seven genotypes), and salt-sensitive genotypes (nine genotypes). Seven salt-tolerant and nine salt-sensitive genotypes were further evaluated to study their responses to salinity on targeted physiological, biochemical, and ionic traits during 2021. Salt stress significantly reduced the relative water content (RWC), membrane stability index (MSI), photosynthesis rate (Pn), transpiration rate (E), stomatal conductance, and K+/Na+ ratio in all the sixteen genotypes; however, this reduction was more pronounced in salt-sensitive genotypes compared to salt-tolerant ones. The better performance of salt-tolerant genotypes under salt stress was due to the strong antioxidant defense system as evidenced by greater activity of super oxide dismutase (SOD), peroxidase (POX), catalase (CAT), and ascorbate peroxidase (APX) and better osmotic adjustment (accumulation of proline). The stepwise regression approach identified plant height, stem numbers, relative water content, proline content, H2O2, POX, tuber K+/Na+, and membrane stability index as predominant traits for tuber yield, suggesting their significant role in alleviating salt stress. The identified salt-tolerant genotypes could be used in hybridization programs for the development of new high-yielding and salt-tolerant breeding lines. Further, these genotypes can be used to understand the genetic and molecular mechanism of salt tolerance in potato.Entities:
Keywords: Solanum tuberosum; antioxidant enzymes; oxidative stress; salinity stress
Year: 2022 PMID: 35890476 PMCID: PMC9316722 DOI: 10.3390/plants11141842
Source DB: PubMed Journal: Plants (Basel) ISSN: 2223-7747
Salient features of 53 potato cultivars.
| Name | Parentage | Release Year | Maturity Group | Tuber Color | Tuber Shape | Flesh Color | Uses # |
|---|---|---|---|---|---|---|---|
| K. Kundan * | Ekishirazu × Katahdin | 1958 | Medium | White | Round to ovoid | Cream | T |
| K. Safed | Clonal selection from Phulwa | 1958 | Late | White | Round | Light yellow | T |
| K. Red | Clonal selection from Darjeeling Red Round | 1958 | Medium | Red | Round | Yellow | T |
| K. Kuber | ( | 1958 | Medium | White | Ovoid | White | T |
| K. Kumar | Lumbri × Katahdin | 1958 | Late | White | Ovoid | White | T |
| K. Neela | Katahdin × Shamrock | 1963 | Late | White | Ovoid | White | T |
| K. Sindhuri | Kufri Red × Kufri Kundan | 1967 | Late | Red | Round | Cream | T |
| K. Jyoti | 3069d (4) × 2814a (1) | 1968 | Medium | White | Ovoid | White | T |
| K. Jeevan | M 109-3 × Seedling 698-D | 1968 | Late | White | Ovoid | White | T |
| K. Chamatkar | Ekishirazu × Phulwa | 1968 | Late | White | Round | Yellow | T |
| K. Khasigaro | Taborky × Seedling 698-D | 1968 | Late | White | Round to ovoid | Cream | T |
| K. Sheetman | Craigs Defiance × Phulwa | 1968 | Medium | White | Ovoid | Cream | T |
| K. Alankar | Kennebec × ON 2090 | 1968 | Medium | White | Ovoid | White | T |
| K. Naveen | 3070d (4) × Seedling 692-D | 1968 | Late | White | Ovoid | White | T |
| K. Chandramukhi | Seedling 4485 × Kufri Kuber | 1968 | Early | White | Ovoid | White | T |
| K. Muthu | 3046 (1) × M109-3 | 1971 | Medium | White | Round to ovoid | White | T |
| K. Lauvkar | Serkov × Adina | 1972 | Early | White | Round | White | T |
| K. Badshah | Kufri Jyoti × Kufri Alankar | 1979 | Medium | White | Ovoid | White | T |
