{
"cells": [
{
"cell_type": "markdown",
"id": "113323db",
"metadata": {},
"source": [
"# Natural sequences\n",
"\n",
"## Introduction to SeqDEFT\n",
"\n",
"Many times, rather than quantitative measurements of a phenotype or trait for a large collection of sequences, we just have observations of natural sequences, e.g. 5' splice sites in the human transcriptome or combinations of chromosomal abnormalities in tumors (See [Chen et al. 2022](https://www.pnas.org/doi/10.1073/pnas.2025782118) for more details). In this case, we are interested in estimating the true underlying probability of each of the possible sequences using only a finite number of observations. This number of observations, that typically ranges from few hundreds to tens or hundreds of thousands, is so that the observed frequencies are very poor estimators of the true underlying probability distribution. This is exemplified by the fact that a substantial fraction of all possible sequences are not even present in the finite sample even if they occure with a non-zero true probability\n",
"\n",
"### Maximum entropy sequence probability distributions\n",
"\n",
"A simple model would assume that positions are independent from each other, and thus, we can recapitulate the full sequence probability distribution from the site-wise allele probabilities. This is because if two positions are independent, then the probability of observing a particular combination at 2 sites is equal to the product of the individual probabilities at each site or, equivalently, the log-probability of the combination is the sum of the log-probabilities of the alleles at each position. \n",
"\n",
"$$p(AB) = p(A) p(B)$$\n",
"\n",
"$$log(p(AB)) = log(p(A)) + log(p(B))$$\n",
"\n",
"Thus, we can represent the probability of distribution of sequences of certain length using a field $\\Phi$ as follows and show that the field is just a shifted version of the negative $\\log Q$:\n",
"\n",
"$$Q_i = \\frac{e^{-\\Phi_i}}{\\sum_j e^{-\\Phi_j}}$$\n",
"\n",
"$$\\log Q_i = -\\Phi_i - \\log\\left({\\sum_j e^{-\\Phi_j}}\\right) = -\\Phi_i - C$$\n",
"\n",
"Thus, independent sites models can be generally represented by additive models on the log-transformed probabilities. These models can be generalized by adding pairwise interaction terms like in the Potts model, which have been very succesful for contact prediction and identifying coevolving residues within or between different proteins (See [Stein et al. 2015](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1004182) for an example). They could in principle be further extended in the same way to include higher order components up to $P$'th. \n",
"\n",
"All these models belong to the class of maximum entropy models, this is, models that maximize the entropy of the underlying distribution given some constraints. These constraints typically consist on matching the lower order marginals of the data i.e. allele frequencies in the site independens model; frequencies of subsequences at pairs of sites across the whole sequence. While maximizing the entropy provides the simplest possible model that has the desired properties, by doing so it also neglect the existance of interactions beyond the $P$'th order.\n",
"\n",
"### Relaxing maximum entropy assumption: the $\\Delta^{(P)}$ prior\n",
"\n",
"SeqDEFT relaxes the maximum entropy assumption by instead minimizing the magnitude of the deviations in the field $\\Phi$ from the additive, pairwise, or in general, $P-1$ order model across all $P$-faces of the Hamming hypercube. The strength of this penalization is given by the hyperparameter $a$. This is equivalent to imposing a normal prior on the the local $P$-epistatic coefficients $\\epsilon_P$'s while conditioning on them being compatible with each other. In particular, for $P=2$, we minimize the local deviations from a simple additive model or local pairwise epistatic coefficients $\\epsilon_{2}$ without forcing them to be 0 as assumed by Maximum Entropy models. \n",
"\n",
"$$\\epsilon_{2} = (\\Phi_{11} - \\Phi_{10}) - (\\Phi_{01} - \\Phi_{00}) = \\Phi_{11} + \\Phi_{00} - \\Phi_{01} - \\Phi_{10}$$\n",
"\n",
"In this case, we are setting a normal prior on the local pairwise epistatic coefficients, where the variance is inversely related to the hyperparameter $a$, $\\kappa$ is the dimension of the unpenalized space comprising up to $P-1$'th order interactions, $\\alpha$ the number of alleles and $\\ell$ the sequence length.\n",
"\n",
"$$\\epsilon \\sim Normal\\left(0, \\sigma^2\\right)$$\n",
"$$\\sigma^2 = \\frac{\\alpha^\\ell-\\kappa}{a}$$\n",
"\n",
"Note that this allows the $P$-epistatic coefficients to differ across distinct genetic backgrounds in a controled manner, allowing higher order interactions in regions of sequence space where there is strong evidence for them but being closer to the maximum entropy model in regions of sequence space where the data is more scarce. From a different point of view, we are smoothing the $\\log Q$ over sequence space by limiting the magnitude of these local interaction coefficients across the whole sequence space.\n",
"\n",
"### The likelihood\n",
"\n",
"Our model assumes a multinomial likelihood with $\\alpha^\\ell$ categories corresponding to all possible sequences of length $\\ell$ with $\\alpha$ alleles given a total number of observations $N$.\n",
"\n",
"$$n \\sim Multinomial(N, Q)$$\n",
"\n",
"
Note: This implies that observed sequences are considered completely independent draws from the same probability distribution, an assumption that is sometimes violated in nature e.g. due to common ancestry or phylogenetic relationships between observed sequences.
