{'fraction_non_alphanumeric': 0.026156213231966693, 'fraction_numerical': 0.02446676924005189, 'mean_word_length': 4.795104895104895, 'pattern_counts': {'":': 0, '<': 1, '<?xml version=': 0, '>': 1, 'https://': 1, 'lorem ipsum': 0, 'www.': 3, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 1, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Genomic analysis of Bacillus cereus NWUAB01 and its heavy metal removal from polluted soil

Microorganisms that display unique biotechnological characteristics are usually selected for industrial applications. Bacillus cereus NWUAB01 was isolated from a mining soil and its heavy metal resistance was determined on Luria–Bertani agar. The biosurfactant production was determined by screening methods such as drop collapse, emulsification and surface tension measurement. The biosurfactant produced was evaluated for metal removal (100 mg/L of each metal) from contaminated soil. The genome of the organism was sequenced using Illumina Miseq platform. Strain NWUAB01 tolerated 200 mg/L of Cd and Cr, and was also tolerant to 1000 mg/L of Pb. The biosurfactant was characterised as a lipopeptide with a metal-complexing property. The biosurfactant had a surface tension of 39.5 mN/m with metal removal efficiency of 69%, 54% and 43% for Pb, Cd and Cr respectively. The genome revealed genes responsible for metal transport/resistance and biosynthetic gene clusters involved in the synthesis of various secondary metabolites. Putative genes for transport/resistance to cadmium, chromium, copper, arsenic, lead and zinc were present in the genome. Genes responsible for biopolymer synthesis were also present in the genome. This study highlights biosurfactant production and heavy metal removal of strain NWUAB01 that can be harnessed for biotechnological applications.


Results
Strain identification, characteristics and tolerance to heavy metals. Ninety-eight heavy metal resistant bacterial isolates were isolated from the soil samples collected and one of the isolates was identified as B. cereus NWUAB01. Gram staining showed that the organism is Gram-positive and has a rod shape. The biochemical profile of the isolate revealed that it can ferment glucose, fructose, sucrose, and starch. It can use citrate as a carbon source, and was catalase and nitrate positive. The organism is indole and Voges-Proskaeur negative and does not ferment mannose, sorbitol, melibiose, maltose and lactose. The amplification of the 16S ribosomal ribonucleic acid (rRNA) gene of strain NWUAB01 yielded the predicted 1500 bp amplicon (Fig. 1). The amplicon sequence was compared with the 16S rRNA gene sequences in the National Centre for Biotechnology Information (NCBI) database and it showed that strain NWUAB01 had 100% similarity with Bacillus cereus strain BS16 (MH021873), B. wiedmanni strain F23 (MF681995), B. thuringiensis strain FDB-6 (MH260380), Bacillus sp strain SP9 (MH191109) and 99% similarity with B. proteolticus strain SPB3 (MG280785) with E-value of 0.00.
The evolutionary relationship of strain NWUAB01 was deduced using the maximum likelihood method based on the Hasegawa-Kishino-Yano model 22 . The phylogenetic relationship of strain NWUAB01 is presented in Fig. 2, which shows the relationship of the organism with closely related strains from the GenBank. The initial tree for the heuristic search was obtained automatically by applying the neighbour-join method. The tree is drawn to scale, with branch lengths measured in the number of substitutions per site.
The isolate showed multiple resistance to the metals tested, with the organism showing tolerance to all concentrations of Pb (100-1000 mg/L) while the organism tolerated 200 mg/L of Cd and Cr. The tolerance pattern to the tested heavy metals follows the order Pb > Cd = Cr. The growth inhibition curve of strain NWUAB01 on 100 mg/L of each metal at pH 7, agitation of 150 rpm and 25 °C is presented in supplementary Fig. S1. The growth rate of the organism on each of the metal tested is presented in Table S1. The highest optical density (OD) was obtained on the sixth day of growth for each of the metal tested and the control. The optical density increases with time for all metals and control (Fig. S1), with Pb having the least OD of 0.89, followed by Cr with OD of 0.99 after 144 h of growth. Cadmium had the highest OD of 1.24 after the sixth day. In summary, a decrease in the optical density of strain NWUAB01 was observed in the presence of heavy metals compared with the metal-free medium.