| K. Bahar | Kufri Red × Gineke | 1980 | Medium | White | Round to ovoid | White | T |
| K. Lalima | Kufri Red × AG 14 (Wis. × 37) | 1982 | Medium | Red | Round | White | T |
| K. Sherpa | Ultimus × Adina | 1983 | Medium | White | Round | Cream | T |
| K. Swarna | Kufri Jyoti × (VTn)2 62.33.3 | 1985 | Medium | White | Round to ovoid | White | T |
| K. Megha | SLB/K-37 × SLB/Z-73 | 1989 | Late | White | Round to ovoid | White | T |
| K. Ashoka | EM/C-1020 × Allerfruheste Gelbe | 1996 | Early | White | Ovoid | White | T |
| K. Sutlej | Kufri Bahar × Kufri Alankar | 1996 | Medium | White | Ovoid | White | T |
| K. Jawahar | Kufri Neelamani × Kufri Jyoti | 1996 | Medium | White | Round to ovoid | White | T |
| K. Chipsona-1 | ME ×.750826 × MS/78-79 | 1998 | Medium | White | Ovoid | White | C, F |
| K. Pukhraj | Craigs Defiance × JE×/B-687 | 1998 | Early | White | Ovoid | Yellow | T |
| K. Giriraj | SLB/J-132 × E×/A 680-16 | 1998 | Medium | White | Ovoid | White | T |
| K. Anand | Kufri Ashoka × PH/F-1430 | 1999 | Medium | White | Ovoid to oblong | White | T |
| K. Kanchan | SLB/Z-405(a) × Pimpernel | 1999 | Medium | Red | Ovoid to oblong | Cream | T |
| K. Shailja | Kufri Jyoti × E×/A 680-16 | 2005 | Medium | White | Round to ovoid | White | T |
| K. Pushkar | QB/A 9-120 × Spatz | 2005 | Medium | White | Round to ovoid | Light yellow | T |
| K. Arun | Kufri Lalima × MS/82-797 | 2005 | Medium | Red | Ovoid | Cream | T |
| K. Chipsona-3 | MP/91-86 × Kufri Chipsona-2 | 2006 | Medium | White | Round to ovoid | Cream | C, F |
| K. Himalini | I-1062 × Tollocan | 2006 | Medium | White | Ovoid to oblong | Cream | T |
| K. Surya | Kufri Lauvkar × LT-1 | 2006 | Early | Yellow | Oblong | Yellow | T |
| K. Lalit | 85-P-670 × CP 3192 | 2007 | Medium | Light red | Round | Light yellow | T |
| K. Himsona | MP/92-35 × Kufri Chipsona-2 | 2008 | Medium | White | Round to ovoid | Cream | C |
| K. Sadabahar | MS/81-145 × PH/F-1545 | 2008 | Medium | White | Oblong | White | T |
| K. Girdhari | Kufri Megha × Bulk pollen of 10 genotypes | 2008 | Medium | White | Ovoid to oblong | Pale yellow | T |
| K. Frysona | MP/92-30 × MP/90-94 | 2009 | Medium | White | Long oblong | White | F |
| K. Chipsona-4 | Atlantic × MP/92-35 | 2010 | Medium | White | Round | White | C |
| K. Mohan | MS/92-1090 × CP 1704 (Claudia) | 2015 | Medium | White | Ovoid | White | T |
| K. Lima | C90.266 × C93.154 | 2018 | Medium | Creamy white | Ovoid | Cream | T |
| K. Neelkanth | MS/89-1095 × CP 3290 | 2018 | Medium | Purple | Ovoid | Yellow | T |
| K. Ganga | MS/82-638 × JX576 | 2018 | Medium | Creamy white | Ovoid | Cream | T |
| K. Sangam | Kufri Himsona × Kufri Pukhraj | 2020 | Medium | Creamy white | Ovoid | White | T, C, F |
| K. Thar-3 | JN 2207 × Kufri Jyoti | 2020 | Medium | White | Oval | Cream | T |
| K. Manik | Kufri Arun × CP3192 | 2020 | Medium | Red | Round | Yellow | T |
| K. Thar-1 | Kufri bahar × CP 1785 | 2020 | Medium | Creamy white | Round to oval | Cream | T |
| K. Thar-2 | CIP389468.3 × 88.052 | 2020 | Medium | Light yellow | Ovoid | Light yellow | T |
| K. Fryom | Kufri Chipsona-1 × MP/92-35 | 2020 | Medium | White | Oblong | White | F |
* K. is abbreviated form of Kufri, used as prefix in each cultivar/genotype name; # Suitable for table purposes (T), chips (C), and French fries (F).
