Ask HN:DNA能否在AI模型中被表示为“一个嵌入”?

3 分•作者: greenmoonx•大约 2 个月前
其中每个数组元素是一个数值,对应于 DNA 链螺旋横杆上 TCAG 化学物质的顺序?<p>是否有人以这种方式模拟了许多 DNA 链?<p>如果这样做,假设我们可以模拟任何已知的 DNA 并预测几代人的情况,我们可以利用人工智能解决哪些问题?<p>-----<p>我猜至少有几种选择:<p>1) 将整个 DNA 链建模为一个模型,其中每个基因(DNA 的一部分)是一个向量。这样,你就会有一个例如秀丽隐杆线虫的模型。你可以在人工智能沙盒中对该物种进行操作。<p>2) 模拟所有 DNA(就像我们模拟所有语言一样),最终得到一个“DNA 人工智能”,它可以生成任何类型的链(也许会生成不存在但可能存在的基因)。这样你就拥有了一个生物学沙盒,你可以在其中发明新的生物,或者预测人类的未来状态,用于测试药物和其他东西(我猜?)<p>你认为什么可行?
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Where each Array element is a numerical value that corresponds to the order of TCAG chemicals on the crossbar of the helix of a DNA strand?<p>Has anyone modeled many DNA strands in this way?<p>If it was done, what kinds of problems could we solve using AI - assuming we could model any known DNA, and predict out generations?<p>-----<p>I guess there are at least a couple options:<p>1) Model an entire DNA strand as 1 model, with each gene (section of DNA) being a vector. So you&#x27;d have, say, a <i>C. elegans</i> model. You could play with that species in an AI sandbox.<p>2) Model all of DNA (the way we model all of language) to end up with a &quot;DNA AI&quot; that can produce any kind of strand (perhaps inventing genes that don&#x27;t exist, but could). So here you have a biology sandbox, where you can invent perhaps new creatures, or predict out future states of humans, to test drugs and other things (I guess?)<p>What do you think, what&#x27;s possible?