Introduction
Post-harvest management of stored products is crucial for ensuring food security for the growing global population. Numerous insect species, over a hundred, are known to infest stored products1,2. Among these, Tribolium castaneum Herbst (red flour beetle) and Rhyzopertha dominica Fabricius (lesser grain borer) are identified as the most destructive pests in tropical and subtropical regions, leading to substantial economic losses3,4.
Synthetic fumigants are extensively utilized in warehouses due to their effective dispersion and penetration properties. Major fumigants include carbonyl sulfide, methyl iodide, sulfuryl fluoride, methyl bromide, and phosphine5. However, the use of methyl bromide has been banned since 2005 under the Montreal Protocol due to its adverse effects on the ozone layer and ecosystem. Phosphine, derived from aluminium or magnesium phosphide, is widely employed for grain disinfestation but has led to the development of resistance in insect populations with its continuous use6,7. Consequently, there is a global effort to identify safe, economical, and viable alternatives to synthetic pesticides.
Plant-based phytochemicals are gaining attention due to their high biodegradability, low toxicity to non-target organisms, and easy accessibility. These characteristics make them suitable for protecting agricultural products from a variety of insect pests8,9,10,11,12,13. Secondary metabolites such as alkaloids, terpenoids, and phenolics, although not involved in primary physiological processes like photosynthesis or growth, have documented bioactivity against insects, nematodes, and microorganisms14,15. Hydrocyanic acid, produced through the enzymatic conversion of cyanogenic glycosides—a group of nitrile-containing plant secondary compounds—exhibits fumigant action against stored-product pests16,17,18,19,20. Despite over 300 cyanogenic plant species, including bamboo, apple seeds and cassava, the practical use of these compounds in pest management is hindered by limited material availability, extraction challenges, and low extractability.
Cassava leaves, although abundant, remain underutilized. This study aims to screen nine varieties of cassava leaves for the isolation of insecticidal molecules and evaluate their efficacy against the most publicized stored grain pests viz. T. castaneum and R. dominica
Materials and Methods
Maintenance of test insects: T. castaneum and R. dominica (Figure 1) were collected from stock cultures and maintained in the laboratory at 32±2°C and 70±5% relative humidity. T. castaneum was reared on wheat flour, while R. dominica was reared on black gram. Approximately 100-150 adults of each species were subcultured in 500 ml plastic containers containing their respective food sources for feeding and oviposition. The container mouths were covered with muslin cloth secured with rubber bands. Infested grains were separated and kept for adult emergence. Cohorts of 50 adult insects, two weeks old, were used for each bioassay analysis.
Figure 1: Adults of A) Tribolium castaneum and B) Rhyzopertha dominica |
Isolation of bio-fumigant from cassava: Tender shoots and leaves from nine cassava varieties (Sree Swarna, Sree Pavithra, Sree Suvarna, Sree Prabha, Sree Harsha, Sree Sahya, Sree Jaya, M4, and CMR4) (Figure 2) were collected from the ICAR- CTCRI, Kerala, for the isolation and quantification of insecticidal compounds.
Figure 2: Leaf morphology of cassava varieties employed in the study: A) Sree Swarna, B) Sree Pavithra, C) Sree Suvarna, D) Sree Prabha, E) Sree Harsha, F) Sree Sahya, G) Sree Jaya, H) M4, and I) CMR4 |
Direct leaf crushing method: Young and mature leaves (100 g each) were chopped into approximately 0.5 cm pieces and transferred into 500 ml conical flasks. Freshly prepared alkaline picrate paper (5×1 cm) was suspended in each flask, which was then tightly sealed and kept at room temperature (31°C, RH 70%) for 24 hours. The hydrogen cyanide (HCN) content was quantified using the alkaline picrate paper method21,22,23 with modifications. The picrate paper was removed, washed with 5 ml distilled water using a micropipette, and centrifuged at 10,000 rpm for 10 minutes. The optical density (OD) of the supernatant was measured at 510 nm using a spectrophotometer (Make: PerkinElmer Lambda 25). The experiment was replicated thrice, and HCN content was calculated using the following calibration equation21. CN (ppm)=555.821×OD
Mechanical isolation: The distillation unit at CTCRI (Figure 3) was used for the mechanical extraction of cyanogen from cassava leaves. Young and mature cassava leaves (8 kg each) from the nine selected varieties (Sree Swarna, Sree Pavithra, Sree Suvarna, Sree Prabha, Sree Harsha, Sree Sahya, Sree Jaya, M4, CMR4) were loaded into the mixer-cum-grinder unit of the biopesticide extraction plant and pulverized with a predetermined quantity of water. Cyanogen extraction followed a standardized protocol (patent pending). The liberated bio-fumigant passed through moisture-absorbing chambers and was compressed into a 4 kg portable tank. The quantity of cyanogen liberated at 80, 85, 90, 95, and 100°C was estimated using the picrate paper method.