Soil status: Initial and final soil salinity and alkalinity.
| Parameters | Initial Soil Status | Final Soil Status | |
|---|---|---|---|
| Control Treatment | Saline Treatment | ||
| 2020 | |||
| ECe (dS m−1) | 1.28 | 1.42 | 6.24 |
| pHs | 7.52 | 7.56 | 7.50 |
| 2021 | |||
| ECe (dS m−1) | 1.36 | 1.54 | 6.46 |
| pHs | 7.81 | 7.78 | 7.88 |
Variance analysis for the recorded traits in selected (16) potato genotypes under control and salinity treatment.
| Variables | Mean Squares | F Values | Significance | |||
|---|---|---|---|---|---|---|
| Genotypes | G × E | Genotypes | G × E | Genotypes | G × E | |
| Df | 15 | 15 | 15 | 15 | Pr (>F) | Pr (>F) |
| Plant height (cm) | 96.05 | 12.52 | 4.10 | 0.53 | 0.000 | 0.911 |
| Stem number (nos) | 4.60 | 0.63 | 5.94 | 0.81 | 0.000 | 0.660 |
| Yield/plant (g) | 40,103.05 | 9613.05 | 3.87 | 0.93 | 0.000 | 0.539 |
| RWC (%) | 46.52 | 32.85 | 1058.77 | 747.68 | 0.000 | 0.000 |
| MSI (%) | 100.18 | 84.75 | 1.84 | 1.56 | 0.049 | 0.113 |
| SPAD | 70.40 | 17.54 | 3.66 | 0.91 | 0.000 | 0.556 |
| Proline (µg g−1 FW) | 4128.90 | 3507.76 | 53.74 | 45.66 | 0.000 | 0.000 |
| H2O2 (µmoles g−1 FW) | 0.11 | 0.08 | 110.15 | 78.74 | 0.000 | 0.000 |
| MDA (nmol g−1 FW) | 37.57 | 15.84 | 204.58 | 86.26 | 0.000 | 0.000 |
| CAT (units g−1 FW) | 13.29 | 9.69 | 310.72 | 226.45 | 0.000 | 0.000 |
| APX (units g−1 FW) | 247.10 | 322.85 | 581.65 | 759.98 | 0.000 | 0.000 |
| SOD (units g−1 FW) | 795.79 | 594.60 | 596.46 | 445.67 | 0.000 | 0.000 |
| POX (units g−1 FW) | 119.84 | 87.03 | 422.44 | 306.80 | 0.000 | 0.000 |
| Pn (µmol CO2/m2/s) | 19.32 | 3.25 | 12.64 | 2.13 | 0.000 | 0.020 |
| E (mmol H2O/m2/s) | 0.33 | 0.33 | 24.67 | 24.57 | 0.000 | 0.000 |
| gS (mol H2O/m2/s) | 0.01 | 0.00 | 9.84 | 8.58 | 0.000 | 0.000 |
| WUE (instantaneous; µmol/mmol) | 1.15 | 0.21 | 12.15 | 2.22 | 0.000 | 0.015 |
| WUE (intrinsic; µmol/mol) | 101.01 | 38.13 | 6.21 | 2.34 | 0.000 | 0.010 |
| Root K+/Na+ | 0.31 | 0.34 | 31.38 | 33.83 | 0.000 | 0.000 |
| Leaf K+/Na+ | 0.54 | 0.98 | 3.80 | 6.90 | 0.000 | 0.000 |
| Tuber K+/Na+ | 4.27 | 0.56 | 57.95 | 7.57 | 0.000 | 0.000 |
Grouping of potato genotypes based on % tuber yield reduction due to salinity stress.