\n",
"\n",
"### Hyperparameter optimization\n",
"\n",
"We optimize $a$ using cross-validation and select the $a^*$ that maximizes log-likelihood in held out data. In practice, we need to define a finite series of $a$ values, which we know interpolate between the maximum entropy solution of order $P$ (where all these deviations are exactly 0) and the observed empirical frequencies for each of the sequences, which are strongly influenced by finite sampling and noise. Thus, we generate a geometrically spaced series of $a$ values between $a_{min}$, which is very close to the empirical frequencies, and $a_{max}$, a value that is very close to the maximum entropy solution, both of which we can compute in a more straighforward manner. This allows us to generate a 1-dimensional family of models that interpolate between the two extremes, allowing but limiting local deviations from the $P-1$'th order model.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3f825c38",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import gpmap.plot.mpl as plot\n",
"\n",
"from scipy.special import logsumexp\n",
"from scipy.stats import pearsonr\n",
"from gpmap.inference import SeqDEFT\n",
"from gpmap.seq import calc_msa_weights, get_subsequences\n",
"from gpmap.space import SequenceSpace\n",
"from gpmap.randwalk import WMWalk\n",
"from gpmap.datasets import DataSet"
]
},
{
"cell_type": "markdown",
"id": "70e15dfc",
"metadata": {},
"source": [
"## Inference from simulated data\n",
"\n",
"### How to sample from the prior distribution\n",
"\n",
"For illustration purposes, lets first sample a complete landscape by generating a sequence probability distribution from the prior distribution characterzed by `a=500` and `P=2`. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "24c0015f",
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(1)\n",
"model = SeqDEFT(P=2, seq_length=5, alphabet_type=\"dna\", a=500)"
]
},
{
"cell_type": "markdown",
"id": "94131ab0",
"metadata": {},
"source": [
"We will assume that the simulated values are the $\\Phi$ values for each sequence and then sample a small number of observations from the resulting probability distribution and show the values for some of the sequences."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c391cefd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"50.39 % of possible genotypes observed at least once\n"
]
}
],
"source": [
"phi, X = model.simulate(N=1000)\n",
"X_unique, counts = np.unique(X, return_counts=True)\n",
"print(\"{:.2f} % of possible genotypes observed at least once\".format(X_unique.shape[0] / model.n_genotypes * 100))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0a14f4ae",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
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"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 1, figsize=(5, 4))\n",
"freq, c = np.histogram(counts, bins=np.arange(max(counts) + 2))\n",
"axes.bar(c[:-1], freq, color='grey', lw=1, edgecolor='black', width=1)\n",
"axes.set(xlabel='# times a sequence is observed', ylabel='# unique sequences',\n",
" xlim=(-0.5, max(counts) + 1), xticks=np.arange(max(counts) + 1))\n",
"axes.grid(alpha=0.2, axis='y')"
]
},
{
"cell_type": "markdown",
"id": "95ac4ac8",
"metadata": {},
"source": [
"Note that about half of the possible sequences are not even observed once when sampling up to 1000 sequences, and only very few are observed more than once. While this evidences that their probability is probably lower than the highly observed sequences, there is still a wide range of variability in the sequence probability below the observable threshold that we may be able to infer by sharing information across sequence space.\n",
"\n",
"### How to infer the probability distribution\n",
"\n",
"Lets initialize again our SeqDEFT model with `P=2` and infer the sequence probability distribution underlying the finite set of observed sequences in nature"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1070fae9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 115/115 [00:01<00:00, 67.72it/s]\n"