Figure 3: The bio pesticide distillation unit at ICAR-CTCRI |
Detection of Cyanogen by Gas Chromatography: The liberated HCN was converted into cyanogen chloride (CNCl) using Chloramine-T solution (0.77 g in 50 ml deionized water). The cassava bio-fumigant (CBF) was bubbled through 20 ml of 0.1 M sodium hydroxide solution for 15 minutes to convert it into sodium cyanide. After 10 minutes, 0.3 ml of Chloramine-T solution and 3 ml of n-hexane were added as an extraction solvent for cyanogen chloride, mixed thoroughly, and left for 20 minutes to separate the active component. A standard solution was prepared with 500 μg L⁻¹ cyanogen ion (potassium cyanide) and 50 ml of 0.1 M sodium hydroxide solution. Samples (1 μl) were analysed by gas chromatography (Perkin Elmer, Clarus 580) using nitrogen as the carrier gas at a flow rate of 3.0 ml min⁻¹ in split-less mode24.
Bioassay on the Efficacy of Active Principles: Cohorts of 50 adults and larvae of T. castaneum and R. dominica reared in the laboratory were placed in polypropylene bags (20 × 15 cm), each containing a strip of alkaline picrate paper (5 × 1 cm). Fumigation was performed for 1-10 minutes at one-minute intervals by flushing the bags with CBF stored in portable cylinders. Control bags were flushed with atmospheric air. The experiment was replicated thrice, and mortality was recorded from 5 to 90 minutes after treatment (MAT). HCN concentration was estimated using the picrate paper method21. Lethal concentration was calculated by probit analysis.
Statistical analysis was done using IBM SPSS Software Version 25 available from ICAR-CTCRI. The comparison studies were done using Duncan’s multiple range tests- ANOVA.
Results and Discussion
Quantification of cyanogen in bio-fumigant from different cassava varieties: The chromatogram at a retention time of 4.7 minute ensured cyanogen is one of the active principles in CBF (Figure 4).
Figure 4: A. Gas chromatogram of potassium cyanide represented as cyanogen chloride; B. Gas chromatogram of cassava bio fumigant represented as cyanogen chloride |
Direct leaf crushing method: Cyanogen content in both young and matured leaves was significantly higher in Sree Swarna than the other varieties evaluated (Table 1). Concentration of cyanogen in young leaves varied from 245.8ppm in Sree Swarna to 87.1ppm in Sree Jaya; however, its difference among Sree Suvarna, Sree Harsha and Sree Sahya were found not significant. There was a significant variation in the extractability of cyanogen between young and matured leaves. As in the case of matured leaves, significantly higher quantity of cyanogen was noticed in Sree Swarna (288.7ppm) and it was lowest in Sree Jaya (28.8ppm).
Table 1: Concentration of HCN (ppm) in cassava leaves (Direct crushing method)
Variety |
Young leaf |
Matured leaf |
Sree Swarna |
245.8±8.6a |
288.7±8.2a |
Sree Pavithra |
198.3±10.8c |
177±4.4c |
Sree Suvarna |
208.1±7.4bc |
95.4±7.1f |
Sree Prabha |
106.4±6.6de |
252.5±11b |
Sree Harsha |
209.2±9.2bc |
153.4±6.1d |
Sree Sahya |
203.2±17.3bc |
100.8±7.7f |
Sree Jaya |
87.1±4.9e |
28.8±7.1h |
M4 |
221.1±18.7b |
125.2±8.6e |
CMR4 |
112.8±12.6d |
44±6.5g |
p-Value |
<.0001 |
<.0001 |
CV (%) |
6.63 |
4.93 |
SE(d) |
9.569 |
5.662 |
LSD at 5% |
20.286 |
12.003 |
X̅±SD, Duncan’s multiple range tests; letters of the same alphabet in the same column are statistically not significant; Replication: 03 nos./ variety.