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|---|---|---|---|---|---|
| K. Thar-2 | 7.16 | K. Megha | 26.56 | K. Manik | 51.71 |
| K. Giriraj | 7.81 | K. Sherpa | 26.78 | K. Kanchan | 52.26 |
| K. Lalit | 21.21 | K. Sadabahar | 27.06 | K. Alankar | 53.73 |
| K. Surya | 23.06 | K. Neela | 28.01 | K. Jeevan | 53.92 |
| K. Jawahar | 23.80 | K. Pushkar | 28.58 | K. Mohan | 53.95 |
| K. Neelkanth | 23.88 | K. Kundan | 28.61 | K. Sindhuri | 54.97 |
| K. Red | 24.80 | K. Lalima | 28.67 | K. Ganga | 55.03 |
| K. Thar-1 | 28.87 | K. Arun | 55.62 | ||
| K. Chipsona-1 | 29.39 | K. Sangam | 56.07 | ||
| K. Chandramukhi | 30.40 | ||||
| K. Kuber | 31.53 | ||||
| K. Bahar | 32.12 | ||||
| K. Swarna | 32.81 | ||||
| K. Chipsona-3 | 35.18 | ||||
| K. Badshah | 36.39 | ||||
| K. Fryom | 37.92 | ||||
| K. Muthu | 39.64 | ||||
| K. Thar-3 | 39.66 | ||||
| K. Jyoti | 40.73 | ||||
| K. Chamatkar | 40.96 | ||||
| K. Naveen | 41.24 | ||||
| K. Chipsona-4 | 42.15 | ||||
| K. Shailja | 43.18 | ||||
| K. Himsona | 43.29 | ||||
| K. Frysona | 44.22 | ||||
| K. Pukhraj | 45.93 | ||||
| K. Lima | 46.01 | ||||
| K. Girdhari | 46.18 | ||||
| K. Ashoka | 46.52 | ||||
| K. Anand | 48.35 | ||||
| K. Himalini | 48.60 | ||||
| K. Safed | 48.71 | ||||
| K. Kumar | 49.14 | ||||
| K. Sutlej | 49.44 | ||||
| K. Sheetman | 49.55 | ||||
| K. Lauvkar | 49.72 | ||||
| K. Khasigaro | 49.88 |
Figure 1Relative water content (%), (A); and membrane stability index (%), (B) of tolerant and sensitive genotypes under control and salinity stress.
Figure 2Gas exchange traits (photosynthetic rate, (A); transpiration rate, (B); and stomatal conductance, (C)) of tolerant and sensitive genotypes under control and salinity stress.
Figure 3Water use efficiency [instantaneous water use efficiency (Pn/E), (A); and intrinsic water use efficiency (Pn/gS), (B)] of tolerant and sensitive genotypes under control and salinity stress.
Figure 4Biochemical parameters (proline, (A); H2O2, (B); and MDA, (C)) of tolerant and sensitive genotypes under control and salinity stress.
Figure 5Antioxidative enzymes activity (CAT, (A); APX, (B); SOD, (C); and POX, (D)) of tolerant and sensitive genotypes under control and salinity stress.
K+/Na+ ratio of tolerant and sensitive genotypes under control and salinity stress.
| Varieties | Root K+/Na+ | Leaf K+/Na+ | Tuber K+/Na+ | |||
|---|---|---|---|---|---|---|
| Control | Salinity | Control | Salinity | Control | Salinity | |
| K. Thar-2 | 3.86 ± 0.01 | 2.68 ± 0.32 | 3.12 ± 0.99 | 3.08 ± 0.03 | 6.12 ± 0.01 | 5.49 ± 0.06 |
| K. Giriraj | 3.94 ± 0.01 | 2.86 ± 0.01 | 3.90 ± 0.01 | 2.79 ± 0.33 | 7.33 ± 0.01 | 5.40 ± 0.01 |
| K. Lalit | 3.65 ± 0.02 | 3.09 ± 0.01 | 3.65 ± 0.02 | 2.96 ± 0.03 | 4.05 ± 0.87 | 4.96 ± 0.01 |
| K. Surya | 3.43 ± 0.01 | 2.41 ± 0.01 | 4.28 ± 0.02 | 3.04 ± 0.03 | 5.65 ± 0.02 | 4.77 ± 0.03 |