]
}
],
"source": [
"model = SeqDEFT(P=2, seq_length=5, alphabet_type=\"dna\")\n",
"model.fit(X=X)"
]
},
{
"cell_type": "markdown",
"id": "7ade6bcc",
"metadata": {},
"source": [
"We can see that even for a small example of 5 nucleotides long sequence spanning only $4^5=1024$ possible genotypes, iterating through all the cross-validation folds for each $a$ value takes a substatial amount of time. For larger genotypic spaces, however, one could paralellize these calculations by defining the training and testing datasets for the cross-validation and fit the model with different $a$ values at the same time.\n",
"\n",
"Lets see how the log-likelihood in held-out data evolves with the different values of the hyperparameter $a$ tested."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "32efdf9a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plot.plot_SeqDEFT_summary(model.logL_df, inferred, legend_loc=4)"
]
},
{
"cell_type": "markdown",
"id": "6167fb29",
"metadata": {},
"source": [
" We can see that the optimal value $a^*$ is far from 0 but also is not $\\infty$ either and close to the true generating $a_{True}=500$, showing that the optimal solution is indeed somewhere in between the maximum entropy solution and the empirical frequencies. In this case, we chose $a$ to have relatively small deviation from the additive model, so that the cross-validated likelihood in the case $a=\\infty$ is close to that under $a^*$\n",
"\n",
"The second plot shows the relationship between the observed frequencies in the data and the inferred probabilities for each of the genotypes. For high frequencies, we generally see a very good agreement between the observed frequencies and inferred probabilities. However, as we start to have lower number of counts per sequence, we can see how the prior becomes more and more important. In fact, the sequences with lowest frequency, those never observed or only once, show substantial variability in the inferred densities thanks to our ability to share information across neighboring sequences and smooth the log-probabilities over sequence space.\n",
"\n",
"Note that we are also plotting sequences with 0-counts in red and with a different marker at an arbitrary position in the x-axis. We can see that the inferred probabilities are in average lower than for those sequences with 1 count, but both sets of sequences show a large spread when compared to that difference. This means that, at least in this case, observing a sequence alone does not provide such a strong evidence of functionality as compared with unobserved sequences. \n",
"\n",
"### Evaluating the inferred probability distributions\n",
"\n",
"In this case, as the data was simulated, we can see good our estimates of the sequence density were by comparing with the true data generating probabilities"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e22ed41c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 1, figsize=(4, 4), sharex=True, sharey=True)\n",
"\n",
"Q = inferred[['Q_true', 'Q_star']].values.flatten()\n",
"lims = (Q.min()/2, Q.max()*2)\n",
"axes.scatter(inferred['Q_true'], inferred['Q_star'], s=5, c='black', alpha=0.5, lw=0)\n",
"axes.plot(lims, lims, lw=0.5, linestyle='--', c='grey')\n",
"axes.set(xlabel=r'$Q_{real}$', ylabel=r'$Q_{inferred}$',\n",
" xscale='log', yscale='log',\n",
" xlim=lims, ylim=lims)\n",
"\n",
"r2 = pearsonr(np.log(inferred['Q_true']), np.log(inferred['Q_star']))[0] **2\n",
"axes.text(0.05, 0.95, '$R^2$={:.2f}'.format(r2), transform=axes.transAxes,\n",
" ha='left', va='top')"
]
},
{
"cell_type": "markdown",
"id": "d0543d53",
"metadata": {},
"source": [
"We can see that even for sequences with low density, such that they would almost never be observed in practice by sampling only 1000 genotypes from this distribution, SeqDEFT provides a moderately good estimate of the sequence density. While it tends to overestimate the density of very rare sequences, it still provides a good idea of which sequences have higher or lower probability.\n",