The young leaves of Sree Suvarna, Sree Harsha, Sree Sahya, Sree Jaya, M4 and CMR4 had significantly higher level of cyanogen content than their matured leaves (Figure 5); whereas, it was higher in matured leaves of Sree Swarna and Sree Prabha, but no significant difference was noticed between young and matured leaves of the variety Sree Pavithra.
Figure 5: Cyanogen content of young and matured leaves of all the selected variesties of Cassava |
Mechanical isolation: Irrespective of variety, a positive trend between temperature and the amount of cyanogen liberated was noticed (Figure 6). The alkaline picrate test revealed that liberation of cyanogen starts at 80 ⁰C and reaches maximum at 100 ⁰C. After this temperature we observe a uniform yield.
Figure 6: Concentration of HCN at different temperature on young and mature leaf of Sree Swarna, Sree Suvarna and Sree Harsha |
High concentration of HCN was extracted from the variety Sree Swarna in both young and matured leaves (Table 2), and it was least in the variety Sree Jaya. Extractability of cyanogen was higher in the young leaves than in the matured leaves of the varieties Sree Pavithra, Sree Suvarna, Sree Harsha, Sree Sahya, Sree Jaya, M4 and CMR4 (Table 2 & 3).
Table 2: Concentration of HCN isolated from the young leaves of cassava at different temperature.
Temperature (⁰C) |
|||||
Variety |
80 |
85 |
90 |
95 |
100 |
Sree Swarna |
182±8a |
194±5.6 a |
320.3±8.1a |
425.4±20.3a |
595.3±7.5a |
Sree Pavithra |
117.2±6cd |
133.7±5.7c |
199.1±13.2d |
276.1±15.5e |
331.7±12.3e |
Sree Suvarna |
147.5±8b |
195.9±5.7a |
250.1±23.2c |
366.9±10.1bc |
436.5±8.6b |
Sree Prabha |
57.1±9f |
81.7±7.1e |
147.6±5.7e |
219.9±9.3F |
233.1±7g |
Sree Harsha |
112.7±10d |
134±11c |
211.5±9.2d |
340.2±10.5d |
431.4±4.9bc |
Sree Sahya |
129±7c |
135.5±8.8c |
313.6±10ab |
370.2±4.8b |
414.2±13c |
Sree Jaya |
39.33±9.8g |
58.2±3.1f |
62.7±6.8f |
107.8±5.9g |
129.2±2.4h |
M4 |
118.3±5.6cd |
157.1±6.6b |
297.1±9.7b |
347.8±7.4cd |
354.3±11.6d |
CMR4 |
87.4±4.5e |
118.9±2.7d |
127.8±5.6e |
277±22.1e |
269.6±15.5f |
p-Value |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
CV (%) |
7.43 |
4.72 |
5.37 |
3.85 |
2.88 |
SE(d) |
6.678 |
5.177 |
9.41 |
9.551 |
8.345 |
LSD at 5% |
14.157 |
10.975 |
19.948 |
20.247 |
17.691 |
X̅±SD, Duncan’s multiple range tests; Letters of the same alphabet in the same column are statistically not significant; Replication: 03 nos./ variety.