| K. Jawahar | 3.98 ± 0.01 | 3.12 ± 0.03 | 4.65 ± 0.03 | 2.90 ± 0.06 | 6.54 ± 0.03 | 5.85 ± 0.03 |
| K. Neelkanth | 3.25 ± 0.03 | 3.18 ± 0.01 | 5.09 ± 0.03 | 2.98 ± 0.03 | 5.17 ± 0.03 | 4.97 ± 0.01 |
| K. Red | 3.56 ± 0.01 | 2.81 ± 0.01 | 4.82 ± 0.03 | 2.78 ± 0.01 | 4.14 ± 0.02 | 3.54 ± 0.03 |
| K. Manik | 3.42 ± 0.01 | 2.64 ± 0.03 | 4.96 ± 0.01 | 2.14 ± 0.03 | 4.72 ± 0.02 | 3.83 ± 0.03 |
| K. Kanchan | 3.80 ± 0.02 | 2.58 ± 0.01 | 3.45 ± 0.64 | 2.42 ± 0.01 | 4.21 ± 0.09 | 3.83 ± 0.01 |
| K. Alankar | 3.45 ± 0.02 | 2.12 ± 0.01 | 4.70 ± 0.01 | 2.18 ± 0.03 | 5.37 ± 0.03 | 4.42 ± 0.01 |
| K. Jeevan | 3.66 ± 0.02 | 2.25 ± 0.03 | 4.10 ± 0.02 | 2.32 ± 0.01 | 6.21 ± 0.05 | 4.71 ± 0.01 |
| K. Mohan | 3.45 ± 0.01 | 2.36 ± 0.03 | 3.98 ± 0.01 | 2.16 ± 0.03 | 6.50 ± 0.05 | 6.05 ± 0.09 |
| K. Sindhuri | 3.88 ± 0.01 | 2.08 ± 0.01 | 4.58 ± 0.04 | 2.12 ± 0.03 | 6.41 ± 0.01 | 5.39 ± 0.01 |
| K. Ganga | 3.68 ± 0.01 | 2.19 ± 0.01 | 4.31 ± 0.05 | 1.96 ± 0.03 | 5.26 ± 0.01 | 4.53 ± 0.03 |
| K. Arun | 3.71 ± 0.01 | 2.03 ± 0.01 | 4.80 ± 0.02 | 1.92 ± 0.01 | 4.54 ± 0.01 | 3.93 ± 0.03 |
| K. Sangam | 3.82 ± 0.01 | 1.98 ± 0.01 | 4.56 ± 0.02 | 1.98 ± 0.01 | 6.26 ± 0.02 | 5.63 ± 0.03 |
| CV (%) | 1.72 | 5.49 | 11.96 | 6.28 | 2.51 | 0.97 |
| LSD ( | 0.11 | 0.23 | 0.86 | 0.26 | 0.23 | 0.08 |
Correlation matrix among the selected traits under control (upper diagonal) and salinity stress condition (lower diagonal).
| Variables | PH | SN | RWC | MSI | PRO | H2O2 | POX | Tuber K+/Na+ | TY |
|---|---|---|---|---|---|---|---|---|---|
| PH | 0.558 *** | 0.145 | 0.101 | −0.065 | −0.042 | −0.035 | −0.025 | −0.196 | 0.415 ** |
| SN | 0.256 | 0.400 ** | 0.257 | −0.385 ** | 0.021 | −0.131 | −0.091 | −0.321 ** | 0.225 |
| RWC | 0.334 ** | 0.414 ** | 0.318 ** | −0.127 | −0.180 | 0.115 | −0.386 ** | 0.094 | −0.085 |
| MSI | 0.331 ** | 0.479 *** | 0.899 *** | 0.055 | −0.263 | −0.199 | −0.069 | −0.102 | 0.147 |
| PRO | 0.330 ** | 0.441 ** | 0.790 *** | 0.811 *** | 0.265 | 0.326 ** | 0.242 | 0.349 ** | −0.073 |
| H2O2 | −0.305 ** | −0.408 ** | −0.892 *** | −0.796 *** | −0.782 *** | 0.265 | 0.119 | 0.151 | −0.246 |
| POX | 0.275 * | 0.439 ** | 0.818 *** | 0.789 *** | 0.892 *** | −0.811 *** | 0.283 * | 0.065 | −0.060 |
| Tuber K+/Na+ | −0.183 | −0.198 | 0.060 | 0.012 | 0.093 | −0.135 | 0.068 | 0.755 *** | −0.400 ** |
| TY | 0.770 *** | 0.485 *** | 0.536 *** | 0.455 *** | 0.451 *** | −0.449 *** | 0.511 *** | 0.010 | 0.545 *** |
Significance *, **, *** at p ≤ 0.05, 0.01 and 0.001, respectively. Green color of diagonal values are indicating intra association of the trait in different environments (control and salinity). PH—plant height (cm), SN—number of stems/plant, RWC—relative water content, MSI—membrane stability index, PRO—proline, H2O2—hydrogen peroxide, POX—peroxidase, Tuber K+/Na+—K/Na ratio in tuber, TY—tuber yield.