"\n",
"### Main features of the probability distribution\n",
"\n",
"But maybe a more important issue rather than the precission with which we can estimate the sequence probability is whether we are able to recover the main qualitative features of the original landscape from the simulated data. Thus, we can compare the visualizations for both the real and the estimated $\\log Q$ as follows:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "07d09c2a",
"metadata": {},
"outputs": [],
"source": [
"space_real = SequenceSpace(X=inferred.index.values, y=np.log10(inferred['Q_true']))\n",
"space_inferred = SequenceSpace(X=inferred.index.values, y=np.log10(inferred['Q_star']))\n",
"spaces = {'real': space_real, 'inferred': space_inferred}"
]
},
{
"cell_type": "markdown",
"id": "7d688bc1",
"metadata": {},
"source": [
"### How to visualize a probability distribution\n",
"\n",
"When trying to visualize densities rather than an arbitrary function or phenotype over sequence space, it provides a very natural way of setting the hyperparameter ``Ns``, since we can assume that the observed densities correspond to the stationary frequencies under our evolutionary model. As we saw previously, the stationary frequencies are given by:\n",
"\n",
"$$\\pi_i = \\frac{e^{Ns f_i}}{\\sum_j e^{Ns f_j}}$$\n",
"\n",
"Thus, if we assume that $f_i = \\log Q_i$, then we can choose ``Ns=1`` and:\n",
"\n",
"$$\\pi_i = \\frac{e^{\\log Q_i}}{\\sum_j e^{\\log Q_j}} = Q_i$$\n",
"\n",
"This way, differences in $\\log Q$ between two genotypes correspond to the scaled selection coefficient between them $S_{ij}$, and provides a natural scale for interpreting differences e.g. for $S_{ij}\\sim1$ evolution would be nearly neutral and those mutations would fix very frequently.\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b5c7dee3",
"metadata": {},
"outputs": [],
"source": [
"viz = {}\n",
"for label, space in spaces.items():\n",
" rw = WMWalk(space)\n",
" rw.calc_visualization(Ns=1, n_components=5)\n",
" nodes_df, edges_df = rw.nodes_df, rw.space.get_edges_df()\n",
" viz[label] = nodes_df, edges_df"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "cea228c4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, subplots = plot.init_fig(1, len(spaces), colsize=5.5, rowsize=5)\n",
"\n",
"for axes, (label, (nodes_df, edges_df)) in zip(subplots, viz.items()):\n",
" plot.plot_visualization(axes, nodes_df, edges_df=edges_df, nodes_size=10)\n",
" axes.set_title('{} landscape'.format(label.capitalize()))\n",
"\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "24e16244",
"metadata": {},
"source": [
"It seems that the structure of the two landscapes is similar, but it is unclear from the plots whether the most separated set of sequences are the same in the two plots. We can instead show how the coordinates in the different diffusion axis correlate across the two embeddings"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "7d57225b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.02, 0.52, 'Inferred landscape')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, subplots = plot.init_fig(3, 3, colsize=2.5, rowsize=2.5, sharex=True, sharey=True)\n",
"for i in range(3):\n",
" for j in range(3):\n",
" axes = subplots[i, j]\n",
" x, y = viz['real'][0][str(i+1)].values, viz['inferred'][0][str(j+1)].values\n",
" axes.hist2d(x=x, y=y, cmap='Blues', bins=40)\n",
" axes.set(xlabel='', ylabel='', xticks=[], yticks=[])\n",
"\n",
" if j == 0:\n",
" axes.set(ylabel='Diffusion axis {}'.format(i+1))\n",
" if i == 2:\n",
" axes.set(xlabel='Diffusion axis {}'.format(j+1))\n",
"fig.tight_layout(pad=3.5, w_pad=0.1, h_pad=0.1)\n",
"fig.supxlabel('Real landscape', x=0.52)\n",
"fig.supylabel('Inferred landscape', y=0.52)"
]
},
{
"cell_type": "markdown",
"id": "8d6111ee",
"metadata": {},
"source": [
"Thus, we can see that the main structure is preserved, with a very good correlation in the coordinates of the main diffusion axes between the real and inferred sequence densities."