Table 3: Concentration of HCN isolated from the matured leaves of cassava at different temperature
Temperature (⁰C) |
|||||
Variety |
80 |
85 |
90 |
95 |
100 |
Sree Swarna |
213.9±12a |
237.78±7.8a |
366.5±10.7a |
483.2±17.5a |
629.1±18.4a |
Sree Pavithra |
87.8±7.8c |
91±4.7de |
117.2±6.6d |
217.1±16.1d |
225.8±22.8e |
Sree Suvarna |
66.5±6.6d |
86.7±7.1e |
154.9±7.8c |
203.1±6.5De |
307.3±6.8c |
Sree Prabha |
167.1±8.3b |
175±4.1b |
193.9±7.1b |
248.9±17.2c |
274.2±6.2d |
Sree Harsha |
71.7±11.2d |
101.1±8.7e |
156.3±7.5c |
187.8±8.6e |
324.6±9.2bc |
Sree Sahya |
48.5±9.3e |
63.2±3.5f |
187.2±7.1b |
312.2±13.3b |
326.9±14.2b |
Sree Jaya |
14.9±5.8f |
31.2±7g |
43.6±5.1e |
51.5±2g |
56.4±3.1g |
M4 |
84.8±3.1c |
116.8±6.1c |
164±7c |
213.1±15.2d |
224.8±9.4e |
CMR4 |
21.8±1.9f |
28.7±3g |
44.3±6.8e |
110±5.8f |
124±10.6f |
p-Value |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
CV (%) |
8.37 |
5.7 |
4.48 |
5.59 |
3.79 |
SE(d) |
5.903 |
4.821 |
5.809 |
10.287 |
8.567 |
LSD at 5% |
12.513 |
10.22 |
12.314 |
21.808 |
18.162 |
X̅±SD, Duncan’s multiple range tests; Letters of the same alphabet in the same column are statistically not significant; Replication: 03 nos./ variety.
Bioassay on the efficacy of active principles
As the Sree Swarna was found highest extractability of cyanogen, this variety was used for further study. A positive correlation was noticed between mortality of the target pests and exposure time of CBF (Figure 7).
Figure 7: Mortality of test insects at different time of exposure |
Mortality of T. castaneum started at 5 Minutes after treatment (MAT) with a concentration of 28.48ppm of CBF, and it reached 100% at 49.84ppm (Table 4). When the insect was exposed to 7.12ppm of bio-fumigant the mortality was observed approximately 50% at 60 MAT.
R. dominica was found higher susceptible than T. castaneum, to CBF, and 100% mortality of T. castaneum was observed at 49.84 ppm in 5 MAT (Table 4) and it was 35.6ppm for R. dominica (Table 5). The LC50 values for T. castaneum and R. dominica were calculated as 35.96 and 22.59ppm respectively (Table 6).
Table 4: Mortality of Tribolium castaneum due to the exposure of cassava bio-fumigant
Time of exposure (min) |
Conc. (ppm) |
Minute After Treatment (MAT) |
|||||||||
5 |
10 |
20 |
30 |
40 |
50 |
60 |
70 |
80 |
90 |
||
1 |
0.18±0.0i |
– |
– |
– |
– |
– |
0 |
0 |
0 |
0 |
0 |
2 |
3.56±0.2hi |
– |
– |
– |
0 |
0 |
6d (12) |
19.3b (38.6) |
36c (72) |
45b (90) |
50h (100) |
3 |
7.12±0.9h |
– |
– |
– |
1.3d (2.6) |
3d (6) |
12c (24) |
22.7b (45.3) |
41b (82) |
47b (94) |
50g (100) |
4 |
14.24±3g |
– |
– |
0 |
2.7d (5.3) |
15.3c (30.6) |
32.3b (64.6) |
48.7a (97.3) |
50a (100) |
50a (100) |
50f (100) |
5 |
21.36±4.9f |
0 |
0 |
0.3c (0.66) |
13c (26) |
43b (86) |
49.3a (98.6) |
50a (100) |
50a (100) |
50a (100) |
50e (100) |
6 |
28.48±4.1e |
5d (10) |
9.7d (19.3) |
14b (28) |
41.7b (83.3) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50d (100) |
7 |
35.6±4.3d |
36.7c (73.3) |
41.3c (82.6) |
47.3a (94.6) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50c (100) |
8 |
42.72±1.6c |
43.3b (86.6) |
47b (94) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50b (100) |
9 |
49.84±4.4b |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
p-Value |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
CV (%) |
12.29 |
15.7 |
7.7 |
11.3 |
8.7 |
6.4 |
7.1 |
5 |
3.9 |
3.4 |
|
SE(d) |
2.609 |
2.372 |
1.249 |
1.956 |
1.843 |
1.626 |
2.03 |
1.616 |
1.377 |
1.256 |
0 |
LSD at 5% |
5.4819 |
4.984 |
2.6245 |
4.109 |
3.8725 |
3.417 |
4.2649 |
3.396 |
2.8931 |
2.639 |
0 |
X̅±SD, Duncan’s multiple range tests. Letters of the same alphabet in the same column are statistically not significant. Replication 03, n=50. Parenthesis shows percentage of mortality.