Genomic features of strain NWUAB01. The genome of B. cereus NWUAB01 was assembled into 91 contigs consisting of 5,989,415 bp and average G + C content of 35.01%. A total of 6306 genes were predicted with 87 tRNA operons and 280 pseudogenes. More features of the genome are presented in Table 1. The circular view of the genome from PATRIC online software is presented in Fig. 3. The circular view showed the www.nature.com/scientificreports/ contigs, coding and non-coding features, antimicrobial resistance genes, drug targets and the G + C content of the genome (Fig. 3). The RAST annotation categorise the genes into 27 subsystems, with genes for carbohydrate and protein metabolism, amino acid derivatives metabolism, stress response, aromatic compound metabolism, membrane transport, iron acquisition and metabolism, secondary metabolism and several others. The antiSMASH predicted the presence of 15 biosynthetic gene clusters in the genome responsible for secondary metabolite synthesis. The genes predicted include fengycin, lassopeptide, siderophore, bacillibactin, bacteriocin, lanthipeptide amongst others.
Heavy metal resistance genes. The amplification of primer-specific heavy metal-resistant genes of chromosomal DNA of strain NWUAB01 yielded amplicons of the expected band size of 600 bp for cadA, 398 bp for CzcD, and 766 bp for PbrA (Fig. 1). No amplification was observed for CzcA, CzcB, PbrT, chrA, and chrB. This might be as a result of the lack of mechanisms responsible for metal resistance in the genome of the organism. The organism may also use other mechanisms different from the efflux system for metal tolerance. Heavy metal resistance/transport genes are abundant in the genome of strain NWUAB01, which include resistant genes encoding arsenic, cadmium, copper, cobalt and zinc as well as transport genes for chromium, cadmium, lead, magnesium and mercury ( Table 2). The annotations of some of these heavy metals and their position on the genome of strain NWUAB01 are presented in Fig. 4 and Fig. S2. The large number of heavy metal-resistant genes in the genome suggests that the organism can tolerate various heavy metals. The genome search against the KEGG database through the RAST server to investigate gene functions and metabolic pathways predicted genes involved in the degradation and metabolism of xenobiotic compounds such as benzoate, fluorobenzoate, fluorine, toluene, biphenyl, naphthalene, anthracene, dichlorobenzene, atrazine, salicylate and styrene.   (Fig. S3). The genes are responsible for the production of extracellular polymer using the Wzx/Wzy-dependent pathway in strain NWUAB01. The emulsification of different hydrocarbons and vegetable oil by strain NWUAB01 is presented in Fig. S4 and the biosurfactant properties of the organism are presented in Table 3. The organism was able to haemolyse red blood cells (α-hemolysis), was positive for drop collapse and reduced the surface tension of the growth medium   Table 3). The stability of the emulsion produced by strain NWUAB01 was tested at different temperatures and pH (Fig. S5). At 40 °C, the organism gave a stable emulsion with E 24 of 54%, 30%, 22% and 20% for engine oil, kerosene, hexadecane and vegetable oil respectively (Fig. S5). A reduction in the stability of the emulsion was observed at the extreme temperature and pH. The scanning electron micrograph (SEM) of the surfactant produced by strain NWUAB01 is presented in Fig. S6, which shows the morphology of the surfactant.   Heavy metal removal from contaminated soil. We observed that the biosurfactant was capable of removing 69% of Pb, 54% of Cd and 43% of Cr from the batch experiment from the initial concentration of 100 mg/L (Table S2). The strain removed 83% of Pb, 60% of Cd and 30% of Cr from polluted soil (Table S2). We found that the biosurfactant produced by strain NWUAB01 is efficient in removing metal from contaminated soil. The results of this study showed that Pb has the highest removal followed by Cd and Cr.

Discussion
Soils polluted with heavy metals are usually sources of organisms resistant to metals 23,24 . Mining soils are rich sources of potential bacterial population resistant to heavy metals, but with reduced bacterial diversity, population size and metabolic activities 25 . Metal resistance might have evolved due to the presence of heavy metals in their growth medium 26 . In this study, soil samples from a gold-mining environment, with natural occurrence of heavy metals, were used for isolating strain NWUAB01, which is consistent with the studies of Oladipo et al. 27 and Reith et al. 28 that isolated B. cereus from gold mining soil. Thus, the metal-containing environment might have led to the evolvement of mechanisms of resistance to heavy metals in the organism. Elevated level of tolerance to metals is an important criterion for metal removal by bacterial strains 23 and strain NWUAB01 showed multiple tolerance to the metals tested and good preliminary metal removal properties, with the ability to grow on all concentrations of Pb tested and on 200 mg/L of Cd and Cr. The organisms showed the ability to withstand varying metal concentrations as reported in different studies 29,30 from different polluted sites and higher tolerance compared to those observed by Oladipo et al. 27 . Varied responses of strain NWUAB01 to different metal ions observed in this study could be attributed to different modes of action, unique chemistry and level of toxicity of each metal 27,31 .