]
},
{
"cell_type": "markdown",
"id": "56f90e23",
"metadata": {},
"source": [
"### How to calculate the uncertainty of the predictions\n",
"\n",
"So far, all the previous analyses of the inferred probability distribution were done with the Maximum a posteriori (MAP) estimate. However, the Gaussian process formalism allow us to obtain the complete posterior distribution of the genotype-phenotype map. Given that SeqDEFT uses a non-gaussain likelihood function, we have no closed form analytical solution for the posterior, but we can use the **Laplace approximation** and assume that the posterior distribution is also Gaussian with a covariance matrix that equals the inverse Hessian of the log-posterior. We can use the `predict` method with argument `calc_variance=True` to obtain uncertainty estimates."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1e487b27",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/1024 [00:00, ?it/s]"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1024/1024 [00:02<00:00, 375.62it/s]\n"
]
},
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"perc = np.mean((predictions['phi_true'] > predictions['ci_95_lower']) & (predictions['phi_true'] < predictions['ci_95_upper'])) * 100\n",
"fig, axes = plt.subplots(1, 1, figsize=(5, 5))\n",
"axes.errorbar(x=-predictions['phi_true'], y=-predictions['f'], c='black', ms=3,\n",
" yerr=2 * predictions['f_std'], marker='o', alpha=0.2, lw=0, elinewidth=1)\n",
"lim = (-11, -3)\n",
"axes.axline((-5, -5), (-6, -6), lw=0.5, c='black', linestyle='--')\n",
"axes.set(xlabel=r'$-\\phi_{True}$', ylabel=r'$-\\phi_{pred}$',\n",
" ylim=lim, xlim=lim, aspect='equal')\n",
"axes.text(0.03, 0.97, 'Calibration={:.2f}%'.format(perc), transform=axes.transAxes, va='top')\n",
"axes.grid(alpha=0.2)"
]
},
{
"cell_type": "markdown",
"id": "0c8d2e9b",
"metadata": {},
"source": [
"In this example, we find that the posterior distribution is relatively well approximated by a gaussian, as the Laplace approximation provides well calibrated predictions, as the true generating values lie within the 95% credible interval around 95% of the times. "
]
},
{
"cell_type": "markdown",
"id": "842b1dd5",
"metadata": {},
"source": [
"
Note: Computation of the variance of a single sequence requires solving a large system of equations using iterative methods. While in this small examples we can eaisly compute the posterior variance for every sequence, as the space of possible sequences grows larger, this may become infeasible and the computation of uncertainty may be limited to a reduced number of sequences specified
"
]
},
{
"cell_type": "markdown",
"id": "37eb500a",
"metadata": {},
"source": [
"### How to estimate mutational effects and epistatic coefficients\n",
"\n",
"In many cases, rather than in the individual estimates for individual sequences, we aim to compare a reduced number of sequences e.g. to derive mutational effects and epistatic coefficients. We can obtain the posterior distribution for those comparisons by defining a contrast matrix and using the `make_contrast` method\n",
"\n",
"For instance, if we want to estimate of the effect of an A1T mutation in a AGCGA sequence context, we define a contrast matrix with contrasts on the columns and sequences on rows as follows:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "ecd0916b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" estimate std ci_95_lower ci_95_upper p(|x|>0)\n",
"A1T -0.22393 0.888807 -2.001543 1.553684 0.599458"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = model.make_contrasts(contrast_matrix)\n",
"results"
]
},
{
"cell_type": "markdown",
"id": "cb559bc6",
"metadata": {},
"source": [
"Here, we estimate that this mutation most likely has an small effect, but there is a substantial degree of uncertainty, such that it could range from moderately deleterious to moderately beneficial. We may ask now the effect of the same mutation in a different genetic context such as ACTCG"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "f677738e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 2/2 [00:00<00:00, 306.34it/s]\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
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" \n",
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estimate
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"text/plain": [
" estimate std ci_95_lower ci_95_upper p(|x|>0)\n",
"A1T -0.036406 0.787761 -1.611928 1.539117 0.51843"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"contrast_matrix = pd.DataFrame({'A1T': [1, -1]}, index=['TCTCG', 'ACTCG'])\n",
"results = model.make_contrasts(contrast_matrix)\n",
"results"
]
},
{
"cell_type": "markdown",
"id": "c31e8b80",
"metadata": {},
"source": [
"Now we can see that this mutation is likely to have a deleterious effect in the ACTCG context. As ACTCG ranks among the most frequently observed sequences, we have more data to support its deleterious effect in this background, which is reflected in a much tighter posterior distribution. \n",
"\n",
"However, as these posterior distributions may be correlated, to directly compare the effect of this mutation in the two genetic context, we should define an additional contrast"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "7ca51169",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 2/2 [00:00<00:00, 322.86it/s]\n"
]
},
{
"data": {
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"
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"\n",
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estimate
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" estimate std ci_95_lower ci_95_upper p(|x|>0)\n",
"A1T_in_ACTCG_vs_AGCGA 0.187524 1.188433 -2.189341 2.56439 0.562689"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"contrast_matrix = pd.DataFrame({'A1T_in_ACTCG_vs_AGCGA': [1, -1, -1, 1]},\n",
" index=['TCTCG', 'ACTCG', 'TGCGA', 'AGCGA'])\n",
"results = model.make_contrasts(contrast_matrix)\n",
"results"
]
},
{
"cell_type": "markdown",
"id": "a533188c",
"metadata": {},
"source": [
"Thus, we not only estimate uncertainty of the effects of mutations in specific genetic backgrounds, but also estimate how much the effects of mutations differ across different genetic backgrounds e.g. whether A1T is more deleterious in the ACTCG context than it is in the AGCGA context."