Table 5: Mortality of Rhizhopertha dominica due to the exposure of cassava bio-fumigant
Time of exposure (min) |
Conc. (ppm) |
Minute After Treatment (MAT) |
|||||||||
5 |
10 |
20 |
30 |
40 |
50 |
60 |
70 |
80 |
90 |
||
1 |
0.18±0.0i |
– |
– |
– |
– |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
3.56±0.2hi |
– |
– |
0 |
0 |
5.3d (10.6) |
23.6c (47.3) |
36.3c (72.6) |
41.67b (83.3) |
45.67b (91.3) |
50f (100) |
3 |
7.12±0.9h |
0 |
0 |
8.3d (16.6) |
16c (32) |
29c (58) |
39b (78) |
45.33b (90.6) |
50a (100) |
50a (100) |
50e (100) |
4 |
14.24±3g |
1d (0.6) |
3.6d (7.3) |
22.3c (44.6) |
37.6b (75.3) |
45.3b (90.6) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50d (100) |
5 |
21.36±4.9f |
18.3c (36.6) |
33.3c (66.6) |
40.6b (81.3) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50c (100) |
6 |
28.48±4.1e |
42b (84) |
44.6b (89.3) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50b (100) |
7 |
35.6±4.3d |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
5 0a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
50a (100) |
p-Value |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
<.0001 |
CV (%) |
12.29 |
10.6 |
7.4 |
10.6 |
5.3 |
6.5 |
10.1 |
6 |
4.5 |
3.3 |
0 |
SE(d) |
2.609 |
1.749 |
1.387 |
2.409 |
1.382 |
1.861 |
3.23 |
2.059 |
1.567 |
1.167 |
0 |
LSD at 5% |
5.4819 |
3.752 |
2.9755 |
5.168 |
2.9632 |
3.992 |
6.9275 |
4.415 |
3.3615 |
2.502 |
0 |
X̅±SD, Duncan’s multiple range tests. Letters of the same alphabet in the same column are statistically not significant. Replication 03, n=50. Parenthesis shows percentage of mortality.
Table 6: Lethal concentration of cassava bio-fumigant on Tribolium castaneum and Rhizhopertha dominica
Insects |
Lethal concentration (ppm) |
||
LC 50 |
LC 90 |
LC 99 |
|
Tribolium castaneum |
35.96 |
41.92 |
47.54 |
Rhizhopertha dominica |
22.59 |
29.50 |
35.80 |
The high volatility and efficiency in penetrating stored product bulks, along with the immediate knockdown effect on targeted pests, are crucial criteria for selecting fumigants to manage stored product pests. However, the adverse effects of synthetic fumigants on human health and the environment have driven a global search for alternative strategies12. Phytochemicals, particularly those from the families Apiaceae, Lamiaceae, Lauraceae, Euphorbiaceae, and Myrtaceae, have shown efficacy against stored product pests25,26,27,28,29,30. Although over 3000 higher plant species are cyanogenic, only about 300 species are known sources of hydrogen cyanide (HCN)31. The FAO (1984, 1989) has endorsed cyanogen as an effective fumigant for confined fumigation. Park & Coats in 2002 followed by Hooper in 2003 have demonstrated the effectiveness of synthetic cyanogen and hydrogen cyanide against various stored product pests, suggesting HCN as an immediate alternative to synthetic fumigants19,32.
The synthesis and accumulation of primary and secondary metabolites vary among plant species based on physiological and environmental factors. This variation affects the extractability of cyanogen within the nine cassava varieties studied. Previous research by Poulton (1990), Cardoso (2005) and Mushumbusi (2018) had reported significant differences in cyanogen levels among cassava varieties 31,33,34. Nambisan (1994) found cyanogen concentrations in Indian cassava varieties up to 1100 ppm35. Cuvaca (2015) suggested that these variations are more a function of plant physiology than growing conditions36. Ojiambo (2017) attributed differences in cyanide levels to variations in cellular structures affecting the diffusion of cyanogenic glycosides17. Tender twigs and leaves were chosen for bio-fumigant production due to their higher cyanogen content37.