Multi-metal resistance by microbial strains gives mutual benefits to the single component and is suitable for metal removal 32 . Multi-metal resistance shows various combinations of genetic determinants for metal resistance. This could have probably evolved in the natural environment of the organism. The genetic determinants encode specific metal transport proteins involved in the sequestration of metal ions and regulating active efflux 33 . The resistance pattern of strain NWUAB01 to the tested metals showed that the organism tolerated Pb than Cd and Cr. Many reports have also reported many bacteria with multi-metal resistance abilities 23,34,35 . Multi-metal tolerance in Bacillus species has been well documented.
Various mechanisms are employed by microbial cells for metal removal 10 . These include bioaccumulation, biomineralisation, biosorption and biotransformation. The growth kinetics of the organism on different metal revealed that the OD increases with time for all metals and control. The growth rate of strain NWUAB01 on exposure to metal-enriched medium varied with each tested metal. The growth rate was enhanced in the presence of Pb, while there was a reduced growth rate in the presence of Cr. The same pattern of growth rate was observed for Cd and the control. Similarly, the generation time in Pb-medium was lower than that of Cd, Cr and the control. This shows that the doubling time was faster in Pb-medium, which also has a higher number of generations, compared to Cr, Cd and the control. This is an indication that Cd and Cr toxicity to strain NWUAB01 may be dose-dependent 27 . Increased generation time is usually observed for environmental constraint. However, generation time depends on all factors influencing growth, thus growth rate can vary considerably between the different experimental setups. A decrease in the OD of strain NWUAB01 was observed in the presence of heavy metals compared with the metal-free medium. This is similar to the pattern observed by Shim et al. 30 and Raja et al. 36 . The decrease in the growth of B. cereus in the presence of heavy metals might be due to the metal ion www.nature.com/scientificreports/ interaction with the cell membrane, which increases metal-binding sites and makes it less effective for the transport of materials essential for growth 37 . To understand the mechanism of resistance to metals, growth kinetics is used as an index of adaptation to external constraints 27 . The inverse growth rate relationship observed between metal concentrations and growth rate in tolerant bacteria are characteristics of bacterial growth in response to external stress 38 . The low inhibitory values obtained for Cd and Cr along with a decrease in growth rate in the presence of these metals could be attributed to the decline in efficiency of substrate utilisation as a result of high energy cost of the organism subjected to metal stress 39 . The presence of extracellular substances, which serve as a barrier in Gram-positive bacteria enhances metal resistance compared to Gram-negative organisms 40 . A direct comparison of metal resistance by strain NWUAB01 with other studies is difficult due to the composition and strength of the medium, the nature of the medium that influences metal bioavailability, complexation, organic constituents, diffusion rate and incubation period, which cause variations in inhibitory concentrations 30,41 .
Genes encoding metal resistance can eliminate or reduce metal toxicity 42 . Hence, strain NWUAB01 was screened for metal-resistant genes. The amplification of primer-specific heavy metal-resistant genes of chromosomal DNA of strain NWUAB01 yielded amplicons of the expected band size for cadA, CzcD, and PbrA. cadA, which is a P-type ATPase, was also found to be present on the organism. cadA is cadmium-specific ATPase used for Cd efflux and confers metal resistance to strain NWUAB01. CzcD is responsible for the efflux of cobalt, zinc and cadmium. Both CzcD and cadA operons are energy-dependent efflux systems that confer cadmium resistance 43 . The efflux systems are actively involved in the pumping out of toxic metal ions that enter the cell through ATPase diffusion. PbrA is the protein responsible for lead uptake and down-regulation of the metal concentration, which occurs in response to high levels of lead 44 . It thus revealed that isolate NWUAB01 has a functional gene that is key in lead resistance. PbrA is an active efflux pump protein that transports Pb ions against the concentration gradient using energy provided by ATP hydrolysis 42 . Metal transport proteins are involved in transporting metal ions outside the cell membrane 45 . These metal transporting proteins are a group of PIB-type ATPases, which governs metal resistance. cadA, CzcD and PbrA belong to these groups of proteins present in strain NWUAB01 which are involved in metal resistance. These proteins prevent metal accumulation of highly reactive and toxic metals within the cell membrane and play a key role in metal resistance by strain NWUAB01 45 . No amplification was observed for CzcA, CzcB, PbrT, chrA, and chrB. This might be as a result of the lack of mechanisms responsible for metal resistance in the genetic system of the organism. The organism may also use other mechanisms different from the efflux system for metal tolerance.