]
},
{
"cell_type": "markdown",
"id": "5d98507b",
"metadata": {},
"source": [
"### How to deal with phylogenetically related observations\n",
"\n",
"One of the key assumptions of the original SeqDEFT method is that observations of sequences are completely independent from each other. While this assumption may be reasonable for regulatory elements spread along the genome that have been evolving independently from each other for a long time, such as the 5' splice site or transcription factor binding sites, it is not the case when we are dealing with multiple sequence alignments of homologous proteins across different species.\n",
"\n",
"This is a well known issue in pairwise models, including Potts models used for Direct Coupling Analysis (DCA) and is generally dealt with by re-weighting the observed sequences such that sequences that are closely related to each other take smaller weights. See [Hockenberry and Wilke 2019](https://www.mdpi.com/1099-4300/21/10/1000) for more information. \n",
"\n",
"#### How to use pre-defined weights from phylogenetic correction\n",
"\n",
"We have implemented the same correction and allow user-defined weights for each of the sequences through the `y` argument using the full length sequences, from which we only select a subset of positions for inference."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "971b7680",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 115/115 [00:00<00:00, 202.37it/s]\n"
]
}
],
"source": [
"positions = np.arange(3)\n",
"X_subsequence = get_subsequences(X, positions=positions)\n",
"y = calc_msa_weights(X, phylo_correction=True)\n",
"model = SeqDEFT(P=2, seq_length=3, alphabet_type='dna')\n",
"output = model.fit(X=X_subsequence, y=y)\n",
"output"
]
},
{
"cell_type": "markdown",
"id": "f0c9a832",
"metadata": {},
"source": [
"#### How to account for phylogenetic correction during cross-validation\n",
"\n",
"The previous approach allows to have arbitrary weights obtained from any other external means, but variability in the reweighting scheme is not taken into account during cross validation. We can apply the correction separately to training and validation sets by including the full length sequence as input and specifying the positions to take into account and activating the phylogenetic correction option as follows"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "4b2a865a",
"metadata": {},
"outputs": [],
"source": [
"model.fit(X=X, phylo_correction=True, positions=positions)"
]
},
{
"cell_type": "markdown",
"id": "f0ab64d6",
"metadata": {},
"source": [
"Whether the correction is applied before or after splitting the data only has a influence when choosing $a*$ to use with the full data and does not have a strong effect in our experience."
]
},
{
"cell_type": "markdown",
"id": "22dc3611",
"metadata": {},
"source": [
"## Inference from real data: 5´splice site\n",
"\n",
"In the previous sections, we have showed how to run SeqDEFT on a small simulated dataset where the true underlying probability distribution is perfectly known. Next, we will show how to run in on a larger dataset and how to reproduce the inference and visualization performed in the original publication ([Chen et al. 2022](https://www.pnas.org/doi/10.1073/pnas.2025782118)) using the set of 5'splice sites extracted from the human genome.\n",
"\n",
"### Data preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "994a5f06",
"metadata": {},
"outputs": [],
"source": [
"ss = DataSet('5ss')\n",
"ss.data\n",
"X = ss.data['X'].values"
]
},
{
"cell_type": "markdown",
"id": "dca1153d",
"metadata": {},
"source": [
"We can see that there is a large number of observations along the human genome. Previous efforts have used pairwise Maximum Entropy models to characterize the splice sites probability distributions along the genome ([Yeo and Burge (2004)](https://pubmed.ncbi.nlm.nih.gov/15285897/)). In what follows, we relax the constrains of this pairwise model to allow variability in the local pairwise epistatic coefficients by specifying `P=2`. To reduce the computational burden and for simplicity, we have previously selected the sequences that have the cannonical GU at positions +1 and +2 and investigate the dependencies on the other positions: -3 to -1 together with +3 to +6."