Relative contribution of different physiological, biochemical, and yield traits toward genetic divergence in potato genotypes.
| Traits | Contribution (%) | Traits Mean ± SD | Alteration (%) | Direction of | |
|---|---|---|---|---|---|
| Control | Salinity Stress | ||||
| Plant height (cm) | 0.028 | 31.18 ± 5.66 | 26.58 ± 7.39 | 14.73 |
|
| Stem Number (nos) | 0.066 | 4.10 ± 1.29 | 3.48 ± 1.03 | 14.97 | |
| Tuber Yield(g) | 0.034 | 380.96 ± 131.66 | 232.64 ± 129.80 | 38.93 | |
| RWC (%) | 30.790 | 82.13 ± 1.43 | 72.35 ± 4.83 | 11.91 | |
| MSI (%) | 14.695 | 80.23 ± 10.75 | 67.00 ± 4.18 | 16.49 | |
| SPAD | 0.023 | 45.71 ± 5.34 | 47.51 ± 5.09 | 3.93 | |
| Proline (µg g−1 FW) | 0.761 | 141.64 ± 7.70 | 352.14 ± 49.84 | 148.61 | |
| H2O2 (µmoles g−1 FW) | 1.638 | 1.36 ± 0.08 | 2.55 ± 0.24 | 87.62 | |
| MDA (nmol g−1 FW) | 4.245 | 17.39 ± 1.76 | 25.17 ± 3.77 | 44.69 | |
| CAT (units g−1 FW) | 3.752 | 15.96 ± 1.80 | 19.80 ± 2.03 | 24.05 | |
| APX (units g−1 FW) | 10.681 | 78.56 ± 3.98 | 148.70 ± 12.90 | 89.27 | |
| SOD (units g−1 FW) | 8.477 | 149.63 ± 6.48 | 236.23 ± 20.09 | 57.88 | |
| POX (units g−1 FW) | 15.127 | 26.46 ± 2.39 | 45.29 ± 7.79 | 71.17 | |
| Pn (µmol CO2/m2/s) | 0.592 | 16.22 ± 2.18 | 10.83 ± 2.11 | 33.24 | |
| E (mmol H2O/m2/s) | 0.191 | 4.67 ± 0.38 | 3.25 ± 0.29 | 30.50 | |
| gS (mol H2O/m2/s) | 0.146 | 0.36 ± 0.04 | 0.24 ± 0.03 | 34.50 | |
| WUE (instantaneous; µmol/mmol) | 0.118 | 3.50 ± 0.58 | 3.32 ± 0.48 | 5.00 | |
| WUE (intrinsic; µmol/mol) | 0.223 | 45.09 ± 6.74 | 45.35 ± 4.54 | 0.57 | |
| Root K+/Na+ | 0.394 | 3.66 ± 0.21 | 2.52 ± 0.41 | 31.03 | |
| Leaf K+/Na+ | 0.356 | 4.31 ± 0.70 | 2.48 ± 0.44 | 42.40 | |
| Tuber K+/Na+ | 7.666 | 5.53 ± 1.03 | 4.83 ± 0.76 | 12.62 | |
Traits modeling for salinity tolerance though multiple linear regressions approach.
| Dependent Variable | Step and Variables | C(p) | R-Square | Adj R-Square |
|---|---|---|---|---|
| TY | 1. PH | 52.68 | 59.21 | 58.32 |
| 2. PH + POX | 31.79 | 68.87 | 67.48 | |
| 3. PH + SN + POX | 25.23 | 72.48 | 70.60 | |
| 4. PH + SN + POX + Tuber K+/Na+ | 20.89 | 75.15 | 72.84 | |
| 5. PH + SN + PRO + POX + Tuber K+/Na+ | 14.93 | 78.51 | 75.95 | |
| 6. PH + SN + RWC + H2O2 + Tuber K+/Na+ + MSI | 14.52 | 79.53 | 76.53 | |
| 7. PH + SN + RWC + H2O2 + POX + Tuber K+/Na+ + MSI | 10.98 | 81.87 | 78.69 | |
| 8. PH + SN + RWC + PRO + H2O2 + POX + Tuber K+/Na+ + MSI | 9.00 | 83.54 | 80.17 |
Mallows’ Cp Criterion is a way to assess the fit of a multiple regression model; smaller Cp values are better as they indicate smaller amounts of unexplained error.