However, heavy metal resistance/transport genes are abundant in the genome of B. cereus NWUAB01, which include several resistance genes encoding arsenic, cadmium, copper, cobalt and zinc as well as transport genes for chromium, cadmium, lead, magnesium and mercury. The abundant metal-resistant genes in the genome of strain NWUAB01 suggest that the organism can tolerate different metals, which is consistent with a previous report demonstrating the uptake and heavy metal resistance in B. cereus 28 . The organism uses different genomemediated resistance mechanisms such as the transport proteins and efflux pump to survive heavy metal stress. The genome also revealed genes involved in the degradation and metabolism of xenobiotic compounds.
The production of different biosynthetic gene clusters and metabolism of different compounds are adaptive mechanisms for surviving diverse ecological niches 9 , which can be harnessed for different environmental and industrial purposes. The synthesis of biopolymers in bacteria occurs through four pathways namely: ATPbinding cassette transporter-dependent, extracellular synthesis using sucrase protein, Wzx/Wzy-dependent, and synthase-dependent pathways 46,47 . Bacteria using the Wzx/Wzy dependent pathway carry the flippase (Wzx) and polymerase (Wzy) gene in their extracellular polysaccharide operons 47 . The presence of the Wzx (O-antigen flippase) and Wzy (oligosaccharide repeat unit polymerase) gene in the genome of strain NWUAB01 signified the production of extracellular polymer using the Wzx/Wzy-dependent pathway. This pathway produced polymers of various sugar components that results in heteropolysaccharide production 47 .
Blood agar has been used to quantify and screen for biosurfactant production by bacteria 48,49 . Carrillo et al. 50 and Kumar et al. 49 found an association between the surfactant production and haemolytic activity, and recommend blood lysis as screening method for the biosurfactant production. Although the lysis of erythrocytes could exclude some biosurfactant producing organisms, it has helped in initial screening of biosurfactant producing organisms. Strain NWUAB01 showed complete haemolysis on erythrocytes and was used as the initial screening test for its selection. The reduction in surface tension of water has been reported in several studies 49,51,52 for various biosurfactant producing Bacillus species. The reduction in surface tension confirmed the production of biosurfactant by strain NWUAB01. The ability to reduce the surface tension of water from 72 to 35 mN/m has been considered as a characteristic of a good surfactant 18 . Strain NWUAB01 has a surface tension that is similar to that produced by B. cereus NK1, which has a value of 38 mN/m 51 . It has a better surface tension than B. cereus, B. sphaericus and B. fusiformis, with surface tension of 50, 55.2 and 56.4 mN/m respectively 53 , and B. amyloliquefaciens and B. thuringiensis with surface tension of 57.7 m/Nm each 54 . Strain NWUAB01 has lower surface tension potential compared to Bacillus sp reported by Heryani and Putra 55 , that had a value of 27.1 mN/m. The differences in the surface tension values can be attributed to different production medium, conditions of growth and uniqueness of individual organisms.
The emulsification index is another criterion used in the selection of surface-active-producing bacterial isolates. Satpute et al. 56 suggested that more than one screening method should be used in the primary screening of potential surface-active agents. Strain NWUAB01 produced stable emulsions with various hydrocarbons and vegetable oil. This appreciable emulsifying property made the organism a suitable surface-active agent. The ability of biosurfactant to emulsify different hydrocarbons and vegetable oil had been reported for Bacillus species with different results. Sriram et al. 51  This might be as a result of the different components of the production medium and different carbon sources used for producing biosurfactant 57 .
