Alpha-Amino-3-Hydroxy-5-Methyl-4- Isoxazole Propionic Acid Receptor Components of the Anti-Depressant Ketamine Response

Inclusion Criteria Substudy #2: * Right-handed as determined by the Edinburgh Handedness Inventory * Current depression as indicated by a score greater than 17 on the full Hamilton Depression Rating Scale * Anti-depressant resistant depressive symptoms, defined by a history of failure of one or more adequate anti-depressant trials * Individuals who have previously received ketamine must have had a positive response. Individuals who report reduced depressive symptoms will be treated as ketamine responders and entered directly into the closed label trial. * Participants will meet DSM-5 Criteria for MDD as determined by the SCID-5 * All participants given ketamine must be engaged in treatment outside of the research protocol. Those who are not currently in treatment may be referred for treatment. * Individuals who are receiving pharmacotherapy for depression must have been receiving the current medication and dose for 4 weeks before randomization. In addition, they should have a plan to continue the current regime of pharmacotherapy for the duration of the trial. * Individuals who are receiving psychotherapy must have been in treatment for four weeks and should have a plan to continue the current regime of psychotherapy for the duration of the trial. * Willing to refrain from caffeine, drug and alcohol use for one week prior to each MRI session * Females will be included if they are not pregnant or breastfeeding and agree to utilize a medically accepted birth control method (to include oral, injectable, or implant birth control, condom, diaphragm with spermicide, intrauterine device, tubal ligation, abstinence, or partner with vasectomy). Women who are surgically sterile or post-menopausal with cessation of menses for at least one year are not required to use birth control. If a woman should become pregnant during the study, she will be excluded from the trial. * Females will receive ketamine during the follicular phase, i.e., in the first week after the start of the menstrual period, if at all possible. If a prospective participant typically has significant menstrual cramps during this entire follicular phase, she will be studied during another part of her cycle. She will be studied during the same part of her cycle for each scan, if possible. * Able to read and write English * Have at least a 12th grade education level or equivalent Exclusion Criteria Substudy #2: * A score on the Columbia Suicide Severity Rating Scale in the "intent" or "intent with plan" categories or judged by Dr. Krystal or Dr. Driesen to be at serious risk for suicide. * Neurological disorder excluding migraine headaches or more than mild head injury. Individuals with migraines will not complete any ketamine infusion visits within 24 hours of a migraine. More than mild head injury is indicated by the presence of any of the following: * More than half hour unconsciousness after trauma * More than one hour post-traumatic amnesia * Concussive symptoms such as headache, memory problems, nausea/vomiting, irritability, ringing in the ears, dizziness, balance problems, difficulty concentrating or visual disturbances lasting more than one week after injury. * Concussive symptoms as defined above in the first week after injury causing more than one day impairment in typical duties. * Four or more concussive events of less severity than the above will also be grounds for exclusion. These events would include post-trauma symptoms such as the individual being dazed, seeing stars, unconscious for less than one half hour, or post-traumatic amnesia of less than an hour. * Current therapeutic treatment with ketamine * Current treatment with topiramate, memantine, or barbiturates within two weeks of randomization * Daytime use of benzodiazepines * Current treatment with monoamine oxidase inhibitors within 4 weeks of randomization * Treatment with a vagal nerve stimulator, ECT or deep brain stimulation within two weeks of randomization * Psychosis other than psychotic experiences congruent with depressed mood during a period of depression * Insulin-dependent diabetes or non-insulin dependent diabetes that is poorly controlled * Other major medical disorder unless cleared by a study physician * History of violence unless cleared by Dr. Driesen or Dr. Krystal because of extenuating circumstances. For example, an individual whose violent behavior was always coupled with substance abuse and had obtained stable sobriety with no violent incidents or an individual who had received successful pharmacotherapy for impulse control difficulties may be included. * Individual meets criteria for a diagnosis of substance or alcohol use disorder within the three months prior to screening date. Individuals who meet criteria for mild alcohol use disorder within three months prior to screening date may be included in the study at investigator discretion. The diagnosis of mild alcohol use disorder shall be per DSM-5 and involve 2-3 symptoms. The PI's discretion will be based on the symptoms that are reported. The purpose of including individuals with mild alcohol use disorder is to extend recruitment to more individuals who can participate safely in the trial. * A positive on screening urine drug test or, at the study physicians' discretion, on any drug screens given before the scans. * A positive screening breathalyzer test or, at the study physicians' discretion, on any breathalyzer test given before the scans. This applies to all subjects, including those who make criteria for current mild alcohol use disorder. * A 12-lead ECG at screening has clinically significant abnormalities as determined by the physician reading the ECG. * Abnormality on clinical chemistry or hematology examination at the pre-study medical screening. Subjects with laboratory parameters outside the reference range for this age group will only be included if the study physician considers that such findings will not introduce additional risk factors. * History of posit