Escaping aversive stimuli is essential for complex organisms, but prolonged exposure to stress leads to maladaptive learning. Stress alters neuronal activity in distributed networks, plasticity, and neuromodulatory signaling; yet, the field lacks a unifying framework for its variegated sequelae. Here we build this framework using learned helplessness paradigm, where ketamine restores escape behavior after aversive learning. Lowdimensional optical readout of dopamine (DA) neuron activity across learning predicts acute behavioral responses, transitions through learning phases, and future sensitivity to ketamine treatment. Ketamine's effects are blocked by chemogenetic inhibition of DA signaling and mimicked by optogenetic activation. We use 2-photon glutamate uncaging/imaging to interrogate structural plasticity in medial prefrontal cortex, revealing that dendritic spinogenesis on pyramidal neurons is regulated by aversive experience and recovered by ketamine in a DA-dependent manner. Together, these data describe recurrent circuits that causally link neuromodulatory dynamics, aversive learning, and plasticity enhancements driven by a therapeutically promising anti-depressant. 3 Ketamine and its S-enantiomer esketamine, which act as antagonists of the glutamatergic N-methyl-Daspartate (NMDA) receptors, demonstrate rapid onset anti-depressant effects in clinical trials 1,2 . Previous studies have shown that ketamine ameliorates depressive-like behaviors in animal models following acute or prolonged stress [3][4][5][6][7] . Accumulating evidence implicates the enhancement of synaptic plasticity in ketamine's behavioral effects 5,6,[8][9][10][11][12] . However, which neural circuit dynamics mediate the effects of this rapidly acting antidepressant on behavior and plasticity are currently unknown.Changes in reward-based and aversive learning represent features of depressive disorders that can be modeled in rodents [13][14][15] . One established model of aversive learning is learned helplessness [16][17][18] . Following prolonged inescapable stress exposure, animals learn that outcomes are independent of their behavioral actions; this learning eventually diminishes attempts to escape from avoidable stressful stimuli 19 . Specific activity patterns of dopaminergic (DA) neurons in the ventral tegmental area (VTA), and downstream DA release, encode reward and aversion [20][21][22][23][24] . This activity is differentially modulated by acute and chronic stress [25][26][27] , regulating depressive-like behaviors [28][29][30] . A recently published meta-analysis suggests that acute sub-anesthetic doses of ketamine may increase DA levels in the cortex, dorsal striatum, and nucleus accumbens 31,32 , but the causal relationship between the DA system and ketamine's effects on neural plasticity and behavior remains to be elucidated.
Low dimensional readout of DA neuron activity dynamics in aversive learningTo define the function of midbrain DA neurons during aversive learning, we used a modified model of learned helplessness 5,32 ...