The production of biopolymers that confer resistance to microorganism growing in polluted environments is an important defence mechanism against environmental stress and for survival 20 . Biosurfactants are applied in several fields and their application depends on their stability at different temperatures and pH 58 . Reduction in the stability of the emulsion was observed at the extreme temperature and pH. As the pH increases, there was an increase in the stability of the emulsion until pH 7, after which the stability begins to reduce. The result indicated that an increase in pH had a positive effect on the stability of the emulsion. This could be as a result of the precipitation of biosurfactant at high pH values 58 . Lower stability at reduced pH (< 4) can be attributed to distortion of the biosurfactant structure and precipitation 59 .
The FTIR characterisation of the biosurfactant produced by strain NWUAB01 suggested that the surfactant produced by strain NWUAB01 contained peptide-like moieties, which is typical of lipopeptide surfactants produced by Bacillus species described in literature 51,57,60 . The MALDI-TOF spectra of the detected groups could be attributed to the iturin variants as described by Jasim et al. 61 and Cho et al. 62 . The lack of specific iturin homologs can be attributed to the loss of some of the amino acids such as asparagine, glycine and tyrosine in the structure of iturin, which makes many homologs of the lipopeptide difficult to identify 63 . The composition of the medium of production of lipopeptides can be attributed to some of the variations in the structure 64 . This showed that different compounds could be expressed by Bacillus species during changes in growth condition 63 .
Biosurfactant soil washing has been used for metal removal from polluted soils and sediments due to their biodegradability, low toxicity and eco-friendly nature 18,65 . In this study, we evaluated the metal removal capability of biosurfactant produced by strain NWUAB01. We found that the biosurfactant produced by strain NWUAB01 is efficient in removing metal from contaminated soil. In a multi-metal system, the percentage removal of each metal decreases compared to a single metal system. The ability of the biosurfactant to remove metals from contaminated soil was also examined in comparison with strain NWUAB01. We observed that the percentage metal removal was higher for the organism than the surfactant. The results of this study showed that Pb has the highest percentage removal followed by Cd and Cr. This could be due to the affinity of the biosurfactant to different metals 66,67 . The efficiency of metal removal by biosurfactants also depends on the type of biosurfactant and its concentration, soil characteristics and other additives such as acids and bases that may be added 67 . Metal removal efficiency of strain NWUAB01 biosurfactant is higher than those reported by Singh and Cameotra 65 . However, the metal removal efficiency of lipopeptide of marine origin reported by Das et al. 1 was higher than that of strain NWUAB01. The metal removal potential of strain NWUAB01 corroborated the work of Mulligan et al. 68 , who reported the use of lipopeptide from B. subtilis for the removal of Cd, Cu and Zn. Lipopeptides, which are anionic in nature, have better metal sequestration properties and are more effective in metal removal 18 . Removal of metals by biosurfactant has been proposed to occur by surfactant sorption to the soil surface, followed by complexation with metals; thus leading to metal detachment from soil surface by the reduction in the interfacial tension 18 .
In conclusion, the findings in this study showed that strain NWUAB01 is metabolically versatile with high heavy metal affinity that can be harnessed for industrial applications. The presence of diverse metal transport/ resistant genes and xenobiotic compounds degradation revealed the ability to survive in varied ecological niches. This study also demonstrated the potential of the biosurfactant produced by strain NWUAB01 for effective removal and recovery of heavy metals for environmental applications.