Our findings show that mechanical isolation yielded higher cyanogen extractability than direct leaf crushing. The grinding process accelerates the breakdown of cyanogenic glycosides by facilitating contact between glycosides and the enzyme linamarase, catalysing hydrolysis33. Agitation in water solubilizes cyanogenic glycosides, and subsequent heating releases hydrogen cyanide17,38. Cyanogen release commenced at 55°C, with optimal linamarase activity reported at this temperature35. Pereira (2016)39 found that 99.95% of cyanogen was liberated at 75°C when cassava leaves were treated with buffer and linamarase. Our study observed cyanogen recovery in the collection tank between 80 and 100°C.
Resistance to phosphine among T. castaneum and R. dominica has been well documented7,40,41,42. Our findings corroborate with Park (2004), who reported greater susceptibility of R. dominica to cyanogen compared to T. castaneum18. Aulicky (2014) and Stejskal (2016) demonstrated 100% mortality of both pests in flour mills fumigated with HCN43,44. Continuous use of phosphine has led to resistance in several pest species, highlighting the need for alternative fumigants6,7,40,45,46,47.
Conclusion
Cassava leaves, often discarded as waste post-harvest, represent an underutilized resource with significant potential in sustainable pest management 48, 49, 50,51,52,53,54,55. This study highlights that the bio-fumigant isolated from cassava leaves is an effective alternative to synthetic fumigants for controlling stored product pests. With the increasing need for safe pest management measures, especially post-harvest, the utilization of natural bio-fumigants offers a promising solution. Cassava, primarily cultivated for its tubers, can now provide an additional income stream for farmers through the adoption of bio-fumigant extraction technology. This approach not only mitigates the environmental and health hazards associated with synthetic fumigants but also makes use of an agricultural by-product that would otherwise go to waste. The rich cyanogenic content in cassava leaves, when efficiently extracted, can serve as a potent fumigant, ensuring the protection of stored products without the adverse effects of chemical alternatives. By integrating this bio-fumigant extraction into existing cassava farming practices, farmers can enhance their economic stability while contributing to sustainable agriculture. Our study highlights the effectiveness of cyanogen as a bio-fumigant, with mechanical isolation yielding higher cyanogen extractability than direct leaf crushing. The grinding process facilitated the breakdown of cyanogenic glycosides, with optimal release occurring between 80 and 100°C. Our findings corroborate previous studies, demonstrating that R. dominica is more susceptible to cyanogen than T. castaneum, achieving 100% mortality in fumigated environments. This supports the use of cyanogen as an alternative to phosphine, particularly in light of the growing resistance of stored product pests to synthetic fumigants. This study underscores the dual benefits of this technology: effective pest management and additional revenue for farmers, paving the way for a safer and more sustainable post-harvest storage system.
Acknowledgement
The authors are thankful to the Director ICAR- Central Tuber Crops Research Institute for providing the laboratory facilities.
Funding Sources
Institutional project ICAR-CTCRI. The Department of Agriculture Development and Farmers’ Welfare, Government of Kerala for the financial assistance to J.C.A. Grant no. P.No.74/14-17: MSPHC.
Conflict of Interest
The authors do not have any conflict of interest.
Data Availability Statement
All the raw data concerned to the representations and analysis made out in this paper is available with the first author A.G. and this can be availed by writing a mail to joyajesh87@gmail.com.
Ethics Statement
This research did not involve human participants, animal subjects, or any material that requires ethical approval.
Informed Consent Statement
This study did not involve human participants, and therefore, informed consent was not required.
Authors’ Contribution
A.G. and J.U.K conceived the idea, contribute to the initial concept and supervision of the work; A.G. design the methodology; A.G. and J.C.A. acquisition of data, investigation; A.G. data curation, primary drafting of the article and field photo credits; A.G. lead the data analysis; A.G. contributed equally on the representation and visualization of the data; A.G. and J.C.A. worked together on the interpretation of data; A.G. and J.U.K drafting the article. All authors contributed critically to the draft within their responsibilities and gave final approval for publication.
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