]
},
{
"cell_type": "markdown",
"id": "006642d4",
"metadata": {},
"source": [
"### Inference with SeqDEFT"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "b4a8cc69",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 115/115 [10:14<00:00, 5.35s/it]\n"
]
}
],
"source": [
"model = SeqDEFT(P=2, seq_length=7, alphabet_type='dna')\n",
"model.fit(X=X)"
]
},
{
"cell_type": "markdown",
"id": "495c2b1f",
"metadata": {},
"source": [
"Note that fitting the model for a dataset this large takes a long time. For illustration purposes, we can use the estimated probability distribution from the built-in dataset"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "3d7bb39f",
"metadata": {},
"outputs": [
{
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"inferred = model.predict()\n",
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]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "3c86ccbc",
"metadata": {},
"outputs": [
{
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plot.plot_SeqDEFT_summary(model.logL_df, inferred, show_folds=True, legend_loc=3)"
]
},
{
"cell_type": "markdown",
"id": "8f85b1e8",
"metadata": {},
"source": [
"We can see how the probability of sequences that have been observed a fair number of times matches their frequency in the dataset, but there is a large variation, of several orders of magnitude in the probability of sequences that have been observed only a few times in the dataset or none at all, as highlithed in red\n",
"\n",
"### Landscape visualization"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "f2b8ec55",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sequence Space:\n",
"\tType: dna\n",
"\tSequence length: 7\n",
"\tNumber of alleles per site: [4, 4, 4, 4, 4, 4, 4]\n",
"\tGenotypes: [AAAAAAA,AAAAAAC,AAAAAAG,...,TTTTTTC,TTTTTTG,TTTTTTT]\n",
"\tFunction y: [-9.00,-9.78,-8.95,...,-14.84,-14.55,-12.77]\n"
]
}
],
"source": [
"space = SequenceSpace(X=inferred.index.values, y=np.log(inferred['Q_star']))\n",
"print(space)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "d2028128",
"metadata": {},
"outputs": [],
"source": [
"rw = WMWalk(space)\n",
"rw.calc_visualization(Ns=1)\n",
"ndf, edf = rw.nodes_df, space.get_edges_df()\n",
"ndf['2'] = -ndf['2']\n",
"ndf['1'] = -ndf['1']\n",
"ndf.index = np.array([seq[:3] + 'GT' + seq[3:] for seq in ndf.index])"
]
},
{
"cell_type": "markdown",
"id": "140b232f",
"metadata": {},
"source": [
"After generating the coordinates of the visualization and re-inserting the GT sequence at +1 and +2, we can plot the resulting landscape and highlight the sequences that were previously reported to characterize qualitatively different solutions to the 5'splice site recognition ([Chen et al. 2022](https://www.pnas.org/doi/10.1073/pnas.2025782118))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "81540bce",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, subplots = plt.subplots(1, 3, figsize=(10, 4.5), width_ratios=(0.5, 0.5, 0.025))\n",
"cbar_ax = subplots[-1]\n",
"\n",
"axes = subplots[0]\n",
"plot.plot_visualization(axes, ndf, edges_df=edf, nodes_size=5,\n",
" nodes_cmap_label='log(P)', nodes_cbar_axes=cbar_ax)\n",
"seqs = ['CAGGTTCAA', 'CAGGTAAGT', 'TCTGTAAGT',\n",
" 'ACTGTATCC']\n",
"plot.plot_nodes(axes, ndf.loc[seqs, :], size=30, lw=1, edgecolor='black', cbar=False)\n",
"axes.grid(alpha=0.1)\n",
"\n",
"axes = subplots[1]\n",
"plot.plot_visualization(axes, ndf, edges_df=edf, nodes_size=5, x='4',\n",
" nodes_cmap_label='log(P)', nodes_cbar=False)\n",
"seqs = ['CAGGTAAGT', 'ACTGTATCC',\n",
" 'ACAGTTAAG']\n",
"plot.plot_nodes(axes, ndf.loc[seqs, :], size=30, lw=1, edgecolor='black', cbar=False, x='4')\n",
"axes.set(ylabel='', yticklabels=[])\n",
"axes.grid(alpha=0.1)\n",
"\n",
"fig.tight_layout()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "gpmap",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}