Materials and methods
Isolation and screening of metal-resistant bacterial isolates. Soil samples used in this study were obtained from a gold mining area in Vryburg, South Africa (Table S3 and Fig. S8). The soil samples were collected at a depth of 10-30 cm in triplicate and transported to the laboratory for analysis in sterile plastic bags. Control soil samples were collected few kilometres away from the mine (Table S3 and Fig. S8). The concentration of heavy metals from each sampling site is also presented in the supplementary Table S3. The method of Rajkumar and Freitas 69 was used in isolating resistant bacteria. Serially diluted soil (1 g) samples were plated on Luria-Bertani (LB) agar supplemented with 50 mg/L of heavy metal solutions (CdSO 4 (Sigma-Aldrich, India), K 2 CrO 4 and Pb(NO 3 ) 2 , (Sigma-Aldrich, USA)), with each metal at a time 69 . The metal solutions were filter-sterilized through a 0.22 µm filter membrane before they were added to sterile molten LB agar. After that, the plates were incubated for 48 h at 37 °C. Metal-resistant isolates were screened for tolerance to different concentrations (100 to 1000 mg/L) of each heavy metal on LB agar 69 . The organisms were grown on LB agar containing different concentrations of metals from 100 to 1000 mg/L. The plates were incubated for 48 h at 37 °C and observed for growth. Metal sorption by strain NWUAB01 was performed with 100 mg/L of each metal and growth was monitored by measuring OD at 600 nm against the blank at 24 h intervals using a UV spectrophotometer (Thermo Spectronic, Merck, South Africa) as described by Oladipo et al. 27 with little modification. A 24-h old culture (approximately 10 6 CFU/mL) in LB broth was used as the inoculum. This was performed in 200 mL Erlenmeyer flask. Briefly, each flask contained a final volume of 100 mL, comprising 98 mL of sterile LB broth, 1 mL of the inoculum and 1 mL of filter sterilized metal solution. Experimental control and blank were also setup. The control comprised 98 mL of LB broth and 1 mL inoculum of the isolate, while the blank contained 98 mL LB broth.

16S rRNA characterisation and heavy metal-resistant gene determination. The primer sets
used for 16S rRNA gene amplification of strain NWUAB01 are described in the supplementary Table S4. All primer sets were synthesised by Whitehead Scientific, Cape Town, South Africa. A total volume of 25 μL of a reaction mixture of forward and reverse primer (0.5 μL of each), DNA template (1 μL), 2X master mix (12.5 μL) (Biolab, England), and 11 μL nuclease free water was used for the Polymerase Chain Reaction (PCR). PCR was performed using a thermal cycler (Bio-Rad, CA, USA) and the PCR products were analyzed on 1% (w/v) agarose gel supplemented with 10 μL ethidium bromide and electrophoresed. One kilobase molecular marker was used to determine the band size of the amplicons. The amplicons were sequenced at Inqaba Biotech, Pretoria, South Africa.
The sequences obtained were processed and nucleotide BLAST was performed using NCBI GenBank database to determine the evolutionary relatedness of the strain. Molecular Evolutionary Genetics Analysis (MEGAX) software 70 was used for sequence alignment and the construction of phylogenetic tree. The phylogenetic tree was constructed based on the 16S rDNA using the maximum parsimony method. The sequence was deposited in the NCBI GenBank database.
Strain NWUAB01 was screened for heavy metal resistance genes using primers encoding for chromium (chrA and chrB), cadmium (CzcD, CzcB, CzcA, and cadA), and lead (PbrA and PbrT). The primer sets and their corresponding PCR conditions are presented in Table S4.
Whole-genome sequencing of strain NWUAB01. Whole-genome sequencing of strain NWUAB01 was performed as described by Babalola et al. 71 . The genome was sequenced on the Illumina Miseq platform. The DNA sample (50 ng) was fragmented by ultrasonication procedure (Covaris), and the fragments selected by size with AMPure XP beads and the ends were repaired. Adapter sequences were ligated to each fragment. The fluorometric method was used for quantification of the fragment and then diluted to a concentration of 4 nM. A MiSeq v3 kit was used for sequencing of the fragments. Genome sequencing of strain NWUAB01 was performed at Inqaba Biotec, Pretoria, South Africa.
The obtained sequences were processed and the quality of the reads were checked using FastQC v.1.0.1 of the KBase platform 72 . The reads were trimmed to filter the low quality and adapter sequences using Trimmomatic v0.36 73 . SPAdes v.3.12.0 74 was used for de novo assembly. The NCBI Prokaryotic Genome Annotation Pipeline (v4.7) 75 and Rapid Annotations using Subsystems Technology (RAST v2.0) 76 were used for genome annotation. Biosynthetic gene clusters were detected with antiSMASH v5.1.0 77 . The circular view of the genome was created using PATRIC v3.5.43 78 .
Biosurfactant production and characterisation. The pure strain of NWUAB01 was used to quantify the biosurfactant production by different methods, which include haemolytic activity, drop collapse test, oil displacement test, and emulsification activity. All tests were conducted in triplicate. The haemolytic test on blood agar was performed using the method described by Bicca et al. 48 .
The drop collapse test was determined as described by Sriram et al. 51 . Mineral oil (2 μL) was added to each well of a 96-well microtiter plate and allowed to equilibrate for one hour at 37 °C. After that, 5 μL of the culture supernatant was added to the centre of each well over the oil layer. After one minute, the shape of the oil drop was examined. A flattened drop was recorded as positive for biosurfactant production. Water was used as a negative control.
The oil displacement test was performed as described by Sriram et al. 51 . A Petri dish (150 mm diameter) was filled with 40 mL sterile distilled water and engine oil (15 μL) was added. After that, 10 μL of the supernatant was added to the centre of the oil film and the halo zone was measured after 30 s of incubation.
The emulsification activity of strain NWUAB01 was determined by measuring the emulsification index (E 24 ) after 24 h. A 2 mL volume of the culture supernatant was added to 2 mL of kerosene in a test tube and the mixture was vortexed at high speed for 2 min. The E 24 was calculated as the percentage of the height of emulsified layer divided by the total height of the liquid column 20 . The test was also performed using engine oil, hexadecane and vegetable oil in place of kerosene. The stability of the emulsion produced was determined at different temperatures and pH. Surface tension of the supernatant was measured at room temperature with a force tensiometer (Sigma 702, Biolin Scientific, Sweden) using the du Nouy ring method.
The biosurfactant produced was extracted and purified as described by Gond et al. 79 . Strain NWUAB01 was grown in 1 L cultivation medium for 7 days at 37 °C at 200 rpm. The cell free supernatant obtained by centrifuging at 5000 rpm for 15 min at 4 °C was precipitated by adding HCl to reduce the pH to 2 and incubated overnight at 4 °C. The precipitate was collected by centrifugation at 10,000 rpm for 15 min at 4 °C and dissolved in methanol and then filtered using a membrane filter (0.22 µm PTFE) to remove cell components and large particles. The resulting mixture was then concentrated using a vacuum evaporator at 30 °C and lyophilised. The lyophilised biosurfactant was characterised by FTIR. The spectrum was collected from 400 to 4000 wavenumbers (cm −1 ) with a resolution of 4 cm −1 at an average of 32 scans using an Alpha II Platinum-ATR IR spectrometer (Brucker, USA).
Scientific Reports | (2020) 10:19660 | https://doi.org/10.1038/s41598-020-75170-x www.nature.com/scientificreports/ The lyophilised biosurfactant was also subjected to scanning electron microscope (JSM-6390LV, JEOL, Japan). The molecular mass of the surfactant was determined using Micromass ToFSpec matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MICRO-TOF-MS). Applied Biosystems 4800 Plus MICRO-TOF/ TOF analyzer (AB Sciex, USA) was used to obtain a purified sample. The analyzer was operated in the positive ion mode with 337 nm nitrogen laser for ionization, accelerating voltage of 20 kV and a-cyano-4-hydroxycinnamic acid for matrix. The molecular weight was determined by mass spectrum smart formula tools and the mass spectrometry was determined using the Bruker compass data analysis.
Remediation of heavy metal-contaminated soil with biosurfactant. Biosurfactant washing of heavy metal-polluted soil was performed in a batch experiment as described by Singh and Cameotra 65 . A gram of heavy metal (100 mg/L of each metal salt) contaminated soil sample was placed in a 50 mL centrifuge tube with 25 mL of 0.5 g/L of purified biosurfactant. The soil samples used were uncontaminated soil samples supplemented with 100 mg/L of each metal salt. The experiment was performed at room temperature and pH 7. The mixture was centrifuged at 5000 rpm for 15 min and the supernatant was filtered. The metal composition of the filtered supernatant was analyzed by ICP-OE Spectrometry (Agilent Technologies, Palo Alto, CA, USA). The positive control used is strain NWUAB01, while sterile distilled water served as the negative control. The metal removal efficiency was calculated using the formula: where C i and C e are the initial and final concentrations of each metal respectively.
Ethical approval. This article does not contain any studies with human participants or animals performed by any of the authors.

Data availability
B. cereus NWUAB01 has been deposited at the NCBI database under the 16S rRNA gene accession number MH399230 and whole genome accession number QNGD00000000 and BioProject number PRJNA476495. The Sequence Read Archive raw reads are deposited under accession number SRR7647568.